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1. A method for deep learning training, comprising: receiving candidate units for classification; and classifying the candidate units by soft labelling, wherein soft labelling provides at least one label comprising a plurality of possible values in a range between 0 and 1. 2. The method of claim 1, wherein the candidat... | Please help me write a proper abstract based on the patent claims. | Apparatuses and methods of manufacturing same, systems, and methods for training deep learning machines are described. In one aspect, candidate units, such as detection bounding boxes in images or phones of an input audio feature, are classified using soft labelling, where at least label has a range of possible values ... |
1. A method comprising: determining the firing state of a plurality of neurons of a first neurosynaptic core substantially in parallel; delivering to at least one additional neurosynaptic core the firing state of the plurality of neurons substantially in parallel. 2. The method of claim 1, wherein the first neurosynapt... | Please help me write a proper abstract based on the patent claims. | A scalable stream synaptic supercomputer for extreme throughput neural networks is provided. The firing state of a plurality of neurons of a first neurosynaptic core is determined substantially in parallel. The firing state of the plurality of neurons is delivered to at least one additional neurosynaptic core substanti... |
1. A computer implemented method comprising: inputting steps of at least two processes into the computer, wherein each step corresponds to a set of input products, a task to be completed, a set of output products, and a set of target output products, and wherein each input product, each output product, each target outp... | Please help me write a proper abstract based on the patent claims. | A computer implemented method comprising: inputting steps of at least two processes into the computer; storing process step input products and process step output products in a shared, non-transitory database as they are generated; establishing an input product filter for each process step with performance-triggering-c... |
1. A method for training a neuron network using a processor in communication with a memory, comprising: determining features of a signal using the neuron network; determining an uncertainty measure of the features for classifying the signal; reconstructing the signal from the features using a decoder neuron network to ... | Please help me write a proper abstract based on the patent claims. | A method for training a neuron network using a processor in communication with a memory includes determining features of a signal using the neuron network, determining an uncertainty measure of the features for classifying the signal, reconstructing the signal from the features using a decoder neuron network to produce... |
1-12. (canceled) 13. A system comprising: an artificial neural network having an at least one input neuron and an at least one output neuron; and one or more computer processor circuits that are configured to host a bundling application that is configured to: identify a software component having a first value for a fir... | Please help me write a proper abstract based on the patent claims. | An artificial neural network is used to manage software bundling. During a training phase, the artificial neural network is trained using previously bundled software components having known values for identification attributes and known software bundle asociations. Once trained, the artifical neural network can be used... |
1-9. (canceled) 10. A computer program product for generating a first answer relationship in a first answer sequence, the computer program product comprising a computer readable storage medium having program instructions embodied therewith, the program instructions executable by a computer to cause the computer to perf... | Please help me write a proper abstract based on the patent claims. | In a question-answering (QA) environment, a first answer sequence is identified. As identified, the first answer sequence includes a first answer and a second answer. A corpus is analyzed using the first answer and the second answer. Based on the analysis, a set of influence factors corresponding to both the first answ... |
1-18. (canceled) 19. A method for knowledge discovery, the method comprising: plotting, by a processing device, a set of concepts derived from a selected set of fingerprints on a terminology system, wherein the plotting generates a map; selecting, by the processing device, a single concept from the set of concepts; dis... | Please help me write a proper abstract based on the patent claims. | Provided are methods and systems for knowledge discovery utilizing knowledge profiles. |
1. A computer-implemented method comprising: obtaining frame data representative of a plurality of frames captured by a touch-sensitive device; analyzing the frame data to define a respective blob in each frame of the plurality of frames, the blobs being indicative of a touch event; computing a plurality of feature set... | Please help me write a proper abstract based on the patent claims. | A method for touch classification includes obtaining frame data representative of a plurality of frames captured by a touch-sensitive device, analyzing the frame data to define a respective blob in each frame of the plurality of frames, the blobs being indicative of a touch event, computing a plurality of feature sets ... |
1. A system for managing of a rules engine, the system comprising: a computing device implementing a rules engine; a router to interact with the rules engine and rule engine results, the router configured to feed inputs to and receive outputs from the rules engine; and the router further configured to: programmatically... | Please help me write a proper abstract based on the patent claims. | A networked system for managing a physical intrusion detection/alarm includes tiers devices and a rules engine and router to interact with the rules engine and rule engine results, where the router is configured to feed inputs to and receive outputs from the rules engine, and the router further configured to programmat... |
1. A method to identify anomalous behavior of a monitored entity, the method comprising, by a processing system: extracting features from data related to the operation of an entity; mapping the extracted features to states to generate a state sequence; determining an expected value of a metric based on the state sequen... | Please help me write a proper abstract based on the patent claims. | Described herein are techniques for identifying anomalous behavior of a monitored entity. Features can be extracted from data related to operation of an entity. The features can be mapped to a plurality of states to generate a state sequence. An observed value of a metric can be compared to an expected value of the met... |
1. A method of manifold-aware ranking kernel learning programmed in a memory of a device comprising: a. performing combined supervised kernel learning and unsupervised manifold kernel learning; and b. generating a non-linear kernel model. 2. The method of claim 1 wherein Bregman projection is utilized when performing t... | Please help me write a proper abstract based on the patent claims. | A manifold-aware ranking kernel (MARK) for information retrieval is described herein. The MARK is implemented by using supervised and unsupervised learning. MARK is ranking-oriented such that the relative comparison formulation directly targets on the ranking problem, making the approach optimal for information retriev... |
1. A method for aggregation of traffic impact metrics, the method comprising: associating, by one or more processors, each of a plurality of holidays with a holiday category of a plurality of holiday categories, wherein the plurality of holiday categories includes a first holiday category and a second holiday category;... | Please help me write a proper abstract based on the patent claims. | Aggregation of traffic impact metrics is provided. Each of a plurality of holidays is associated with a holiday category of a plurality of holiday categories. The plurality of holiday categories includes a first holiday category and a second holiday category. A plurality of points of interest along a link of a transpor... |
1. A method for annotating natural language text based on an emotive content of the natural language text, the method comprising the steps of: receiving, by one or more computer processors, a natural language text from a user, wherein the natural language text includes typing characteristics metadata, and wherein the t... | Please help me write a proper abstract based on the patent claims. | A natural language text is received from a user. The natural language text includes typing characteristics metadata. An emotive content of the natural language text is determined using a machine learning model. The natural language text is modified based on the emotive content. |
