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1. A neural network based system for spell correction and tokenization of natural language, said system comprising: An artificial neural network architecture, to generate variable length ‘character level output streams’ for system fed variable length ‘character level input streams’; An auto-encoder for injecting random... | Please help me write a proper abstract based on the patent claims. | Disclosed are systems, methods, circuits and associated computer executable code for deep learning based natural language understanding, wherein training of one or more neural networks, includes: producing character strings inputs ‘noise’ on a per-character basis, and introducing the produced ‘noise’ into machine train... |
1. A method comprising: applying a sequence of spin-control modulation pulses to electronic spin impurities in a solid-state spin system; and extracting a spectral content of a spin bath that surrounds the electronic spin impurities within the solid-state spin system, by measuring the coherent evolution and associated ... | Please help me write a proper abstract based on the patent claims. | Methods and systems are described for spectral decomposition of composite solid-state spin environments through quantum control of electronic spin impurities. Δ sequence of spin-control modulation pulses are applied to the electronic spin impurities in the solid-state spin systems. The spectral content of the spin bath... |
1. A method for monitoring construction of a building, the method comprising: receiving, by a computer system, training data that includes three dimensional training point data that corresponds to a plurality of objects associated with a training building and that includes image data that corresponds to a plurality of ... | Please help me write a proper abstract based on the patent claims. | Methods, apparatuses, and embodiments related to a technique for monitoring construction of a structure. In an example, a robot with a sensor, such as a LIDAR device, enters a building and obtains sensor readings of the building. The sensor data is analyzed and components related to the building are identified. The com... |
1. A method of actuating a technical system, the method comprising: determining, by a data processor, a relaxed abduction problem; solving, by the data processor, the relaxed abduction problem; and actuating the technical system according to the solution of the relaxed abduction problem. 2. The method as claimed in cla... | Please help me write a proper abstract based on the patent claims. | To enable efficient abduction even for observations that are faulty or inadequately modeled, a relaxed abduction problem is proposed in order to explain the largest possible part of the observations with as few assumptions as possible. On the basis of two preference orders over a subset of observations and a subset of ... |
1. A document structure extraction method comprising: accessing, by a document structure analytics server, an untagged document that comprises a plurality of document parts, wherein certain of the document parts have a visual appearance that is defined by formatting information included in the untagged document, and wh... | Please help me write a proper abstract based on the patent claims. | The structure of an untagged document can be derived using a predictive model that is trained in a supervised learning framework based on a corpus of tagged training documents. Analyzing the training documents results in a plurality of document part feature vectors, each of which correlates a category defining a docume... |
1. A computer-implemented method of managing data for convolution processing, the method comprising: in a device having: a memory, an input channel for receiving a stack of input data, an output channel for receiving a stack of output data, and a convolution kernel containing a stack of weights for convolving the stack... | Please help me write a proper abstract based on the patent claims. | Convolution processing performance in digital image processing is enhanced using a data packing process for convolutional layers in deep neural networks and corresponding computation kernel code. The data packing process includes an input and weight packing of the input channels of data into a contiguous block of memor... |
1. A system for fully integrated collection of business impacting data, analysis of that data and generation of both analysis driven business decisions and analysis driven simulations of alternate candidate business decision comprising: a business data retrieval engine stored in a memory of and operating on a processor... | Please help me write a proper abstract based on the patent claims. | A system for fully integrated collection of business impacting data, analysis of that data and generation of both analysis driven business decisions and analysis driven simulations of alternate candidate business action comprising a business data retrieval engine stored in a memory of and operating on a processor of a ... |
1. A method of avoiding harmful chemical emission concentration levels, comprising: implementing a cognitive suite of workplace hygiene and injury predictors (WHIP) that has learned to identify chemical emission sources and indicators of harmful chemical emission concentration levels; detecting an indicator; and implem... | Please help me write a proper abstract based on the patent claims. | A method of avoiding harmful chemical emission concentration levels, the method comprising implementing a cognitive suite of workplace hygiene and injury predictors (WHIP) that has learned to identify chemical emission sources and indicators of harmful chemical emission concentration levels, detecting an indicator, and... |
1. A method of formatting a constraint problem for input to a quantum processor and solving the constraint problem, the method comprising: representing, with a classical processor, a quantum processor, or a combination thereof, the constraint problem as a digital circuit comprising at least one gate and at least one co... | Please help me write a proper abstract based on the patent claims. | A constraint problem may be represented as a digital circuit comprising at least one gate and at least one constrained input or at least one constrained output, or a combination of at least one constrained input and at least one constrained output. A matrix may be generated for each of the at least one gates. A constra... |
1. A system, comprising: one or more computing devices configured to: generate, at a machine learning service of a provider network, one or more space-efficient representations of a first set of observation records associated with a machine learning model, wherein individual ones of the space-efficient representations ... | Please help me write a proper abstract based on the patent claims. | At a machine learning service, a determination is made that an analysis to detect whether at least a portion of contents of one or more observation records of a first data set are duplicated in a second set of observation records is to be performed. A duplication metric is obtained, indicative of a non-zero probability... |
1. A non-transitory computer-readable medium having a program executable in at least one computing device, the program comprising program code that, when executed by the at least one computing device, causes the at least one computing device to: access reference data from a data store accessible to the at least one com... | Please help me write a proper abstract based on the patent claims. | Disclosed are various embodiments for data processing using decision tree data structures to implement artificial intelligence in an ingestion process. At least one computing device may be employed to access reference data from a data store accessible to the at least one computing device and parse the reference data us... |
1. An artificial intelligence (“AI”) engine hosted on one or more remote servers configured to cooperate with one or more databases, comprising: one or more AI-engine modules including an architect module, an instructor module, and a learner module, wherein the architect module is configured to propose an AI model from... | Please help me write a proper abstract based on the patent claims. | Provided herein in some embodiments is an artificial intelligence (“AI”) engine hosted on one or more remote servers configured to cooperate with one or more databases including one or more AI-engine modules and one or more server-side client-server interfaces. The one or more AI-engine modules include an instructor mo... |
