text stringlengths 27 153 | label stringlengths 27 153 | id int64 0 40k |
|---|---|---|
We Decision first-order policies (MDPs) large select with representations. compact for Processes Markov | We select policies for large Markov Decision Processes (MDPs) with compact first-order representations. | 5,600 |
using a taxonomic language. policies represented decision concept lists, Our as are ensembles of | Our policies are represented as ensembles of decision lists, using a taxonomic concept language. | 5,601 |
work application of the this to problem. reinforcement-learning We the relational discuss also | We also discuss the application of this work to the relational reinforcement-learning problem. | 5,602 |
zero For collective a rescue terminates cooperative in growth rate, catastrophe. | For zero rescue rate, cooperative growth terminates in a collective catastrophe. | 5,603 |
e.g. a signal, and spatial motion, global | global motion, and a spatial signal, e.g. | 5,604 |
modeled signal well is sparse often as some being domain. The spatial in | The spatial signal is often well modeled as being sparse in some domain. | 5,605 |
new of First, Bayesianism a given. foundation is | First, a new foundation of Bayesianism is given. | 5,606 |
NP-SPEC a NP language for declarative problems specifying in is in way. a | NP-SPEC is a language for specifying problems in NP in a declarative way. | 5,607 |
comprise arthropods. Pycnogonids, spiders, lineage sea or a of primitive | Pycnogonids, or sea spiders, comprise a primitive lineage of arthropods. | 5,608 |
evolution. such, reveal hold As into arthropod insights potential they to | As such, they hold potential to reveal insights into arthropod evolution. | 5,609 |
juvenile the stage. the from molt emerge and Larvae hydroid simultaneously into | Larvae emerge from the hydroid and simultaneously molt into the juvenile stage. | 5,610 |
preceding the mature there of Over eight the are stages post-embryonic course adult. development | Over the course of post-embryonic development there are eight stages preceding the mature adult. | 5,611 |
appendages, chelifores, some anteriormost the All structures, except transformation. degree for undergo of the | All structures, except for the anteriormost appendages, the chelifores, undergo some degree of transformation. | 5,612 |
and remain the hatching mobile are present over prior of course to Chelifores development. | Chelifores are present prior to hatching and remain mobile over the course of development. | 5,613 |
collaborative a systems. We principled and present efficient for multiagent planning dynamical algorithm | We present a principled and efficient planning algorithm for collaborative multiagent dynamical systems. | 5,614 |
connected subsystem The a hierarchy. are through subsystems | The subsystems are connected through a subsystem hierarchy. | 5,615 |
can which applied the step models intractable. be Hence to exactupdate is for it | Hence it can be applied to models for which the exactupdate step is intractable. | 5,616 |
Our for approach to successful. that results must chosen be appropriately be these this show | Our results show that these must be chosen appropriately for this approach to be successful. | 5,617 |
natural This settings. is in arguably many representation | This representation is arguably natural in many settings. | 5,618 |
efficient. CP-semantics queries very the that strong and of Furthermore, ensures computation dominance is optimization | Furthermore, the strong CP-semantics ensures that computation of optimization and dominance queries is very efficient. | 5,619 |
decision demonstrate in value also representation this We the making. of | We also demonstrate the value of this representation in decision making. | 5,620 |
for We confidence sampling networks. in algorithms two inference present probabilistic Bayesian | We present two sampling algorithms for probabilistic confidence inference in Bayesian networks. | 5,621 |
evidence. An of evaluation even unlikely excellent proposed for empirical performance, shows very the algorithms | An empirical evaluation of the proposed algorithms shows excellent performance, even for very unlikely evidence. | 5,622 |
We consider severalexperts. aggregating of task beliefs of the | We consider the task of aggregating beliefs of severalexperts. | 5,623 |
probabilitydistributions. beliefs We assume these as represented that are | We assume that these beliefs are represented as probabilitydistributions. | 5,624 |
distribution aggregate Naturally, be thecombined would sets. the sample learned theideal one from | Naturally, theideal aggregate distribution would be the one learned from thecombined sample sets. | 5,625 |
Our well experiments show in practice. algorithmperforms that preliminary this | Our preliminary experiments show that this algorithmperforms well in practice. | 5,626 |
. on Mechanical to Reply Dependence Properties' 'Length Comment Scale DNA of | Reply to Comment on 'Length Scale Dependence of DNA Mechanical Properties' . | 5,627 |
this to phenomenon." quantify manuscript The is this purpose "incommensurability of | The purpose of this manuscript is to quantify this "incommensurability phenomenon." | 5,628 |
formed cell. from complex embryonic organism starting single a a is development, During | During embryonic development, a complex organism is formed from a single starting cell. | 5,629 |
each clustered quantitative temporal based profiles. TFs species We expression on for their further | We further clustered TFs for each species based on their quantitative temporal expression profiles. | 5,630 |