1. A cognitive state prediction system comprising: a receiving circuit configured to receive an electronic message sent by a first user; a labeling circuit configured to query a second user to associate a label with the electronic message based on a cognitive state of the first user; and a correlating circuit configure... | Please help me write a proper abstract based on the patent claims. | A cognitive state prediction method, system, and non-transitory computer readable medium, include a receiving circuit configured to receive an electronic message sent by a first user, a labeling circuit configured to query a second user to associate a label with the electronic message based on a cognitive state of the ... |
1. A system for indicating a probability of errors in multimedia content, the system comprising: a memory; a processor communicatively coupled to the memory, where the processor is configured to perform monitoring work being performed on multimedia content; identifying distractions during the monitoring of the work bei... | Please help me write a proper abstract based on the patent claims. | Disclosed is a novel system and method for indicating a probability of errors in multimedia content. The system determines a user state or possible user distraction level. The user distraction level is indicated in the multimedia content. In one example, work is monitored being performed on the multimedia content. Dist... |
1. One or more non-transitory computer-readable storage media storing computer-executable instructions for causing a computing system to perform processing to execute a process model, the processing comprising: receiving a specification of a process model, the process model comprising a plurality of process components;... | Please help me write a proper abstract based on the patent claims. | A specification of the process model is received. The process model includes a plurality of process components. A relationship between a first process component and another process component of the plurality of process components is determined using a predictive model. A process rule for the first process component is ... |
1. A method of operating a quantum computing device, comprising: causing a quantum computing device to evolve from a first state to a second state according to a schedule, the first state corresponding to a first Hamiltonian, the second state corresponding to a second Hamiltonian, wherein the schedule includes an X sch... | Please help me write a proper abstract based on the patent claims. | Among the embodiments disclosed herein are variants of the quantum approximate optimization algorithm with different parametrization. In particular embodiments, a different objective is used: rather than looking for a state which approximately solves an optimization problem, embodiments of the disclosed technology find... |
1. A computer implemented method for developing a system to fabricate test data into a database, the method comprising: receiving, using a processor system, a file format layout of the database, wherein the database includes variables; defining rules independently of the file format layout of the database; receiving, u... | Please help me write a proper abstract based on the patent claims. | Embodiments are directed to a computer implemented method for fabricating test data. The method includes receiving, using a processor system, a file format layout having variables. The method further includes receiving, using the processor system, rules that are defined independently of the file format layout, wherein ... |
1. A non-transitory machine-readable medium storing instructions for relationship extraction executable by a machine to cause the machine to: apply unsupervised relationship learning to a logic knowledge base and a plurality of entity groups recognized from a document to provide a probabilistic model; perform joint inf... | Please help me write a proper abstract based on the patent claims. | Relationship extraction can include applying unsupervised relationship learning to a logic knowledge base and a plurality of entity groups recognized from a document to provide a probabilistic model. Relationship extraction can include performing joint inference on the probabilistic model to make simultaneous statistic... |
1. A semantic entity relation detection classifier training system, comprising: one or more computing devices, said computing devices being in communication with each other via a computer network whenever there is a plurality of computing devices; and a computer program having program modules executable by the one or m... | Please help me write a proper abstract based on the patent claims. | Semantic entity relation detection classifier training implementations are presented that are generally used to train a semantic entity relation detection classifier to identify relations expressed in a natural language query. In one general implementation, queries are found in a search query click log that exhibit rel... |
1. A computerized system for evaluating the likelihood of technology change incidents, comprising: a computer apparatus including a processor, a memory, and a network communication device; and a technology change evaluation module stored in the memory, executable by the processor, and configured for: retrieving a plura... | Please help me write a proper abstract based on the patent claims. | Embodiments of the present invention relate to apparatuses, systems, methods and computer program products for a technology configuration system. Specifically, the system typically provides operational data processing of a plurality of records associated with information technology operational activities, for dynamic t... |
1. A non-transitory recording medium having recorded thereon a machine learning result editing program that is a processing program configured to generate a group of relevant words on a basis of expressions of words learned by a machine learning processing program that learns the expressions of the words on a basis of ... | Please help me write a proper abstract based on the patent claims. | A machine learning result editing program recorded on a recording medium causes a computer to execute a process of generating a group of relevant words on the basis of expressions of words learned by a machine learning processing program that learns the expressions of the words on the basis of input data. The machine l... |
1. A method comprising: receiving or accessing data encapsulating a sample of at least a portion of one or more files; feeding at least a portion of the received or accessed data as a time-based sequence into a recurrent neural network (RNN) trained using historical data; extracting, by the RNN, a final hidden state hi... | Please help me write a proper abstract based on the patent claims. | Using a recurrent neural network (RNN) that has been trained to a satisfactory level of performance, highly discriminative features can be extracted by running a sample through the RNN, and then extracting a final hidden state hi, where i is the number of instructions of the sample. This resulting feature vector may th... |
1. A digital conversation generating processor-implemented method, comprising: instantiating a conversational artificial-intelligence agent; identifying an individual target for conversation; initiating a conversation with the individual target by the artificial-intelligence agent by providing a first portion of a conv... | Please help me write a proper abstract based on the patent claims. | The APPARATUSES, METHODS AND SYSTEMS FOR A DIGITAL CONVERSATION MANAGEMENT PLATFORM (“DCM-Platform”) transforms digital dialogue from consumers, client demands and, Internet search inputs via DCM-Platform components into tradable digital assets, and client needs based artificial intelligence campaign plan outputs. In o... |
1.-20. (canceled) 21. A system to associate computing devices with each other based on computer network activity, comprising: a data processing system having a matching engine and a connector executed by one or more processors, the data processing to: identify a first linking factor based on a connection between a firs... | Please help me write a proper abstract based on the patent claims. | The present disclosure is directed to associating computing devices with each other based on computer network activity for selection of content items as part of an online content item placement campaign. A first linking factor is identified based on a connection between a first device and the computer network via a fir... |