1. A neuromorphic computing system comprising: a synapse core; and a pre-synaptic neuron, a first post-synaptic neuron, and a second post-synaptic neuron coupled to the synaptic core, wherein the synapse core is to: receive a request from the pre-synaptic neuron, and generate, in response to the request, a first addres... | Please help me write a proper abstract based on the patent claims. | A neuromorphic computing system is provided which comprises: a synapse core; and a pre-synaptic neuron, a first post-synaptic neuron, and a second post-synaptic neuron coupled to the synaptic core, wherein the synapse core is to: receive a request from the pre-synaptic neuron, generate, in response to the request, a fi... |
1. A computer-implemented method that improves computer-user interaction by generating an answer to a question input related to an image input, the method comprising: receiving a question input in a natural language form; receiving an image input related to the question input; and inputting the question input and the i... | Please help me write a proper abstract based on the patent claims. | Embodiments of a multimodal question answering (mQA) system are presented to answer a question about the content of an image. In embodiments, the model comprises four components: a Long Short-Term Memory (LSTM) component to extract the question representation; a Convolutional Neural Network (CNN) component to extract t... |
1. A method of detecting anomaly in a target system, comprising: receiving input data associated with the target system; generating a prediction by executing one or more predictive algorithms based on the received input data; generating a current accuracy score representing accuracy of the prediction made by the predic... | Please help me write a proper abstract based on the patent claims. | Embodiments relate to determining likelihood of presence of anomaly in a target system based on the accuracy of the predictions. A predictive model makes predictions based at least on the input data from the target system that change over time. The accuracy of the predictions over time is determined by comparing actual... |
1. A non-transitory computer-accessible medium having stored thereon computer-executable instructions for generating at least one model, wherein, when a computer arrangement executes the instructions, the computer arrangement is configured to perform procedures, comprising: receiving first information related to raw da... | Please help me write a proper abstract based on the patent claims. | An exemplary system, method and computer-accessible medium for generating a model(s), can include, for example, receiving first information related to raw data, generating second information by formatting the first information, generating third information related to a feature set(s) of the second information, generati... |
1. A method for recommending a window treatment fabric, the method comprising: determining at least one position of window treatments that are controlled by an automated window treatment control system, wherein the at least one position of the window treatments cause at least a portion of at least one window of an inte... | Please help me write a proper abstract based on the patent claims. | A fabric selection tool provides an automated procedure for recommending and/or selecting a fabric for a window treatment to be installed in a building. The recommendation may be made to optimize the performance of the window treatment in which the fabric may be installed. The recommended fabric may be selected based o... |
1. (canceled) 2. A method to predict storage use in a computer network, the method comprising: directing with a first storage component comprising computer hardware, a second storage component to copy at least a portion of primary data stored on at least a first storage resource to secondary data stored on at least a s... | Please help me write a proper abstract based on the patent claims. | The present invention provides systems and methods for data storage. A hierarchical storage management architecture is presented to facilitate data management. The disclosed system provides methods for evaluating the state of stored data relative to enterprise needs by using weighted parameters that may be user defined... |
1. A system for contextual text adaptation, comprising: one or more hardware processors; a topic model algorithm executable on one or more of the hardware processors, the topic model algorithm generated by machine learning based on a corpus of documents at least related to context of a target user, the topic model comp... | Please help me write a proper abstract based on the patent claims. | Contextual adaptation of documents automatically replaces words for synonyms that appear within context or topic whey they are being used. A machine learned topic modeling, trained by a set of documents representative of a target user is executed to determine topics of an input document, and to determine words in the d... |
1. A method for communicating postsynaptic neuron states to a neuromorphic core, the method comprising: storing, in a first transmit buffer, indications of a postsynaptic neuron circuit fire from postsynaptic neuron circuits in a first neuromorphic core, each of the postsynaptic neuron circuits being coupled to a plura... | Please help me write a proper abstract based on the patent claims. | A system for communicating postsynaptic neuron states. The system includes a first neuromorphic core and a second neuromorphic core. The first neuromorphic core includes a first array of synaptic memory cells and postsynaptic neuron circuits. Each of the postsynaptic neuron circuits is coupled to a row of synaptic memo... |
1. A method comprising: receiving, by a computer processor of a computing device from RFID tags embedded in sensors, first event data associated with a first plurality of events detected by said sensors, said computer processor controlling a cloud hosted mediation system comprising an inference engine software applicat... | Please help me write a proper abstract based on the patent claims. | A truth maintenance method and system. The method includes receiving by a computer processor from RFID tags embedded in sensors, event data associated with events detected by said sensors. The computer processor associates portions of the event data with associated RFID tags and derives assumption data associated with ... |
1. A method comprising: accessing a document with attributes and tags that sequentially order elements of the document; extracting a selection of document text belonging to a specific set of attributes; creating a narrative model that represents evolution of semantics with respect to the sequentially ordered elements; ... | Please help me write a proper abstract based on the patent claims. | A method and system is described for modeling the content evolution of an accessed document and predicting an associated outcome for said document. The system accesses a document but can further receive additional tags, metadata, or related information that characterizes the nature of such text collection. The inventio... |
1-20. (canceled) 21. A method, in a data processing system comprising a processor and a memory, for clarifying an input question, the method comprising: generating, in the data processing system, a set of candidate answers for an input question, wherein each candidate answer in the set of candidate answers corresponds ... | Please help me write a proper abstract based on the patent claims. | Mechanisms for clarifying an input question are provided. A question is received for generation of an answer. A set of candidate answers is generated based on an analysis of a corpus of information. Each candidate answer has an evidence passage supporting the candidate answer. Based on the set of candidate answers, a d... |
1. A system for providing semantic reasoning comprising: an extended semantic model comprising existing concepts for a specific knowledge domain, existing relationships among the existing concepts, and logic comprising conditions and processes that cause a new concept or a new relationship to be inferred from an existi... | Please help me write a proper abstract based on the patent claims. | A system for providing semantic reasoning includes an extended semantic model, a semantic knowledge database, and an inference engine. The extended semantic model includes existing concepts for a specific knowledge domain, existing relationships among the existing concepts, and logic including conditions and processes ... |
1. An apparatus for establishing operation rules in a home automation system, comprising: a processor; a memory in electronic communication with the processor; and instructions stored in the memory, the instructions being executable by the processor to: receive a spoken command having a plurality of rule setting terms;... | Please help me write a proper abstract based on the patent claims. | Methods and systems are described for setting operation rules for use in controlling aspects of a home automation system. According to at least one embodiment, an apparatus for establishing operation rules in a home automation system includes a processor, a memory in electronic communication with the processor, and ins... |