trends TF development in similar expression vertebrate showed This very and species. in insect | This showed very similar TF expression trends in development in vertebrate and insect species. | 5,631 |
fighting for provides insights Understanding new this treatments for with cancer. developing process | Understanding this process provides insights for developing new treatments for fighting with cancer. | 5,632 |
with plausible incomplete reasoning article deals spatial from large-scale This properties. knowledge about | This article deals with plausible reasoning from incomplete knowledge about large-scale spatial properties. | 5,633 |
consisting observations,is set availableinformation, neighbour The of to points. a extrapolated of pointwise | The availableinformation, consisting of a set of pointwise observations,is extrapolated to neighbour points. | 5,634 |
An numerical the evolutionary stable ab-initio of density-dependent, presented. dispersal strategy is study | An ab-initio numerical study of the density-dependent, evolutionary stable dispersal strategy is presented. | 5,635 |
scaling A to the laws data. are emerge few from seen general | A few general scaling laws are seen to emerge from the data. | 5,636 |
mixture (TrAp) developed algorithm problem. solving this for efficient have We an | We have developed an efficient algorithm (TrAp) for solving this mixture problem. | 5,637 |
the karyotypes using somatic the of and We tumor hypermutation datasets. method applicability demonstrate | We demonstrate the applicability of the method using tumor karyotypes and somatic hypermutation datasets. | 5,638 |
In problem in CLGs. of explore this the paper inference we | In this paper we explore the problem of inference in CLGs. | 5,639 |
in harder CLGs can that significantly than We inference in Bayes Nets. inference show be | We show that inference in CLGs can be significantly harder than inference in Bayes Nets. | 5,640 |
off work restart cut employed Previous have values. fixed strategies on | Previous work on restart strategies have employed fixed cut off values. | 5,641 |
and analyzed class Classes number size. were edges according of to | Classes were analyzed according to number of edges and class size. | 5,642 |
Gaussian edges, By shape. the number classes of approaches distribution of a | By edges, the distribution of number of classes approaches a Gaussian shape. | 5,643 |
The generating undirected algorithm for graphs. orderly includes also program of variation a new | The program also includes a new variation of orderly algorithm for generating undirected graphs. | 5,644 |
Although intractable, POMDPs formulation are solution. our tractable typically admits | Although POMDPs are typically intractable, our formulation admits tractable solution. | 5,645 |
inference enhanced proposed networks. has algorithm for these CLG No been exact | No exact inference algorithm has been proposed for these enhanced CLG networks. | 5,646 |
Lauritzen's algorithm to algorithm. comparable to its implement complexity in often simple Our and is | Our algorithm is simple to implement and often comparable in its complexity to Lauritzen's algorithm. | 5,647 |
We show previous that empirically higher approximate achieves algorithms. than it accuracy substantially | We show empirically that it achieves substantially higher accuracy than previous approximate algorithms. | 5,648 |
against is management accuracy. objective balance The tractability hypothesis of to | The objective of hypothesis management is to balance tractability against accuracy. | 5,649 |
Our literature. is related compared tracking work and in the approach to fusion | Our approach is compared to related work in the tracking and fusion literature. | 5,650 |
description an logics. DL-Lite family of important is | DL-Lite is an important family of description logics. | 5,651 |
belief evaluating complex querie probabilities network. a over of boolean | evaluating probabilities of complex boolean querie over a belief network. | 5,652 |
probabilistic on Preliminary evaluation effect the empirical constraint demonstrate of propagation computation. | Preliminary empirical evaluation demonstrate the effect of constraint propagation on probabilistic computation. | 5,653 |
is similarity definition issue the A of user in between key this preferences. approach | A key issue in this approach is the definition of similarity between user preferences. | 5,654 |
is {em the case of decision certainty}. This under making for | This is for the case of decision making under {em certainty}. | 5,655 |
belief approximation a to propose new value-directed for We POMDPs. approach state | We propose a new approach to value-directed belief state approximation for POMDPs. | 5,656 |
function computing concurrentoptions. This over allows for us the property value SMDPalgorithms use to | This property allows us to use SMDPalgorithms for computing the value function over concurrentoptions. | 5,657 |
on We clustering propose components a spectral local based principal (PCA). method analysis | We propose a spectral clustering method based on local principal components analysis (PCA). | 5,658 |
algorithms norm subdifferential. derived form are nonparametric a justified and using the nuclear Backfitting of | Backfitting algorithms are derived and justified using a nonparametric form of the nuclear norm subdifferential. | 5,659 |
gene methods data. are illustrated expression The on | The methods are illustrated on gene expression data. | 5,660 |