1. A quantum processor comprising: N successive groups of a plurality of qubits (1, 2, . . . , N), wherein N is greater than or equal to three; wherein each group of qubits of the N successive groups of a plurality of qubits comprises a plurality of substantially parallel qubits; wherein each qubit of a first group of ... | Please help me write a proper abstract based on the patent claims. | A quantum processor comprises a first set of qubits comprising a first plurality of substantially parallel qubits; a second set of qubits comprising N successive groups of a plurality of qubits (1, 2, . . . , N), wherein N is greater than or equal to two; wherein each group of qubits comprises a plurality of substantia... |
1. A method for controlling exchange oscillations between a pair of electron spin states in a quantum computation device comprising a pair of donor atoms incorporated in crystalline silicon, wherein each donor atom has a nucleus and at least one bound electron; wherein, quantum information is encoded in a spin state of... | Please help me write a proper abstract based on the patent claims. | This invention concerns a method to switch on and off the exchange interaction J between electron spins bound to donor atoms. The electron spins have the role of ‘qubits’ to carry quantum information, and the exchange interaction J has the role of mediator for two-qubit quantum logic operations. The invention aims at e... |
1. A method of detecting unknown classes, comprising: generating a first classifier for a first plurality of classes, an output of the first classifier having a dimension of at least two; and designing a second classifier to receive the output of the first classifier to decide whether input data belongs to the first pl... | Please help me write a proper abstract based on the patent claims. | A method of detecting unknown classes is presented and includes generating a first classifier for multiple first classes. In one configuration, an output of the first classifier has a dimension of at least two. The method also includes designing a second classifier to receive the output of the first classifier to decid... |
1. A system for use in connection with performing optimization using a plurality of objective functions associated with a respective plurality of tasks, the system comprising: at least one computer hardware processor; and at least one non-transitory computer-readable storage medium storing processor-executable instruct... | Please help me write a proper abstract based on the patent claims. | Techniques for use in connection with performing optimization using a plurality of objective functions associated with a respective plurality of tasks. The techniques include using at least one computer hardware processor to perform: identifying, based at least in part on a joint probabilistic model of the plurality of... |
1. A computer-implemented method comprising: a rule engine locally storing a first event dispatched from a first remote source system via a message broker; the rule engine triggering a first rule relevant to the first event; the rule engine issuing an update operation via the message broker to a first remote provider s... | Please help me write a proper abstract based on the patent claims. | A complex event processing system comprises one or more rule engines configured to receive information from a source system via a message broker. Multiple rule engines may be used in parallel, with the same/different rules deployed. According to an embodiment, a rule engine may include a manager component, a proxy comp... |
1. A method for privatizing an iteratively reweighted least squares (IRLS) solution, comprising: perturbing a first moment of a dataset by adding noise; perturbing a second moment of the dataset by adding noise; obtaining the IRLS solution based on the perturbed first moment and the perturbed second moment; and generat... | Please help me write a proper abstract based on the patent claims. | A method for privatizing an iteratively reweighted least squares (IRLS) solution includes perturbing a first moment of a dataset by adding noise and perturbing a second moment of the dataset by adding noise. The method also includes obtaining the IRLS solution based on the perturbed first moment and the perturbed secon... |
1. A method for deriving optimal discriminating features indicative of a subject state when the subject listens to one of a set of musical pieces, the method comprising: extracting frequency features from the subject's EEG signal when the subject is in a first subject state and a second subject state, the frequency fea... | Please help me write a proper abstract based on the patent claims. | A method for deriving optimal discriminating features indicative of a subject state when the subject listens to one of a set of musical pieces, comprising a step of extracting frequency features from the subject's EEG signal when the subject is in a first subject state and a second subject state, the frequency features... |
1. A computer-implemented method of identifying information of interest within an organization, the method comprising: determining use data that characterizes relationships among a plurality of information items; for each of a plurality of users associated with the organization, training at least one classifier for the... | Please help me write a proper abstract based on the patent claims. | Systems and methods for selecting items of interest for an organization from a set of feeds, based on the interests that users have demonstrated through their interactions with existing content, are described herein. In some embodiments, the system is part of a content management service that allows users to add and or... |
1. An apparatus for generating a weight estimation model, the apparatus comprising: a training data collection unit configured to collect training data, the training data comprising skin spectrum information and weight information of a plurality of objects; and a model generation unit configured to generate the weight ... | Please help me write a proper abstract based on the patent claims. | An apparatus for generating the weight estimation model includes a training data collection unit that collects training data, the training data including skin spectrum information and weight information of a plurality of objects, and a model generation unit that generates the weight estimation model, used for a spectru... |
1. A method of generating a larger neural network from a smaller neural network, the method comprising: obtaining data specifying an original neural network, the original neural network being configured to generate neural network outputs from neural network inputs, the original neural network having an original neural ... | Please help me write a proper abstract based on the patent claims. | Methods, systems, and apparatus, including computer programs encoded on a computer storage medium, for generating a larger neural network from a smaller neural network. In one aspect, a method includes obtaining data specifying an original neural network; generating a larger neural network from the original neural netw... |
1. A computer-implemented system for real time topic detection in a social media message, wherein information structure of the social media message includes a topic and a comment, and wherein the topic is an R-expression (Referential expression) that restricts the information structure of an event described by the soci... | Please help me write a proper abstract based on the patent claims. | A computer-implemented system for real time topic detection in a social media message includes a knowledge base of keywords used to ingest the social media message and a partial parser deriving a syntax-semantic parse tree. The system also includes a topic calculator compositionally deriving the topic of the social med... |
1. A method for training an encoder and a decoder, the method comprising: obtaining a set of training content; and for a compression model including an encoding portion, a decoding portion, and a discriminator portion: repeatedly backpropagating one or more error terms obtained from a loss function to update a set of p... | Please help me write a proper abstract based on the patent claims. | The compression system trains a machine-learned encoder and decoder through an autoencoder architecture. The encoder can be deployed by a sender system to encode content for transmission to a receiver system, and the decoder can be deployed by the receiver system to decode the encoded content and reconstruct the origin... |
1. A method comprising: receiving a request from a content-providing user of an online system to generate a content item to be presented to one or more viewing users of the online system, the request specifying one or more modifications to an appearance of content received from the content-providing user; generating a ... | Please help me write a proper abstract based on the patent claims. | An online system receives a request from a user of the online system to generate a content item specifying content (e.g., an image) received from the user and one or more modifications to the appearance of the content to be included in the content item. The online system generates multiple instances of the content item... |