1. A system for guiding the operation of an application on a first device, the system comprising a first device and a second device, wherein: the application on the first device is configured to: present a character on a display of the first device, wherein the character is associated with a text-to-speech voice, obtai... | Please help me write a proper abstract based on the patent claims. | The operation of an application on a first device may be guided by a user operating a second device. The application on the first device may present a character on a display of the first device and obtain an audio signal of speech of a user of the first device. Audio data may be transmitted to the second device and cor... |
1. A scalable system for recalculating, in an event-driven manner, property parameters including connectivity parameters of a neural network, the system comprises: an input component that receives a time varying input signal; a storage component for storing the property parameters of the neural network; a state machine... | Please help me write a proper abstract based on the patent claims. | Systems and methods achieving scalable and efficient connectivity in neural algorithms by re-calculating network connectivity in an event-driven way are disclosed. The disclosed solution eliminates the storing of a massive amount of data relating to connectivity used in traditional methods. In one embodiment, a determi... |
1. A method comprising: selecting a set of seed content providers from a set of content providers; for each seed content provider, training a model that predicts a likelihood that a user will perform an interaction with a content item provided by the seed content provider; clustering the seeds into a smaller number of ... | Please help me write a proper abstract based on the patent claims. | An online system, such as a social networking system, generates shared models for one or more clusters of categories. A shared model for a cluster is common to the categories assigned to the cluster. In this manner, the shared models are specific to the group of categories (e.g., selected content providers) in each clu... |
1. A control method for determining a quality indicator of medical technology recording results data from a contrast-agent-assisted tomography scan of an examination structure via a tomography system, the method comprising: automatically deriving, at least one of during and directly after the tomography scan, at least ... | Please help me write a proper abstract based on the patent claims. | A control method is disclosed for determining a quality indicator of medical technology recording results data from a tomography scan of an examination structure, which scan is supported by a contrast agent, by way of a tomography system. According to an embodiment of the invention, at least one control parameter value... |
1. A data processing device using a neural network comprising: an input layer; a hidden layer; and an output layer, wherein the hidden layer comprises: a digital-to-analog converter; a first neuron circuit; a second neuron circuit; and a comparator, wherein each of the first neuron circuit and the second neuron circuit... | Please help me write a proper abstract based on the patent claims. | To provide a data processing device using a neural network that can suppress increase in the occupied area of a chip. A product-sum operation circuit is formed using a transistor including an oxide semiconductor having an extremely small off-state current. Signals are input to and output from the product-sum operation ... |
1. A machine learning device which performs a task using a plurality of industrial machines and learns task sharing for the plurality of industrial machines, the device comprising: a state variable observation unit which observes state variables of the plurality of industrial machines; and a learning unit which learns ... | Please help me write a proper abstract based on the patent claims. | A machine learning device, which performs a task using a plurality of industrial machines and learns task sharing for the plurality of industrial machines, includes a state variable observation unit which observes state variables of the plurality of industrial machines; and a learning unit which learns task sharing for... |
1. A system for generating fabricated pattern data records (XDRs) based on data from accessible data sources, comprising: a) an XDR core module containing: one or more modeling and pattern creation modules for modeling original data received from said data sources; one or more synthetic data generation modules for gene... | Please help me write a proper abstract based on the patent claims. | A system for generating fabricated pattern data records (XDRs) based on data from accessible data sources, which comprises an XDR core module containing one or more modeling and pattern creation modules for modeling original data received from the data sources; one or more synthetic data generation modules for generati... |
1. A method for building flexible persistence models for education institutions, the method comprising: translating units of academic progress of a non-traditional learning program of an education institution into states of a Markov model; instantiating the Markov model to quantify transitions of students between the s... | Please help me write a proper abstract based on the patent claims. | A flexible persistence modeling system and method for building flexible persistence models for education institutions using a Markov model based on units of academic progress of a non-traditional learning program of an education institution. The Markov model is used to quantify transitions of students between the state... |
1. A method of classifying data, comprising: selecting a hypothesis class among entire classes; generating output data with regard to the entire classes by applying a classification algorithm to input data; modifying the input data to increase a value of the hypothesis class among the output data in response to a re-cl... | Please help me write a proper abstract based on the patent claims. | A method and an apparatus are described to classify data. The method and apparatus includes selecting a hypothesis class among entire classes. The method and corresponding apparatus generate output data with regard to the entire classes by applying a classification algorithm to input data, and modify the input data to ... |
1. An apparatus for a predictive analytics factory, the apparatus comprising: a function generator module configured to generate a plurality of learned functions based on training data without prior knowledge regarding suitability of the generated learned functions for the training data; a function evaluator module con... | Please help me write a proper abstract based on the patent claims. | Apparatuses, systems, methods, and computer program products are disclosed for a predictive analytics factory. A function generator module is configured to determine a plurality of learned functions based on training data without prior knowledge regarding suitability of the generated learned functions for the training ... |
1. A method, comprising: determining, via a processor, a data element of a first geographic area; creating in a database, via the processor, a first dataset representative of the first geographic area based on the data element, the first dataset having less than a threshold amount of information; identifying, via the p... | Please help me write a proper abstract based on the patent claims. | Methods and apparatus to generate data for geographic areas are disclosed. An example method includes identifying a first geographic area for which a database does not include a model, determining a first data element of the first geographic area, identifying a first trained model corresponding to a second geographic a... |
1. A method for training a learning machine, comprising: augmenting data from fine-grained image recognition with labeled data annotated by one or more hyper-classes, performing a multi-task deep learning on the labeled data; allowing fine-grained classification and hyper-class classification to share and learn the sam... | Please help me write a proper abstract based on the patent claims. | Systems and methods are disclosed for training a learning machine by augmenting data from fine-grained image recognition with labeled data annotated by one or more hyper-classes, performing multi-task deep learning; allowing fine-grained classification and hyper-class classification to share and learn the same feature ... |
