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flexible non-parametric Bayesian Tree is density estimation. P\'{o}lya a model (OPT) Optional for
Optional P\'{o}lya Tree (OPT) is a flexible non-parametric Bayesian model for density estimation.
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inference its OPT merits, challenging. for computation the is Despite
Despite its merits, the computation for OPT inference is challenging.
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two improvements simulations. the these of demonstrate using We performance
We demonstrate the performance of these two improvements using simulations.
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are large In clusters. systems, many spatially sensory transmembrane organized in receptors
In many sensory systems, transmembrane receptors are spatially organized in large clusters.
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multiple of may and facilitate stimuli. arrangement Such signal amplification integration the
Such arrangement may facilitate signal amplification and the integration of multiple stimuli.
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in receptor activity fluctuations quantified been experimentally. have Large
Large fluctuations in receptor activity have been quantified experimentally.
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That important. choice means, may learning methods of dictionary not be the
That means, the choice of dictionary learning methods may not be important.
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to different closure moment different assumptions lead mean-field systems. Three three
Three different moment closure assumptions lead to three different mean-field systems.
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full the for numerical This with biologically simulations parameter reasonable confirmed network of values. is
This is confirmed with numerical simulations of the full network for biologically reasonable parameter values.
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regression. This data advanced such requires functional methods, of analysis the use as
This requires the use of advanced data analysis methods, such as functional regression.
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an experimental methodology vineyards. a is to design case in applied study involving French The
The methodology is applied to a case study involving an experimental design in French vineyards.
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well are genericity robustness. discussed, and the as as method results The
The results are discussed, as well as the method genericity and robustness.
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primary the thinking Like faculties of today, were individuals. reasoning and
Like today, reasoning and thinking were the primary faculties of individuals.
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cortex Its smaller the brain convoluted. less was was and apparently
Its brain was smaller and the cortex was apparently less convoluted.
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rapid a it that, Despite proliferated at pace.
Despite that, it proliferated at a rapid pace.
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running Endurance sapiens. Homo the to led of emergence
Endurance running led to the emergence of Homo sapiens.
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such searched, minimally that an its filter gaussian. inverse Hence, is output is
Hence, an inverse filter is searched, such that its output is minimally gaussian.
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of signal. the use We the non-gaussianity measure the of a as kurtosis
We use the kurtosis as a measure of the non-gaussianity of the signal.
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kurtosis maximum deconvolving A the is of filter function coefficients the as of searched. a
A maximum of the kurtosis as a function of the deconvolving filter coefficients is searched.
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may signal This applied the original obtain be the to undistorted distorted filter signal. to
This filter may be applied to the distorted signal to obtain the original undistorted signal.
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a framework, its Dirichlet solution for this process. on variational Based provides full the
Based on this framework, its provides a full variational solution for the Dirichlet process.
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that computationally to numerical very efficient when results compared the method is show The MCMC.
The numerical results show that the method is very computationally efficient when compared to MCMC.
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information matrix The the from ratio. arises test
The test arises from the information matrix ratio.
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is and The corresponding derived normality is test proven. asymptotic its statistic
The corresponding test statistic is derived and its asymptotic normality is proven.
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process is of circulating mechanism the (CTCs). physical this of tumour biological dissemination cells Preceeding
Preceeding this biological mechanism is the physical process of dissemination of circulating tumour cells (CTCs).
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growth The than expected. normally was magnitude of around two-orders larger assumed rate
The assumed growth rate was around two-orders of magnitude larger than normally expected.
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is In lack of script, official there such Devnagari benchmark.
In Devnagari script, there is lack of such official benchmark.
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offline format The sample it memory. in occupies TIFF as stored images image are less
The offline sample images are stored in TIFF image format as it occupies less memory.
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data reduced. memory presented level further is binary Also, in so the requirement that is
Also, the data is presented in binary level so that memory requirement is further reduced.
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and Background: role vexing Understanding distinction the and function difficult. is between
Background: Understanding the distinction between function and role is vexing and difficult.
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them the test against Ontology Investigations practice (OBI). Biomedical I for in
I test them in practice against the Ontology for Biomedical Investigations (OBI).
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discuss in these and definitions Finally, I methods for applying an give practice. axiomatisation
Finally, I give an axiomatisation and discuss methods for applying these definitions in practice.
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are practice. paper current applicable, definitions formalizing Conclusions: this The in
Conclusions: The definitions in this paper are applicable, formalizing current practice.
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matrix nonnegative noisy algorithm for factorization present under a separability. We problems numerical (NMF)
We present a numerical algorithm for nonnegative matrix factorization (NMF) problems under noisy separability.
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to report experimental results. the Finally, apply document algorithm clustering, and the we
Finally, we apply the algorithm to document clustering, and report the experimental results.