1. A method, comprising: obtaining validated training data comprising a first set of content items and a first set of classification tags for the first set of content items; using the validated training data to produce, by one or more computer systems, a statistical model for classifying content using a set of dimensio... | Please help me write a proper abstract based on the patent claims. | The disclosed embodiments provide a system for processing data. During operation, the system obtains validated training data containing a first set of content items and a first set of classification tags for the first set of content items. Next, the system uses the validated training data to produce a statistical model... |
1. A method of computer-assisted pathology report preparation, wherein a computer displays a cursor at a current cursor location in an active window, the method comprising: in response to determining a voice input regarding a report document comprises a command for the computer: determining a current context of the com... | Please help me write a proper abstract based on the patent claims. | A method of using artificial intelligence (e.g., SMILE) to assist users, such as pathologists and pathologist assistants, in pathology report preparation is described. The method includes the steps of (1) specimen gross examination, submission and dictation, (2) final diagnosis dictation, and (3) Cancer Protocol Templa... |
1. A machine learning apparatus which can communicate with a winding machine and which learns an operation for forming a coil by the winding machine, comprising: a state observing unit for observing a state variable comprised of at least one of an actual dimension value, a resistance actual value, and a wire rod used a... | Please help me write a proper abstract based on the patent claims. | A machine learning apparatus includes a state observing unit for observing a state variable comprised of at least one of an actual dimension value, a resistance actual value, etc., and at least one of a dimension command value, a resistance command value, etc., and an execution time command value for a program, and a l... |
1. A semi- or fully automated, integrated learning and labeling and classification learning system with closed, self-sustaining pattern recognition, labeling and classification operation, comprising: circuitry configured to implement a machine learning classifier; select unclassified data sets and convert the unclassif... | Please help me write a proper abstract based on the patent claims. | A fully or semi-automated, integrated learning, labeling and classification system and method have closed, self-sustaining pattern recognition, labeling and classification operation, wherein unclassified data sets are selected and converted to an assembly of graphic and text data forming compound data sets that are to ... |
1. A method, in an information handling system comprising one or more processors and a memory, of anonymous crowd sourced software tuning, the method comprising: anonymously receiving usage data from a plurality of customer systems, wherein the usage data pertains to a software product and includes at least one unique ... | Please help me write a proper abstract based on the patent claims. | An approach is provided for providing anonymous crowd sourced software tuning. The approach operates by anonymously receiving usage data from a number of software customer systems. The usage data that is received pertains to a software product. The received usage data is analyzed to identify healthy system patterns. Th... |
1-11. (canceled) 12. A machine learning system having a plurality of agents, the system comprising: a model manager for providing a model to the plurality of agents, the model specifying attributes and attribute value data types for an event in which the plurality of agents act; an agent input sub-system for receiving ... | Please help me write a proper abstract based on the patent claims. | A system and method are provided for shared machine learning. The method includes providing a model to a plurality of agents included in a machine learning system. The model specifies attributes and attribute value data types for an event in which the agents act. The method further includes receiving agent-provided inp... |
1. A method, in a data processing system, for optimization of mixed-criticality systems, the method comprising: receiving, by a processor in the data processing system, a plurality of strategies, wherein the plurality of strategies are in a fixed order of criticality; for each strategy in the plurality of strategies, o... | Please help me write a proper abstract based on the patent claims. | A mechanism is provided for optimization of mixed-criticality systems. A plurality of strategies is received that are in a fixed order of criticality. For each strategy in the plurality of strategies, a multivariate objective function and a multivariate constraint in a multivariate decision variable is obtained. A numb... |
1. A system comprising: one or more computer processors; one or more computer memories; one or more modules incorporated into the one or more computer memories, the one or more modules configuring the one or more computer processors to perform operations, the operations comprising: extracting a training time series cor... | Please help me write a proper abstract based on the patent claims. | A method of detecting anomalies in a time series is disclosed. A training time series corresponding to a process is extracted from an initial time series corresponding to the process, the training time series including a subset of the initial time series. Outlier data points in the training time series are modified bas... |
1. A method, comprising: modifying, via a processor, a first number of values in a sequence of a data set to generate a modified sequence such that each difference between each pair of successive values is within a threshold; and determining, via the processor, a satisfiability metric for the modified sequence based on... | Please help me write a proper abstract based on the patent claims. | Methods and apparatus for processing data using sequential dependencies are disclosed herein. An example method includes modifying a first number of values in a sequence of a data set to generate a modified sequence such that each difference between each successive pair of values is within a threshold. A satisfiability... |
1. A method for expanding an answer key to verify a question and answer (Q and A) system, the method comprising: constructing a definition of an extended answer type, wherein the extended answer type represents an answer type of an unrepresented answer, wherein the unrepresented answer is unrepresented in the answer ke... | Please help me write a proper abstract based on the patent claims. | A method for expanding an answer key to verify a question and answer system is provided in the illustrative embodiments. A definition is constructed of an extended answer type. The extended answer type represents an answer type of an unrepresented answer. The unrepresented answer is unrepresented in the answer key as a... |
1. A method of classifying elements in a ground truth training set, the method comprising: performing, by the information handling system, comprising a processor and a memory, annotation operations on a ground truth training set using an annotator to generate a machine-annotated training set; assigning, by the informat... | Please help me write a proper abstract based on the patent claims. | A method, system and a computer program product are provided for classifying elements in a ground truth training set by iteratively assigning machine-annotated training set elements to clusters which are analyzed to identify a prioritized cluster containing one or more elements which are frequently misclassified and di... |
1. A method for classifying documents, the method comprising: classifying a document from among a plurality of documents in a first class, in response to applying statistical analysis to data associated with the document; and classifying the document in a second class, in response to determining that a rule from among ... | Please help me write a proper abstract based on the patent claims. | Machines, systems and methods for classifying documents, the method comprising: classifying a document from among a plurality of documents in a first class, in response to applying statistical analysis to data associated with the document; classifying the document in a second class, in response to determining that a ru... |