1. A method for anatomical object detection in a medical image comprising: training a deep neural network to detect the anatomical object in medical images; calculating an approximation of the trained deep neural network that reduces the computational complexity of the trained deep neural network; and detecting the ana... | Please help me write a proper abstract based on the patent claims. | A method and system for approximating a deep neural network for anatomical object detection is discloses. A deep neural network is trained to detect an anatomical object in medical images. An approximation of the trained deep neural network is calculated that reduces the computational complexity of the trained deep neu... |
1. A non-transitory computer readable medium comprising program code executable by a processor for causing the processor to: receive a time series comprising a plurality of data points arranged in a sequential order over a period of time; determine a repetitive characteristic of the time series by analyzing the time se... | Please help me write a proper abstract based on the patent claims. | Information related to a time series can be predicted. For example, a repetitive characteristic of the time series can be determined by analyzing the time series for a pattern that repeats over a predetermined time period. An adjusted time series can be generated by removing the repetitive characteristic from the time ... |
1. A decision support system assessing an intervention action in response to a hazard situation developing in a physical domain, the decision support system comprising: a hazard simulator configured to generate and output information representing the hazard situation by combining data from a plurality of data sources d... | Please help me write a proper abstract based on the patent claims. | A decision support system and method of assessing an intervention action in response to a hazard situation. The decision support system outputs information representing the hazard situation by combining data from data sources describing one of the hazard situation and a physical domain including at least one source of ... |
1. A method comprising: generating, by a speech recognition system, a matrix from a predetermined quantity of vectors that each represent input for a layer of a neural network; generating a plurality of sub-matrices from the matrix; using, for each of the sub-matrices, the respective sub-matrix as input to a node in th... | Please help me write a proper abstract based on the patent claims. | Methods, systems, and apparatus, including computer programs encoded on computer storage media, for training a neural network. One of the methods includes generating, by a speech recognition system, a matrix from a predetermined quantity of vectors that each represent input for a layer of a neural network, generating a... |
1-10. (canceled) 11. A computer program product comprising a computer readable storage medium having a computer readable program stored therein, wherein the computer readable program, when executed on a computing device implementing a natural language processing system, causes the computing device to: generate, by the ... | Please help me write a proper abstract based on the patent claims. | A data processing system generates a result of processing a natural language query. A determination is made as to whether the natural language query or the result has a temporal characteristic. In response, a reminder notification data structure is generated having an associated scheduled reminder notification time for... |
1. A method to determine identity-centric risks in an enterprise, comprising: receiving a training set of data representing classifications of one or more accounts; based on the classifications, computing a machine learning classifier using software executing in a hardware element; applying the machine learning classif... | Please help me write a proper abstract based on the patent claims. | An identity and access management IAM system is augmented to provide for supervised, iterative machine learning (ML), preferably with a user-generated training set for classification. The training set may include various types of data, including characteristics or attributes of the account types, the users, or the like... |
1. An information processing apparatus comprising: a phenomenon pattern extraction unit that extracts a phenomenon pattern of a past sensor signal of a facility; a correlation unit that correlates the sensor signal based on maintenance history information; a classification reference creation unit that creates a classif... | Please help me write a proper abstract based on the patent claims. | A phenomenon pattern extraction unit extracts a phenomenon pattern of a past sensor signal of a facility. A related information correlation unit correlates the sensor signal based on maintenance history information. A phenomenon pattern classification reference creation unit creates a classification reference for class... |
1. A computer program product for determining a topic change of a communication, the computer program product comprising: one or more computer readable storage media and program instructions stored on the one or more computer readable storage media, the program instructions comprising: program instructions to monitor a... | Please help me write a proper abstract based on the patent claims. | A computer processor determines a first span of a communication, wherein a span includes content associated with one or more dialog statements. If the content of the first span contains one or more topic change indicators which are identified by at least one detector of a learning model, the computer processor, in resp... |
1. A simulation apparatus comprising: an event receiver receiving an event showing a situation of a first monitor target simulated by a first simulator simulating at least one of motion and state change of the first monitor target from a monitor apparatus monitoring a simulation of the first simulator; a decision maker... | Please help me write a proper abstract based on the patent claims. | A simulation apparatus according to one embodiment, including: an event receiver, a decision maker and an execution command transmitter. The event receiver receives an event showing a situation of a first monitor target simulated by a first simulator simulating at least one of motion and state change of the first monit... |
1. A computer-implemented method of automating inductive bias selection, the method comprising: receiving, by a computer, a plurality of examples, each example providing a plurality of feature-value pairs; constructing, by the computer, an inductive bias dataset which correlates each respective example in the plurality... | Please help me write a proper abstract based on the patent claims. | A computer-implemented method of automating inductive bias selection includes a computer receiving a plurality of examples, each example providing a plurality of feature-value pairs. The computer constructs an inductive bias dataset which correlates each respective example in the plurality of examples with numerical in... |
1. A method of using behavioral biometric algorithms, the method comprising: gathering data from a first user; filtering said gathered data; and conducting analysis and distinguishing a human swipe input sequence applied to a touchpad or touchscreen or shape input sequence and behavioral traits from other human behavio... | Please help me write a proper abstract based on the patent claims. | Recording, analyzing and categorizing of user interface input via touchpad, touch screens or any device that can synthesize gestures from touch and pressure into input events. Such as, but not limited to, smart phones, touch pads and tablets. Humans may generate the input. The analysis of data may include statistical p... |
1. A method of knowledge discovery and publication or broadcasting comprising: identifying a subject matter, designating at least one online shop, for publishing or broadcasting electronic contents, corresponding to the subject matter, accessing or building a first collection of content corresponding to the subject mat... | Please help me write a proper abstract based on the patent claims. | A system and method is presented for knowledge discovery that incorporate both human and computers to index, process, and communicate and share the knowledge and electronic contents. It also provides a platform for launching unlimited number of qualified and content reviewed publishing/broadcasting ventures or artifici... |
1. A non-transitory computer readable storage medium comprising instructions for developing, testing and analyzing a product that, when executed on a computing device, cause the computing device to at least: receive data regarding the product in an application; send a message containing the data and a set of rules that... | Please help me write a proper abstract based on the patent claims. | Systems, methods and mediums are described for processing rules and associated bags of facts generated by an application in communication with a processing engine, database and rule engine that process the bags of facts in view of the rules and generate one or more rule-dependent responses to the application which perf... |