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determine A understand challenge major to is molecular how biology in processes phenotypic features.
A major challenge in biology is to understand how molecular processes determine phenotypic features.
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We history . the mathematical induction review automation of the of
We review the history of the automation of mathematical induction .
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tasks Many inference large over exponentially probabilistic summations sets. involve
Many probabilistic inference tasks involve summations over exponentially large sets.
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is Compressed (CS-THz) imaging Sensing imaging a based technique. Terahertz computational
Compressed Sensing based Terahertz imaging (CS-THz) is a computational imaging technique.
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under CS state-of-the-art conducted systematic CS-THz scan algorithms the architecture. evaluation based We of
We conducted systematic evaluation of state-of-the-art CS algorithms under the scan based CS-THz architecture.
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We this a approach tackling problem. principled therefore propose for
We therefore propose a principled approach for tackling this problem.
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this for a propose approximately optimization greedy problem. dynamic, intractable solving We algorithm
We propose a dynamic, greedy algorithm for approximately solving this intractable optimization problem.
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Bayesian estimating the model white from matter propose atlas HYDIs. for a then We
We then propose a Bayesian model for estimating the white matter atlas from HYDIs.
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We work al. in Hosseinbor the adopt et given
We adopt the work given in Hosseinbor et al.
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stochastic volatility a and apply specifications. We range the method univariate of for bivariate
We apply the method for a range of univariate and bivariate stochastic volatility specifications.
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find networks. for optimal Bayesian to provably guarantee networks learning algorithms Exact
Exact algorithms for learning Bayesian networks guarantee to find provably optimal networks.
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may in limited due fail difficult or they to time However, tasks memory. learning
However, they may fail in difficult learning tasks due to limited time or memory.
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to heuristic research algorithms we networks. Bayesian anytime learn search-based adapt this several In
In this research we adapt several anytime heuristic search-based algorithms to learn Bayesian networks.
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fair optimization Multiobjective Decision Markov This (MOMDPs). in paper devoted Processes to is
This paper is devoted to fair optimization in Multiobjective Markov Decision Processes (MOMDPs).
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policies In setting, this study to of tradeoffs. we determination Lorenz-non-dominated the leading
In this setting, we study the determination of policies leading to Lorenz-non-dominated tradeoffs.
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of subsets polynomial-sized are approximations those The solutions.
The approximations are polynomial-sized subsets of those solutions.
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learning. approach Our information-driven intrinsic task-dependent support to task-independent, use motivation(s) is to
Our approach is to use task-independent, information-driven intrinsic motivation(s) to support task-dependent learning.
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examine protein in Drosophila pattern the embryo, Here Bicoid reproducible we the gradient. the earliest
Here we examine the earliest reproducible pattern in the Drosophila embryo, the Bicoid protein gradient.
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We consider the from causal distribution. directed graphs of learning joint an observational problem acyclic
We consider the problem of learning causal directed acyclic graphs from an observational joint distribution.
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correct an is prove evaluation. empirical the We RESIT and population provide setting in that
We prove that RESIT is correct in the population setting and provide an empirical evaluation.
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goalkeeping and job. a an (GK) is soccer is expert professional Goalkeeper complete in
Goalkeeper (GK) is an expert in soccer and goalkeeping is a complete professional job.
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seems without reliable In a success impossible achieving fact, GK.
In fact, achieving success seems impossible without a reliable GK.
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than dominant is effect successes other failures more and in players. His
His effect in successes and failures is more dominant than other players.
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game are mistakes those goalkeeper's. of a visible in The most
The most visible mistakes in a game are those of goalkeeper's.
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goalkeepers' done find soccer. the researches indexes Previously in used to are
Previously done researches are used to find the goalkeepers' indexes in soccer.
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some qualifications. have Soccer have experts a GK should found successful that
Soccer experts have found that a successful GK should have some qualifications.
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Here consider such class stratified models. we termed an models, of as additional graphical
Here we consider an additional class of such models, termed as stratified graphical models.
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Models Random discusses Utility {General (GRUMs)}. paper This
This paper discusses {General Random Utility Models (GRUMs)}.
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for algorithm general MAP a couple with GRUMs. inference this (MC-EM) Monte-Carlo-Expectation-Maximization We under based
We couple this with a general Monte-Carlo-Expectation-Maximization (MC-EM) based algorithm for MAP inference under GRUMs.
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for of also functions of the prove GRUMs. likelihood a We uni-modality class
We also prove uni-modality of the likelihood functions for a class of GRUMs.
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statistical emulating computationally are Gaussian expensive surrogates popular models for (GP) computer simulators. Process used
Gaussian Process (GP) models are popular statistical surrogates used for emulating computationally expensive computer simulators.