1-25. (canceled) 26. A computer-implemented method, comprising: collecting input data associated with a plurality of instances; generating, based at least in part on the input data, a predictive model usable to resume an instance, the predictive model including a classifier; generating a serialization schedule for the ... | Please help me write a proper abstract based on the patent claims. | Remote computing resource service providers allow customers to execute virtual computer systems in a virtual environment on hardware provided by the computing resource service provider. The hardware may be distributed between various geographic locations connected by a network. The distributed environment may increase ... |
1. A method to receive assistance in making a decision, comprising: operating a personal computing device by a decision maker; accessing a social network via the personal computing device, said accessing including passing personal information through an interactive interface to a computing server communicatively couple... | Please help me write a proper abstract based on the patent claims. | A decision-assistance system provides a tool for decision makers to receive assistance in making a decision. Through a web page, a decision maker selects a group of one or more advisers and inputs information describing a decision to be made. The decision maker solicits advice from the group of advisers, and the advise... |
1. A computer-implemented method comprising: receiving a request to perform a predictive analysis in association with multiple time series data sets, the multiple time series data sets determined from raw machine data; parsing the request to identify each of the time series data sets to use in the predictive analysis; ... | Please help me write a proper abstract based on the patent claims. | Embodiments of the present invention are directed to facilitating concurrent forecasting associating with multiple time series data sets. In accordance with aspects of the present disclosure, a request to perform a predictive analysis in association with multiple time series data sets is received. Thereafter, the reque... |
1. A method for configuring a Quantum Annealing (QA) device, the QA device having a plurality of qubits and a plurality of couplers at overlapping intersections of the qubits, the method comprising: mapping a node of a neural network that have a plurality of nodes and connections between the nodes to a qubit in the QA ... | Please help me write a proper abstract based on the patent claims. | Aspects of the disclosure provide a method for configuring a Quantum Annealing (QA) device. Then QA device has a plurality of qubits and a plurality of couplers at overlapping intersections of the qubits. The method includes mapping a node of a neural network that have a plurality of nodes and connections between the n... |
1. A mobile compute device for distributed machine learning, the mobile compute device comprising: a data management module to (i) identify an input dataset including a plurality of dataset elements for machine learning and (ii) select a subset of the dataset elements; and a communication module (i) transmit the subset... | Please help me write a proper abstract based on the patent claims. | Technologies for distributed machine learning include a mobile compute device to identify an input dataset including a plurality of dataset elements for machine learning and select a subset of the dataset elements. The mobile compute device transmits the subset to a cloud server for machine learning and receives, from ... |
1. A computer-implemented method for generating and applying at least one model component, comprising: in a training system that includes one or more computing devices: providing at least one seed item; identifying, for each seed item, a set of candidate items; using a computer-implemented label-generating component to... | Please help me write a proper abstract based on the patent claims. | A computer-implemented training system is described herein for generating at least one model component based on labeled training data. The training system produces the labels in the training data by leveraging textual information expressed in already-evaluated documents. In another implementation, the training system g... |
1. An information processing device configured to process trade data for asset management and trading, said information processing device comprising: one or more processors configured to determine price of a commodity indicated by said trade data, said price being valid in an event the one or more processors receive a ... | Please help me write a proper abstract based on the patent claims. | An information processing device for processing trade data for asset management and trading is disclosed. The information processing device includes the one or more processors configured to determine price of a commodity indicated by the trade data. The price being valid in an event the one or more processors receive a... |
1. A system for decoding output from spiking reservoirs, the system comprising: one or more processors and a non-transitory memory having instructions encoded thereon such that when the instructions are executed, the one or more processors perform operations of: training a neural network having a spiking reservoir comp... | Please help me write a proper abstract based on the patent claims. | Described is a system for decoding spiking reservoirs even when the spiking reservoir has continuous synaptic plasticity. The system uses a set of training patterns to train a neural network having a spiking reservoir comprised of spiking neurons. A test pattern duration d is estimated for a set of test patterns P, and... |
1. A time-series prediction apparatus that predicts transition of time-series data on a matter, comprising: a relevance level calculation part that calculates a relevance level which is an index of strength of a causal relation between a plurality of matters including a prediction target matter, based on time-series da... | Please help me write a proper abstract based on the patent claims. | A time-series prediction apparatus 10, which is an information processing apparatus that predicts transition of time-series data on a matter, calculates a relevance level which is an index of strength of a causal relation between a plurality of matters including a prediction target matter, based on time-series data rel... |
1. An information processing device comprising: a learning unit that learns a relational expression between vibration strengths at different frequencies based on a time series of frequency characteristics of a vibration strength detected during a learning period by a vibration detector placed on a monitoring target; an... | Please help me write a proper abstract based on the patent claims. | A sign of the landslide disaster is easily detected. A model learning unit (120) of an anomaly detection device (100) learns a relational expression between vibration strengths at frequencies based on a time series of frequency characteristics of a vibration strength detected during a learning period by a vibration sen... |
1. A non-transitory computer readable medium comprising program code executable by a processor for causing the processor to: receive a plurality of time series, each time series of the plurality of time series comprising a plurality of data points arranged in a sequential order over a period of time; filter the plurali... | Please help me write a proper abstract based on the patent claims. | Data sets for a three-stage predictor can be automatically determined. For example, multiple time series can be filtered to identify a subset of time series that have time durations that exceed a preset time duration. Whether a time series of the subset of time series includes a time period with inactivity can be deter... |
1. An electronic device, comprising: a sensing unit comprising at least one sensor and being configured to acquire sensing data; and a computing device configured to: extract sensor specific features from the sensing data; generate a motion activity vector, a voice activity vector, and a spatial environment vector as a... | Please help me write a proper abstract based on the patent claims. | An electronic device described herein includes a sensing unit having at least one sensor to acquire sensing data. An associated computing device extracts sensor specific features from the sensing data, and generates a motion activity vector, a voice activity vector, and a spatial environment vector as a function of the... |