1. An information processing apparatus, comprising: a calculation section which calculates a proficiency level of a user for operations performed by the user for achieving a prescribed objective based on history information related to the operations and attribute information related to physical features of the user; an... | Please help me write a proper abstract based on the patent claims. | Provided is an information processing apparatus, including a calculation section which calculates a proficiency level of a user for operations performed by the user for achieving a prescribed objective based on history information related to the operations and attribute information related to physical features of the u... |
1. A recommendation method, comprising: determining, according to a hidden variable characteristic parameter of a user and a hidden variable characteristic parameter of each branch node of a content tree, a probability that the user selects each branch node on an nth level of the content tree, wherein one branch node o... | Please help me write a proper abstract based on the patent claims. | Embodiments of this application disclose a recommendation method, comprising: determining, according to a hidden variable characteristic parameter of a user and a hidden variable characteristic parameter of each branch node of a content tree, a probability that the user selects each branch node on an nth level of the c... |
1. A method, in an information handling system comprising a processor and a memory, for generating concept vectors, the method comprising: generating, by the system, concept sequences from one or more content sources by extracting a plurality of concepts to form each concept sequence; and generating, by the system, at ... | Please help me write a proper abstract based on the patent claims. | An approach is provided for automatically generating and processing concept vectors by extracting concept sequences from one or more content sources and generating a first concept vector for a first concept by supplying the concept sequences as inputs to a vector learning component, such that the first concept vector c... |
1. An apparatus, comprising: a feature value calculating unit configured to calculate feature values corresponding to image and sound features in a video content; and a fatigue degree calculating unit configured to calculate a degree of user fatigue to the video content by applying the feature values to a fatigue degre... | Please help me write a proper abstract based on the patent claims. | An apparatus and a method to estimate a degree of user fatigue to video content are disclosed including a feature value calculating unit and a fatigue degree calculating unit. The feature value calculating unit is configured to calculate feature values corresponding to image and sound features in a video content. The f... |
1. A method comprising: defining, by a computer system, a three dimensional (3D) model; simulating, by the computer system, two or more sensor outputs from sound from a lane-splitting vehicle incident on two or more sensor locations of a subject vehicle in the 3D model; and training, by the computer system, a machine-l... | Please help me write a proper abstract based on the patent claims. | A machine learning model is trained by defining a scenario including models of vehicles and a typical driving environment. A model of a subject vehicle is added to the scenario and sensor locations are defined on the subject vehicle. A perception of the scenario by sensors at the sensor locations is simulated. The scen... |
1. A computer-implemented method, executed on a computing device, comprising: defining a model that includes a plurality of variables; conditioning at least one variable of the plurality of variables based, at least in part, upon a conditioning command received from a user, thus defining a conditioned variable; and inf... | Please help me write a proper abstract based on the patent claims. | A computer-implemented method, computer program product and computing system for defining a model that includes a plurality of variables. At least one variable of the plurality of variables is conditioned based, at least in part, upon a conditioning command received from a user, thus defining a conditioned variable. Th... |
1. A computer-implemented method of classifying a data set into two or more classes executed by a processor, comprising: (a) receiving a training data set and a training class set, the training class set including a set of known labels, each known label identifying a class associated with each element in the training d... | Please help me write a proper abstract based on the patent claims. | Described herein are systems and methods for correcting a data set and classifying the data set in an integrated manner. A training data set, a training class set, and a test data set are received. A first classifier is generated for the training data set by applying a machine learning technique to the training data se... |
1. A computing system comprising: a control unit configured to: operate a knowledge discovery component to extract knowledge from data, operate a knowledge engineering component to perform a knowledge extension or a knowledge evolution on the data or the knowledge; and a user interface, coupled to the communication uni... | Please help me write a proper abstract based on the patent claims. | A computing system includes: a control unit configured to operate a knowledge discovery component to extract knowledge from data, operate a knowledge engineering component to perform a knowledge extension or a knowledge evolution on the data or the knowledge; and a user interface, coupled to the communication unit, con... |
1. A system comprising: a computer-readable media storing at least two modules; a processing unit operably coupled to the computer-readable media, the processing unit adapted to execute the at least two modules, the at least two modules comprising: a model module configured to store a portion of a model; and a deep lea... | Please help me write a proper abstract based on the patent claims. | Training large neural network models by providing training input to model training machines organized as multiple replicas that asynchronously update a shared model via a global parameter server is described herein. In at least one embodiment, a system including a model module storing a portion of a model and a deep le... |
1. A computer-implemented method, comprising: accessing a plurality of computer-implemented directionally distinct relationships among a plurality of computer-implemented objects; inferring automatically a first expertise level of a first person who is a first user of a computer-implemented system from one or more usag... | Please help me write a proper abstract based on the patent claims. | A directed expertise level-based discovery system, method, and device infers an expertise level associated with a system user from a plurality of usage behaviors and delivers one or more computer-implemented objects to the user that are selected in accordance with the inferred expertise level and a directionally distin... |
1-20. (canceled) 21. One or more non-transitory computer-readable storage media storing instructions that, when executed by one or more processors, cause the one or more processors to perform operations comprising: causing a virtual assistant to be presented to enable a conversation between a user and the virtual assis... | Please help me write a proper abstract based on the patent claims. | A virtual assistant may communicate with a user in a conversational manner based on context. For instances, a virtual assistant may be presented to a user to enable a conversation between the virtual assistant and the user. A response to user input that is received during the conversation may be determined based on con... |
1. A method comprising: retrieving user information in response to a user request; selecting predefined content identification strategies for determining learning content based on the user information; executing each selected predefined content identification strategy; merging the executed selected predefined content i... | Please help me write a proper abstract based on the patent claims. | The present disclosure includes techniques pertaining to computer automated learning management systems and methods. In one embodiment, a system is disclosed where information is represented in a learning graph. In one embodiment, a framework may be used to access different algorithms for identifying customized learnin... |
1. A method to synthesize a business opportunity identified from a set of business opportunities corresponding to an organization for a cognitive decision-making process, the method comprising: receiving, by the processor, an opportunity instance knowledge object associated with a business opportunity identified from a... | Please help me write a proper abstract based on the patent claims. | The present disclosure relates to system(s) and method(s) to synthesis a business opportunity identified from a set of business opportunities corresponding to an organization for a cognitive decision-making process. In one embodiment, the method comprises receiving an opportunity instance knowledge object associated wi... |