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the methods optimizing Previous function likelihood (e.g. for
Previous methods for optimizing the likelihood function (e.g.
8,366
package, method GPMfit. proposed Matlab implemented a is The in
The proposed method is implemented in a Matlab package, GPMfit.
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based on characterized in We regulatory their studies kinetic relationships hormones. different nine
We characterized their regulatory relationships in nine kinetic studies based on different hormones.
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in main two that network the in identified We guard hubs cells. transport nitrate
We identified two main hubs in the network that transport nitrate in guard cells.
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transport a that is This sunflower nitrate physiological drought. of suggests critical response aspect to
This suggests that nitrate transport is a critical aspect of sunflower physiological response to drought.
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on inferences concept computational complexity irrelevance/independence adopted. the such The on of models depends
The computational complexity of inferences on such models depends on the irrelevance/independence concept adopted.
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independence inferences are trees ternary that show under We even strong in NP-hard variables. with
We show that inferences under strong independence are NP-hard even in trees with ternary variables.
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a text its problem. challenging value, images research general remains in Despite identifying however,
Despite its value, however, identifying general text in images remains a challenging research problem.
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on benchmark proposed The datasets. a detection detector state-of-the-art text methods outperforms scene few text
The proposed text detector outperforms state-of-the-art methods on a few benchmark scene text detection datasets.
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probability distributions provide for language over compact preference orderings. a representing PCP-nets
PCP-nets provide a compact language for representing probability distributions over preference orderings.
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are We useful that modelling argue noisy they aggregating preferences preferences. for or
We argue that they are useful for aggregating preferences or modelling noisy preferences.
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Graphical Potentials received Order considerable have interest with High recent (HOPs) years. models in
Graphical models with High Order Potentials (HOPs) have received considerable interest in recent years.
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of learning discrete the networks complete problem We Bayesian (BNs) consider from data.
We consider the problem of learning Bayesian networks (BNs) from complete discrete data.
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of as discrete (IP). an is integer problem formulated This program optimisation
This problem of discrete optimisation is formulated as an integer program (IP).
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the we of this allow have describe to IP. We steps efficient solving various taken
We describe the various steps we have taken to allow efficient solving of this IP.
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These sometimes earlier over results. show dramatic, improvements,
These show improvements, sometimes dramatic, over earlier results.
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bias-variance interesting introduce algorithms our that show several new We trade-offs.
We show that our new algorithms introduce several interesting bias-variance trade-offs.
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both the for (feedback directed latent procedure allows of and cycles variables. presence loops) The
The procedure allows for both directed cycles (feedback loops) and the presence of latent variables.
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the effect how and algorithm of assumptions the Simulations scales. illustrate discovery present these on
Simulations illustrate the effect of these assumptions on discovery and how the present algorithm scales.
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Bayesian networks. learns PC oriented maximally The algorithm causal
The PC algorithm learns maximally oriented causal Bayesian networks.
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(RCD) that causal algorithm discovery relational causal learns We relational present models. the
We present the relational causal discovery (RCD) algorithm that learns causal relational models.
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is applications. of pivotal Reliable importance tracking surveillance in
Reliable tracking is of pivotal importance in surveillance applications.
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is allow cases not z-identifiability to where first from generalize necessarily Z disjoint X. We
We first generalize z-identifiability to allow cases where Z is not necessarily disjoint from X.
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for complete also z-transportability. that show do-calculus is Our results
Our results also show that do-calculus is complete for z-transportability.
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we from CRAN available R implement package an have freely MPBART, To mpbart repositories. developed
To implement MPBART, we have developed an R package mpbart available freely from CRAN repositories.
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Browser enhancer as Genome developmental UCSC freely predictions be a Our genome-wide will available track.
Our genome-wide developmental enhancer predictions will be freely available as a UCSC Genome Browser track.
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effect is the change immediate rivers. The of lakes size and of
The immediate effect is the change of size of lakes and rivers.
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happen ignored. may their are Misclassification contents since color
Misclassification may happen since their color contents are ignored.
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implemented. colored achieve kinds of different this To and purpose, are descriptors SIFT introduced
To achieve this purpose, different kinds of colored SIFT descriptors are introduced and implemented.
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several The are real benchmarks. on out experiments carried
The real experiments are carried out on several benchmarks.
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in patterns embedded stochastic capture The proposes data. modeling second part to the the better
The second part proposes stochastic modeling to better capture the patterns embedded in the data.
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However, laws for systems structure. fail complex these network with
However, these laws fail for systems with complex network structure.
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in Here show cases that superellipses. the these are we eigenvalues by described
Here we show that in these cases the eigenvalues are described by superellipses.
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complex develop also a We dominant of method eigenvalue the estimate new networks. to analytically
We also develop a new method to analytically estimate the dominant eigenvalue of complex networks.
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