1. A method of training a neural network with back propagation, comprising: generating error events representing a gradient of a cost function for the neural network based on a forward pass through the neural network resulting from input events, weights of the neural network and events from a target signal; and updatin... | Please help me write a proper abstract based on the patent claims. | A method of training a neural network with back propagation includes generating error events representing a gradient of a cost function for the neural network. The error events may be generated based on a forward pass through the neural network resulting from input events, weights of the neural network and events from ... |
1. A method performed by a computing system, comprising: receiving, at a server, a request for a recommendation for a service from a first user, the request received as a first message from a mobile computing device associated with the first user via a messaging service provided by a wireless telecommunications network... | Please help me write a proper abstract based on the patent claims. | Technology is directed to text message based concierge services (“the technology”). A user interacts with a concierge service (CS) via text messages to obtain a specific concierge service. For example, the user can send a text message to the CS, e.g., to a contact number provided by the CS, requesting for a recommendat... |
1. A computer system comprising a processor and a non-transitory computer-readable memory, the memory encoded with computer-executable instructions for: an intention inference engine which: receives, as an input, a description of a context; generates, as output, a set of weighted expressions, each weighed expression co... | Please help me write a proper abstract based on the patent claims. | A computer-implemented machine-learning method and system for searching for resources by predicting an intention and pushing resources directly to users based on the predicted intention. The method includes receiving a description of a context; generating a set of weighted expressions, each weighed expression comprisin... |
1. A system comprising: a computing device configured to: receive health-related information from an individual; receive taste-related preference data from a individual; based on the health-related information, determine a suggested formulation for a supplement for the individual; based on the taste-related preference ... | Please help me write a proper abstract based on the patent claims. | The one or more embodiments disclosed herein provide a method for automatically assembling multiple compounds into a single edible custom composition, in which each compound is individually customized to proportions formulated from a profile of an individual or group. The single custom mixture can contain a plurality o... |
1. A method, comprising: receiving, for a plurality of computer systems, performance information and configuration information; grouping the plurality of computer systems into a plurality of clusters based at least in part on the performance information, wherein the plurality of clusters includes a first cluster and a ... | Please help me write a proper abstract based on the patent claims. | Performance information and configuration information is received for the plurality of computer systems. The computer systems are grouped into a plurality of clusters based at least in part on the performance information, where the plurality of clusters includes a first cluster and a second cluster. A system configurat... |
1. (canceled) 2. A computer-implemented method comprising: obtaining a plurality of training cases; and training a neural network having a plurality of layers on the plurality of training cases, each of the layers including one or more feature detectors, each of the feature detectors having a corresponding set of weigh... | Please help me write a proper abstract based on the patent claims. | A system for training a neural network. A switch is linked to feature detectors in at least some of the layers of the neural network. For each training case, the switch randomly selectively disables each of the feature detectors in accordance with a preconfigured probability. The weights from each training case are the... |
1. A method for allocating memory in an artificial nervous system simulator implemented in hardware, comprising: determining memory resource requirements for one or more components of an artificial nervous system being simulated; and allocating portions of a shared memory pool to the components based on the determinati... | Please help me write a proper abstract based on the patent claims. | Aspects of the present disclosure provide methods and apparatus for allocating memory in an artificial nervous system simulator implemented in hardware. According to certain aspects, memory resource requirements for one or more components of an artificial nervous system being simulated may be determined and portions of... |
1-20. (canceled) 21. A system comprising: one or more processors; and memory storing instructions that, when executed by the one or more processors, configure the one or more processors to perform operations comprising: receiving an input value; iteratively performing the following steps until a predetermined threshold... | Please help me write a proper abstract based on the patent claims. | Scalable-effort machine learning may automatically and dynamically adjust the amount of computational effort applied to input data based on the complexity of the input data. This is in contrast to fixed-effort machine learning, which uses a one-size-fits-all approach to applying a single classifier algorithm to both si... |
1. A method of scheduling events for industrial equipment using an autoregressive integrated moving average (ARIMA) model for predicting future operating hours based on a times series of past operating hours of the industrial equipment, comprising defining a maximum possible value for each parameter p, d, q of an ARIMA... | Please help me write a proper abstract based on the patent claims. | A generalized autoregressive integrated moving average (ARIMA) model for use in predictive analytics of time series is based upon creating all possible ARIMA models (by knowing a priori the largest possible values of the p, d and q parameters forming the model), and utilizing the results of at least two different perfo... |
1. A system for modeling incremental effect, the system comprising: a memory device; and a processing device operatively coupled to the memory device, wherein the processing device is configured to execute computer-readable program code to: split data for observations into development data and validation data; create a... | Please help me write a proper abstract based on the patent claims. | Embodiments of the invention are directed to systems, methods and computer program products for utilizing a shadow ridge rescaling technique to model incremental treatment effect at the individual level, based on a randomized test and control data. A shadow dependent variable is introduced with its mathematical expecta... |
1. A computer-implemented method, comprising: training a machine learning model using data identifying a modality for operating a computing device and data identifying first brain activity of a user of the computing device while the computing device is operating in the modality; receiving data identifying second brain ... | Please help me write a proper abstract based on the patent claims. | Technologies are described herein for modifying the modality of a computing device based upon a user's brain activity. A machine learning classifier is trained using data that identifies a modality for operating a computing device and data identifying brain activity of a user of the computing device. Once trained, the ... |
1. A multimodal data analyzer comprising instructions embodied in one or more non-transitory machine accessible storage media, the multimodal data analyzer configured to cause a computing system comprising one or more computing devices to: access a set of time-varying instances of multimodal data having at least two di... | Please help me write a proper abstract based on the patent claims. | Technologies for analyzing temporal components of multimodal data to detect short-term multimodal events, determine relationships between short-term multimodal events, and recognize long-term multimodal events, using a deep learning architecture, are disclosed. |
1. A method of training a neural network model, comprising: determining a specificity of a plurality of filters after a predetermined number of training iterations; and training each filter of the plurality of filters based at least in part on the specificity. 2. The method of claim 1, further comprising determining wh... | Please help me write a proper abstract based on the patent claims. | A method of training a neural network model includes determining a specificity of multiple filters after a predetermined number of training iterations. The method also includes training each of the filters based on the specificity. |