1. A method for translating a boosting algorithm, comprising: receiving, at a hardware interface, a trained boosting model; identifying, using a processor communicatively coupled to the interface, a plurality of one-level, binary split-node variables associated with the trained boosting model, wherein each of the plura... | Please help me write a proper abstract based on the patent claims. | A system for translating a boosting algorithm includes an interface communicatively coupled to a processor. The interface is operable to receive a trained boosting model. The processor is operable to identify a plurality of split-node variables associated with the trained boosting model. Each of the plurality of split-... |
1. A method to provide medical cannabis diagnosis, treatment, information, and data analysis, comprising: displaying questions in natural language and receiving at least one answer from a user at a user interface; converting the at least one answer to computer readable data by a processor; processing the computer reada... | Please help me write a proper abstract based on the patent claims. | This invention provides a computer method and system for interactive administration of medical cannabinoid treatments. The invention also provides information on cannabinoid product availability and geographical information. Medical professionals, cannabis growers, cannabis manufacturers, and other stakeholders can use... |
1-10. (canceled) 11. A data processor system for monitoring a complex system, the processor system configured to receive a plurality of pieces of state information and to merge at least the pieces of state information into a piece of failure information, at least one of the pieces of state information being associated ... | Please help me write a proper abstract based on the patent claims. | A data processor system for monitoring a complex system, the processor system configured to receive a plurality of pieces of state information and to merge at least the pieces of state information into a piece of failure information, at least one of the pieces of state information being associated with a confidence fla... |
1. A method programmed in a non-transitory memory of a device comprising: a. automatically analyzing target information; b. automatically fact checking, with the device, the target information by comparing the target information with source information to generate a result, wherein comparing includes at least one of: i... | Please help me write a proper abstract based on the patent claims. | An efficient fact checking system analyzes and determines the factual accuracy of information and/or characterizes the information by comparing the information with source information. The efficient fact checking system automatically monitors information, processes the information, fact checks the information efficient... |
1. A computer-implemented method of identifying a case with a missing decision from a set of decision rules in violation of a decision requirement, wherein the decision rules determine whether a decision is made for a case, and wherein the decision requirement determines the decisions required for a case, the method co... | Please help me write a proper abstract based on the patent claims. | Methods for identifying a case with a missing decision from a set of decision rules in violation of a decision requirement are provided. The set of decision rules and decision requirement are received, and a set of decisions made by the decision rules is obtained. A decision detection constraint graph is built, which r... |
1. A semiconductor device that constitutes a neural network in which a plurality of sets each including a plurality of synapse bonds and a neuron section are connected with each other, the semiconductor device comprising: the synapse bonds that perform non-contact communication using magnetic coupling; and the neuron s... | Please help me write a proper abstract based on the patent claims. | In order to provide a 1H-magnitude neuro-semiconductor device, a semiconductor device that constitutes a neural network in which a plurality of sets each including a plurality of synapse bonds and a neuron section are connected with each other. The semiconductor device includes the synapse bonds that perform non-contac... |
1. A method comprising: receiving one or more inputs for training a neural network; selecting a parallelizing technique from a plurality of parallelizing techniques; selecting a forward-propagation computation technique from a plurality of computation techniques; directing the neural network to process the one or more ... | Please help me write a proper abstract based on the patent claims. | A neural network training tool selects from a plurality of parallelizing techniques and selects from a plurality of forward-propagation computation techniques. The neural network training tool performs a forward-propagation phase to train a neural network using the selected parallelizing technique and the selected forw... |
1. A system for modeling user satisfaction, the system comprising: at least one processor; and memory coupled to the at least one processor, the memory comprising computer executable instructions that, when executed by the at least one processor, performs a method comprising: receiving a first viewing session data; det... | Please help me write a proper abstract based on the patent claims. | Examples of the present disclosure describe systems and methods for improving the recommendations provided to a user by a recommendation system using viewed content as implicit feedback. In some aspects, attention models are created/updated to infer the user attention of a user that has viewed or is viewing content on ... |
1. A method of operating a spiking neural network having a plurality of neurons coupled together with at least one synapse, comprising: monitoring a timing of a presynaptic spike; monitoring a timing of a postsynaptic spike; determining a time difference between the postsynaptic spike and the presynaptic spike; and cal... | Please help me write a proper abstract based on the patent claims. | A method of operating a spiking neural network having neurons coupled together with a synapse includes monitoring a timing of a presynaptic spike and monitoring a timing of a postsynaptic spike. The method also includes determining a time difference between the postsynaptic spike and the presynaptic spike. The method f... |
1. A computer-implemented method for parameter data sharing, the computer-implemented method comprising: receiving, by a first machine, a first set of global parameters from a global parameter server, wherein the first set of global parameters comprises data that weights one or more operands used in an algorithm that m... | Please help me write a proper abstract based on the patent claims. | A machine receives a first set of global parameters from a global parameter server. The first set of global parameters includes data that weights one or more operands used in an algorithm that models an entity type. Multiple learner processors in the machine execute the algorithm using the first set of global parameter... |
1. A computer-implemented method for global object recognition comprising: receiving, by the one or more hardware processors, object metadata including a plurality of characteristics that define an object to be detected; receiving, by one or more hardware processors, search metadata including a plurality of context par... | Please help me write a proper abstract based on the patent claims. | A system and method improves the probability of correctly detecting an object from a collection of source data and reduces the processing load. A plurality of algorithms for a given data type are selected and ordered based on a cumulative trained probability of correctness (Pc) that each of the algorithms, which are pr... |
1. An improved computer-implemented method of efficiently determining actions to perform based on data from streaming continuous queries in a distributed computer system, the method comprising: at a central control computer: receiving a streaming continuous query and a rule-set; wherein the rule-set comprises decision ... | Please help me write a proper abstract based on the patent claims. | In an embodiment, an improved computer-implemented method of efficiently determining actions to perform based on data from a streaming continuous queries in a distributed computer system comprises, at a central control computer, receiving a streaming continuous query and a rule-set; wherein the rule-set comprises decis... |
1. A robot controlling apparatus which controls a robot by detecting time-series states of a worker and the robot, comprising: a detecting unit configured to detect a state of the worker; a learning information holding unit configured to hold learning information obtained by learning the time-series states of the robot... | Please help me write a proper abstract based on the patent claims. | To enable work safely in a space where a robot and a worker coexist without defining an area in a work space using a monitoring boundary or the like and thus improve productivity, there is provided a robot controlling apparatus which controls the robot by detecting time-series states of the worker and the robot, and co... |
1. An interface apparatus for providing interaction over a communication network between a user and a plurality of network entities cooperating with said interface apparatus under a predetermined service agreement stored in the interface apparatus, the interface apparatus comprising: a front-end communication system in... | Please help me write a proper abstract based on the patent claims. | An interface apparatus, system and method for providing interaction over a communication network between a user and network entities are described. The interface apparatus includes a front-end communication system configured for receiving user input information and for outputting output signals in response to the input... |
1. A computer system for knowledge based ontology editing, comprising: one or more computer devices each having one or more processors and one or more tangible storage devices; and a program embodied on at least one of the one or more storage devices, the program having a plurality of program instructions for execution... | Please help me write a proper abstract based on the patent claims. | A computer-implemented method for knowledge based ontology editing, is provided. The method receives a language instance to update a knowledge base, using a computer. The method semantically parses the language instance to detect an ontology for editing. The method maps one or more nodes for the ontology for editing ba... |
1. A method of presenting a plurality of alerts based on a predictive classification, comprising: receiving the plurality of alerts, wherein each alert of the plurality of alerts indicates an alarm condition occurring at a monitored network system, and wherein said each alert is a data record comprising one or more dat... | Please help me write a proper abstract based on the patent claims. | An approach is provided for providing predictive classification of actionable network alerts. The approach includes receiving the plurality of alerts. Each alert of the plurality of alerts indicates an alarm condition occurring at a monitored network system, and is a data record comprising one or more data fields descr... |
1. A method for calculating a relation indicator for a relation between entities, the method comprising: providing a measurement tensor X of measurement tensor components, Xijk, with i, j=1 . . . N, comprising measurement data as relation indicators, wherein the relation indicator Xijk indicates a k-th relation between... | Please help me write a proper abstract based on the patent claims. | A method is provided for calculating a relation indicator for a relation between entities based on an optimization procedure. The method combines the strong relational learning ability and the good scalability of the RESCAL model with the linear regression model, which may deal with observed patterns to model known rel... |
1. A user borne system comprising: a brain activity sensing subsystem configured to collect data corresponding to brain activity of a user; a measurement computer subsystem configured to quantify perceptions of the user; a user sensing subsystem configured to collect data corresponding to user events; a surrounding env... | Please help me write a proper abstract based on the patent claims. | A mobile user borne brain activity data and surrounding environment data correlation system comprising a brain activity sensing subsystem, a recording subsystem, a measurement computer subsystem, a user sensing subsystem, a surrounding environment sensing subsystem, a correlation subsystem, a user portable electronic d... |
1. A method for managing and automating customization of a device based on learning about a user's behavior, the method comprising: collecting data on the user's activities; learning about the user's behavior by analyzing the data on the user's activities; generating an automation setting of the device based on the use... | Please help me write a proper abstract based on the patent claims. | A method for managing and automating user customization of a device based on observed user behavior is disclosed. First, the method collects data on the user's activities on a device for a period of time. Second, the method learns about the user's behavior for routine repetitive operations by analyzing the user's activ... |
1. A prediction device comprising: a data acquisition unit configured to acquire present time data; a data generation unit configured to generate time-series data from the data acquired by the data acquisition unit at plurality of times; a determination unit configured to determine whether the generated time-series dat... | Please help me write a proper abstract based on the patent claims. | To precisely predict future data even when the number of pieces of time-series data is small, in predicting the future data, using the time-series data. When the future data is predicted using the time-series data, whether present time data is used is determined based on prediction variation or a data transition, and t... |
1. A non-transitory computer-readable recording medium having stored therein a detection program that causes a computer to execute a process including: performing a first conversion processing to convert a value indicating each event that is included in history log into an identification value corresponding to the valu... | Please help me write a proper abstract based on the patent claims. | A non-transitory computer-readable recording medium stores a program that causes a computer to execute a process including: performing a first conversion processing to convert a value indicating each event, and to convert, based on conversion information that indicates a group of the value and an identification value t... |
1. A computer-implemented method for assisting a plurality of users in navigating one or more life events, the method comprising: providing interactive media to a plurality of computing devices associated with the plurality of users, wherein the interactive media is provided via an event navigation portal that is desig... | Please help me write a proper abstract based on the patent claims. | Systems and methods are provided herein for generating personalized timeline-based feeds to a user. A computer-implemented method for generating feeds to a user may be provided. The method may include generating a timeline comprising a plurality of milestones and needs associated with an event, and providing the feeds ... |
1. An analysis device for analyzing a system that inputs input data including a plurality of input parameters and outputs output data, the device comprising: an acquisition unit that acquires learning data including a plurality of sets of the input data and the output data; and a learning processing unit that learns, b... | Please help me write a proper abstract based on the patent claims. | An analysis device which analyzes a system that inputs input data including a plurality of input parameters and outputs output data, including an acquisition unit that acquires learning data including a plurality of sets of the input data and the output data, and a learning processing unit that learns, based on the acq... |
1. A system comprising: one or more processing modules; and one or more non-transitory memory storage modules storing computing instructions configured to run on the one or more processing modules and perform acts of: for each record in a set of distinct records in a database system: inputting a training feature vector... | Please help me write a proper abstract based on the patent claims. | A system and method for predicting search term popularity is disclosed herein. A database system may comprise a first database cluster H and a second database cluster L. A machine learning algorithm is trained to create a predictive model. Thereafter, for each record in a database system, the predictive model is used t... |
1. A method for measuring technology trends comprising: analyzing for each inventor of a plurality of inventors in a technology field, a time series of publication dates for technical documents in the technology field to provide a baseline of technical documents published in a time period; detecting with a hardware pro... | Please help me write a proper abstract based on the patent claims. | A method for measuring technology trends that includes providing from a plurality of inventors in a technology field a baseline of technical documents published in a time period, and detecting a number of technical document publications having at least one inventor in the plurality of inventors in the technology field.... |