1. A method of feature extraction, comprising: determining a reference model for feature extraction; fine-tuning the reference model for a plurality of different tasks; and storing a set of weight differences calculated during the fine-tuning, each set corresponding to a different task. 2. The method of claim 1, in whi... | Please help me write a proper abstract based on the patent claims. | Feature extraction includes determining a reference model for feature extraction and fine-tuning the reference model for different tasks. The method also includes storing a set of weight differences calculated during the fine-tuning. Each set may correspond to a different task. |
1. A multi-objective semiconductor product capacity planning system, comprising: a data input module, accepting inputs of machine information, product information and order information, the machine information defining a plurality of production stations and a capacity limit of the plurality of production stations, the ... | Please help me write a proper abstract based on the patent claims. | Disclosure is a multi-objective semiconductor product capacity planning system and method thereof. The system comprises a data input module, a capacity planning module and a computing module. The machine information of the production stations, the product information and the order information are input by the data inpu... |
1. A method for providing a platform for building a dynamic knowledgebase, the method comprising: a. importing a traditional knowledgebase from an entity, wherein the traditional knowledgebase is imported at regular intervals; b. receiving login credentials from a user, wherein the login credentials are received via at... | Please help me write a proper abstract based on the patent claims. | The present invention provides a method and system for providing a platform for building a dynamic social knowledgebase. The method includes importing a traditional knowledgebase from an entity at regular intervals, receiving login credentials from a user via a web portal or mobile application. Retrieving social knowle... |
1. An information processing apparatus comprising: a course setting unit that sets a course containing at least one place associated with positional information; a course information generation unit that generates first course information regarding the course on the basis of first user behavior information generated fr... | Please help me write a proper abstract based on the patent claims. | Provided is an information processing apparatus including a course setting unit that sets a course containing at least one place associated with positional information, a course information generation unit that generates first course information regarding the course on the basis of first user behavior information gener... |
1. A method for conducting an interaction with a human user, the method comprising: collecting data about the user using a multimodal set of sensors positioned in a vicinity of the user; making a set of inferences about the user in accordance with the data; and tailoring an output to be delivered to the user in accorda... | Please help me write a proper abstract based on the patent claims. | The present invention relates to a method and apparatus for tailoring the output of an intelligent automated assistant. One embodiment of a method for conducting an interaction with a human user includes collecting data about the user using a multimodal set of sensors positioned in a vicinity of the user, making a set ... |
1. A method comprising the steps of: building a forecast for an autonomous agent, said building at least comprising: assigning a selected parameter of said autonomous agent to a state value; adding a new policy to a set of policies, said new policy mapping actions of said autonomous agent for optimizing said state valu... | Please help me write a proper abstract based on the patent claims. | A method comprises building a forecast for an autonomous agent. The building at least comprises assigning a selected parameter of the autonomous agent to a state value, adding a new policy to a set of policies where the new policy maps actions of the autonomous agent for optimizing the state value, and adding a new for... |
1. A computer-implemented method for generating a character response during an interaction with a user, the method comprising: evaluating user input data that is associated with a user device to determine a user intent and an assessment domain; selecting at least one inference algorithm from a plurality of inference al... | Please help me write a proper abstract based on the patent claims. | In one embodiment, a character engine models a character that interacts with users. The character engine receives user input data from a user device, and analyzes the user input data to determine a user intent and an assessment domain. Subsequently, the character engine selects inference algorithm(s) that include machi... |
1. A system for facilitating communication between one or more applications and one or more rules engines, the system comprising: a design tool configured to provide a platform syntax for defining rules for the one or more applications and to associate each rule with a respective predetermined one of the one or more ru... | Please help me write a proper abstract based on the patent claims. | Methods, mediums, and systems are described for providing a platform coupled to one or more rules engines. The platform may provide runtime rule services to one or more applications. Different rules engines may be used for different types of rules, such as calculations, decisions, process control, transformation, and v... |
1. A method for classifying binary data, the method comprising: obtaining training data having a predefined sample size, wherein the training data is composed of separable datasets; determining an exact bound on Vapnik-Chervonenkis (VC) dimension of a hyperplane classifier for the training data, wherein the exact bound... | Please help me write a proper abstract based on the patent claims. | Systems and methods for classifying test data based on maximum margin classifier are described. In one implementation, the method includes obtaining training data having a predefined sample size, wherein the training data is composed of separable data-sets. For the training data, a Vapnik-Chervonenkis (VC) dimension fo... |
1. A method for performing block retrieval on a block to be processed of a urine sediment image, comprising: using a plurality of decision trees to perform block retrieval on the block to be processed, wherein each of the plurality of decision trees comprises a judgment node and a leaf node, and the judgment node judge... | Please help me write a proper abstract based on the patent claims. | The inventive concepts herein relate to performing block retrieval on a block to be processed of a urine sediment image. The method comprises: using a plurality of decision trees to perform block retrieval on the block to be processed, wherein each of the plurality of decision trees comprises a judgment node and a leaf... |
1. A method of updating a set of classifiers comprising: applying a first set of classifiers to a first set of data; and requesting, from a remote device, a classifier update based at least in part on at least one of an output of the first set of classifiers or a performance measure of the application of the first set ... | Please help me write a proper abstract based on the patent claims. | A method of updating a set of classifiers includes applying a first set of classifiers to a first set of data. The method further includes requesting, from a remote device, a classifier update based on an output of the first set of classifiers or a performance measure of the application of the first set of classifiers. |
1. A method for implementing a convolutional neural network (CNN) accelerator on a target, comprising: identifying characteristics and parameters for the CNN accelerator; identifying resources on the target; and generating a design for the CNN accelerator in response to the characteristics and parameters of the CNN acc... | Please help me write a proper abstract based on the patent claims. | A method for implementing a convolutional neural network (CNN) accelerator on a target includes identifying characteristics and parameters for the CNN accelerator. Resources on the target are identified. A design for the CNN accelerator is generated in response to the characteristics and parameters of the CNN accelerat... |
1. A system comprising; a fuzzy logic-based adaptive power management system; a photovoltaic system; a first capacitor based energy storage system; a second battery energy based storage system; and a storage of knowledge of system operation and operation of energy storage related devices within the system, wherein the ... | Please help me write a proper abstract based on the patent claims. | A hybrid ultracapacitor-battery energy storage system is integrated with a photovoltaic system to help solve fluctuations. A fuzzy-logic-based adaptive power management system enables optimization of the power/energy distributions and a filter-based power coordination layer serving as a rudimentary step for power coord... |
1. A computer-implemented method for determining if an account identifier is computer-generated, comprising: receiving the account identifier; dividing the account identifier into a plurality of fragments; determining one or more features of at least one of the fragments; determining the commonness of at least one of t... | Please help me write a proper abstract based on the patent claims. | Systems and methods are disclosed for determining if an account identifier is computer-generated. One method includes receiving the account identifier, dividing the account identifier into a plurality of fragments, and determining one or more features of at least one of the fragments. The method further includes determ... |
1. A method comprising: for a port of a neural module comprising a plurality of neurons and a plurality of ports: classifying the port into one of a plurality of port types, wherein the port is classified into a different port type that another port of the plurality of ports; interconnecting the port to at least one sy... | Please help me write a proper abstract based on the patent claims. | The present invention provides an event-driven universal neural network circuit. The circuit comprises a plurality of neural modules. Each neural module comprises multiple digital neurons such that each neuron in a neural module has a corresponding neuron in another neural module. An interconnection network comprising ... |
1. An encoding method of a processor for a pattern matching application comprising the steps of: encoding a plurality of input data before streaming them into the processor, encoding and placing a plurality of patterns on loop structures on the processor, and matching the encoded input data on the processor using the l... | Please help me write a proper abstract based on the patent claims. | The subset encoding method and related automata designs for improving the space efficiency for many applications on the Automata Processor (AP) are presented. The method is a general method that can take advantage of the character-or ability of STEs (State Transition Elements) on the AP, and can relieve the problems of... |
1. A machine learning system including a computer for evaluating at least one characteristic of a heart valve, an inflow tract, an outflow tract or a combination thereof, the machine learning system comprising: a transformation function configured to predict at least one of an unknown anatomical characteristic or an un... | Please help me write a proper abstract based on the patent claims. | A machine learning system for evaluating at least one characteristic of a heart valve, an inflow tract, an outflow tract or a combination thereof may include a training mode and a production mode. The training mode may be configured to train a computer and construct a transformation function to predict an unknown anato... |
1. A system, comprising: a memory; and one or more processors electronically coupled to the memory and configured to: access a training set stored in the memory, the training set having a plurality of personal data training records and a plurality of categories associated with each personal data training record, wherei... | Please help me write a proper abstract based on the patent claims. | Disclosed herein are system, method, and computer program product embodiments for performing a regression analysis on lawfully collected personal data records. The analysis enables discovery of individuals likely to perform certain actions based on their personal data records and the personal data records and actions o... |
1. A method for determining complex interactions among system inputs, comprising: using semi-Restricted Boltzmann Machines (RBMs) with factorized gated interactions of different orders to model complex interactions among system inputs, applying semi-RBMs to train a deep neural network with high-order within-layer inter... | Please help me write a proper abstract based on the patent claims. | Systems and method are disclosed for determining complex interactions among system inputs by using semi-Restricted Boltzmann Machines (RBMs) with factorized gated interactions of different orders to model complex interactions among system inputs; applying semi-RBMs to train a deep neural network with high-order within-... |
1. A method comprising: constructing a model of a stochastic decision process that receives delayed observations at run time, wherein the stochastic decision process is executed by an agent; finding an agent policy according to a measure of an expected total reward of a plurality of agent actions within the stochastic ... | Please help me write a proper abstract based on the patent claims. | A method for determining a policy that considers observations delayed at runtime is disclosed. The method includes constructing a model of a stochastic decision process that receives delayed observations at run time, wherein the stochastic decision process is executed by an agent, finding an agent policy according to a... |
1. A method for providing electronic assistance to a user, the method comprising: providing a virtual assistant platform configured to share data across a plurality of virtual assistants; activating a first agent in one of the virtual assistants, the first agent located on a device client installed on a device of the u... | Please help me write a proper abstract based on the patent claims. | A virtual assistant platform (“VAP”) provides a self-supporting and expandable architectural framework for virtual assistants (“VAs”) to communicate with a user via an electronic device. VAs may communicate with other devices, software programs, and other VAs. VAs may include intelligent agents configured to perform pa... |
1. An apparatus for estimating water demand, the apparatus comprising: a water demand estimation setting unit configured to collect user input data; a control unit configured to collect the record data and the user input data from the SCADA system, set an upper limit value and a lower limit value among the data collect... | Please help me write a proper abstract based on the patent claims. | There is provided an apparatus for forecasting water demand of a waste system using an automation system. The apparatus for estimating water demand includes a water demand estimation setting unit configured to collect user input data, a control unit configured to collect the record data and the user input data from the... |
1. A method, in a data processing system, for tailoring question answering system output based on user expertise, the method comprising: receiving, by the data processing system, an input question from a questioning user; determining, by the data processing system, a set of features associated with text of the input qu... | Please help me write a proper abstract based on the patent claims. | A mechanism is provided in a data processing system for tailoring question answering system output based on user expertise. The mechanism receives an input question from a questioning user and determines a set of features associated with text of the input question. The mechanism determines an expertise level of the que... |
1. A computer-implemented system for cooperatively evolving a deep neural network structure that solves a provided problem when trained on a source of training data containing labeled examples of data sets for the problem, the system comprising: a memory storing a candidate supermodule genome database having a pool of ... | Please help me write a proper abstract based on the patent claims. | The technology disclosed relates to evolving a deep neural network based solution to a provided problem. In particular, it relates to providing an improved cooperative evolution technique for deep neural network structures. It includes creating blueprint structures that include a plurality of supermodule structures. Th... |
1. A method comprising: receiving data comprising values corresponding a plurality of variables; generating a score based on the received data and using a boosted ensemble of segmented scorecard models, the boosted ensemble of segmented scorecard models comprising two or more segmented scorecard models; and providing d... | Please help me write a proper abstract based on the patent claims. | Data is received that include values that correspond to a plurality of variables. A score is then generated based on the received data and using a boosted ensemble of segmented scorecard models. The boosted ensemble of segmented scorecard models includes two or more segmented scorecard models. Subsequently, data includ... |
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