1. A system comprising: a processor; and a memory accessible to the processor and storing instructions that, when executed, cause the processor to: provide, via a graphical user interface, a selected one of a plurality of decision options; and obscure others of the plurality of decision options. 2. The system of claim ... | Please help me write a proper abstract based on the patent claims. | Systems and methods are disclosed that have and implement persona-based decision assistants and graphical user interfaces. The graphical user interfaces may present a view of one or more decision options and may include one or more user-selectable elements through which a selected decision option may be accessed or mod... |
1. A system for diagnosing at least one component requiring maintenance in an appliance and/or installation, having a) a device, designed for data and/or message interchange with regard to states of one or more components with an analysis unit that is designed to monitor the states of the one or more components and/or ... | Please help me write a proper abstract based on the patent claims. | A system for diagnosing at least one component requiring maintenance in an appliance and/or installation, having a) a device, designed for data and/or message interchange with regard to states of one or more components with an analysis unit, b) a device, designed to receive historic data from the one or more components... |
1. A computer-implemented method for managing a patient's medical adherence, the method comprising: receiving, using a processor, data related to the patient, the data including information related to a prescribed medication regimen having one or more medications, patient behavior data, a respective literacy level asso... | Please help me write a proper abstract based on the patent claims. | Systems and methods are provided for managing medical adherence. An exemplary method may include managing medical adherence utilizing data aggregating and processing to determine impact on a user's health based on their behavior related to prescribed medication. The method may entail utilizing data related to a medicat... |
1. A method for processing media consumption information across multiple data spaces over a common media asset space, the method comprising: receiving, by a consumption model, first preference information of a first plurality of users, wherein the first preference information is associated with a first data space and d... | Please help me write a proper abstract based on the patent claims. | Methods and systems are described for processing media consumption information across multiple data spaces over a common media asset space. User preference information is received from two data spaces. User preference information from the first data space includes monitored user interactions of a first plurality of use... |
1. A method for graph syntax validation comprising: receiving, by a processor, (i) an input graph that contains one or more input graph nodes, (ii) transformation rules, and (iii) a minimal valid graph; and transforming, by the processor in response to receiving the input graph, the input graph into the minimal valid g... | Please help me write a proper abstract based on the patent claims. | A graph syntax validation system, method, or computer-readable medium that receives: (i) an input graph, (ii) transformation rules, and (iii) a minimal valid graph. The system/method/computer-readable medium transforms the input graph into the minimal valid graph using the transformation rules that are comprised of sou... |
1. A method of configuring a superconducting router, the method comprising: operating the superconducting router in a first mode, wherein ports are configured to be in reflection in the first mode in order to reflect a signal; and operating the superconducting router in a second mode, wherein a given pair of the ports ... | Please help me write a proper abstract based on the patent claims. | A technique relates to configuring a superconducting router. The superconducting router is operated in a first mode. Ports are configured to be in reflection in the first mode in order to reflect a signal. The superconducting router is operated in a second mode. A given pair of the ports is connected together and in tr... |
1-5. (canceled) 6. A computer implemented method for recurrent data processing, comprising the steps of: computing activity of multiple layers of hidden layer nodes in a feed forward neural network, given an input data instance, forming memories of hidden layer activities, utilizing clustering and filtering methods, as... | Please help me write a proper abstract based on the patent claims. | Recurrent neural networks are powerful tools for handling incomplete data problems in machine learning thanks to their significant generative capabilities. However, the computational demand for algorithms to work in real time applications requires specialized hardware and software solutions. We disclose a method for ad... |
1. A method that improves the training of predictive models, comprising: converting and transforming a variety of inconsistent and incoherent supervised and unsupervised training data for predictive models received by a network server as electronic data files, and storing that in a computer data storage mechanism, and ... | Please help me write a proper abstract based on the patent claims. | A method that improves the training of predictive models. Better trained predictive models make better predictions, and can classify transactions with reduced levels of false positives and false negative. Included is an apparatus for executing a data clean-up algorithm that harmonizes a wide range of real world supervi... |
1. A method comprising: maintaining neural data for an electronic neuron; receiving an incoming neuronal firing event targeting the neuron; in response to the incoming neuronal firing event received, updating a membrane potential variable of the neuron based on the neural data; and generating an outgoing neuronal firin... | Please help me write a proper abstract based on the patent claims. | One embodiment provides a system comprising a memory device for maintaining deterministic neural data relating to a digital neuron and a logic circuit for deterministic neural computation and stochastic neural computation. Deterministic neural computation comprises processing a neuronal state of the neuron based on the... |
1. A two-terminal resistive processing unit (RPU) comprising: a first terminal; a second terminal; and an active region having a conduction state; wherein the conduction state identifies a weight of a training methodology applied to the RPU; wherein the active region is configured to locally perform a data storage oper... | Please help me write a proper abstract based on the patent claims. | Embodiments are directed to a two-terminal resistive processing unit (RPU) having a first terminal, a second terminal and an active region. The active region effects a non-linear change in a conduction state of the active region based on at least one first encoded signal applied to the first terminal and at least one s... |
1. A decision support system configured to provide single source and centralized decision making, the decision support system comprising: one or more processors configured to execute computer program modules, the computer program modules comprising: a content harvesting module configured to receive persistent content; ... | Please help me write a proper abstract based on the patent claims. | A system and method configured to provide persistent evidence based multi-ontology context dependent decision support, eligibility assessment and feature scoring. Decisions are achieved via a probabilistic functional extension of both potentiality and plausibility towards nouns in all data forms. Plausibility refers to... |
1. A computer-implemented method of determining an approximated value of a parameter in a first domain, the parameter being dependent on one or more variables which vary in a second domain, and the parameter being determined by a function which relates sets of values of the one or more variables in the second domain to... | Please help me write a proper abstract based on the patent claims. | A computer-implemented method of determining an approximated value of a parameter in a first domain is described. The parameter is dependent on one or more variables which vary in a second domain, and the parameter is determined by a function which relates sets of values of the one or more variables in the second domai... |
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