inference (BNs). networks propose approximate inBayesian recognition using for networks We | We propose using recognition networks for approximate inference inBayesian networks (BNs). | 5,661 |
input vector is to The evidential MLP thestates nodes. of of a the the | The input to the MLP is a vector of thestates of the evidential nodes. | 5,662 |
networks both and Recognition performwell observation using biases. correct incorrect | Recognition networks performwell using both correct and incorrect observation biases. | 5,663 |
systems. central in role Uncertainty spoken a plays dialogue | Uncertainty plays a central role in spoken dialogue systems. | 5,664 |
model process used to Some Markov are dialogue manager. like stochastic the decision (MDP) models | Some stochastic models like Markov decision process (MDP) are used to model the dialogue manager. | 5,665 |
uncertainty MDP-based increases. user's about when intention system degrades a fast | MDP-based system degrades fast when uncertainty about a user's intention increases. | 5,666 |
on model (POMDP). observable decision dialogue a partially propose Markov We the process based novel | We propose a novel dialogue model based on the partially observable Markov decision process (POMDP). | 5,667 |
grid methods two in point We selection algorithms. grid-based approximation also propose for | We also propose two methods for grid point selection in grid-based approximation algorithms. | 5,668 |
handles users real-time. from two-handed efficient multiple multi-threaded implementation input in The | The efficient multi-threaded implementation handles two-handed input from multiple users in real-time. | 5,669 |
forgetting variable by dilation. belief paper merging builds and This relationship between a first using | This paper first builds a relationship between belief merging and variable forgetting by using dilation. | 5,670 |
Variable applied to is forgetting operation. belief capture merging | Variable forgetting is applied to capture belief merging operation. | 5,671 |
inheritance present probabilistic We programming logic with overriding. under | We present probabilistic logic programming under inheritance with overriding. | 5,672 |
default recent to reasoning This conditional probabilistic approaches is using with constraints. done by | This is done by using recent approaches to probabilistic default reasoning with conditional constraints. | 5,673 |
properties the of entailment new We relations. analyze the semantic | We analyze the semantic properties of the new entailment relations. | 5,674 |
of is from The quantum transition. point investigated of macromolecule change biological conformational the | The conformational change of biological macromolecule is investigated from the point of quantum transition. | 5,675 |
theory A protein quantum on is folding proposed. | A quantum theory on protein folding is proposed. | 5,676 |
the are from conformational states defined. of Simultaneously, the well local multi-minima property torsion potential | Simultaneously, from the multi-minima property of torsion potential the local conformational states are well defined. | 5,677 |
folding protein rate the deduced. Then, formulas for general are | Then, the general formulas for protein folding rate are deduced. | 5,678 |
to We technique multi-layer clustering present the networks. feedforward applied deep neural learning | We present the clustering learning technique applied to multi-layer feedforward deep neural networks. | 5,679 |
to for technique paper this promote is systems. goal The robotic the vision of general-purpose | The goal of this paper is to promote the technique for general-purpose robotic vision systems. | 5,680 |
We in datasets datasets. report image static use and object tracking its | We report its use in static image datasets and object tracking datasets. | 5,681 |
followed structure This two strands. of disruption is in by | This is followed by disruption of structure in two strands. | 5,682 |
on results MNIST architecture The resulting state-of-the-art the classification achieves benchmark. | The resulting architecture achieves state-of-the-art results on the MNIST classification benchmark. | 5,683 |
Expectation for (EP) inference. framework provides a Propagation approximate | Expectation Propagation (EP) provides a framework for approximate inference. | 5,684 |
EP the Through to expansion, order. see first we correct that is | Through the expansion, we see that EP is correct to first order. | 5,685 |
be By complexity corrections higher the considering increasing of can orders, approximation. to applied polynomial | By considering higher orders, corrections of increasing polynomial complexity can be applied to the approximation. | 5,686 |
the provide they of assessment Furthermore, error. approximation a polynomial-time | Furthermore, they provide a polynomial-time assessment of the approximation error. | 5,687 |
EP We provide both the exactness theoretical on solution. the of and also practical insights | We also provide both theoretical and practical insights on the exactness of the EP solution. | 5,688 |
Since the not and are are provide experts, crowds necessarily rather erroneous. they labels noisy | Since crowds are not necessarily experts, the labels they provide are rather noisy and erroneous. | 5,689 |
high-quality Although is leads mechanism not cost-effective. it labels, actually to the | Although the mechanism leads to high-quality labels, it is not actually cost-effective. | 5,690 |
to models inference be make will surveyed. algorithms on Afterwards, these | Afterwards, algorithms to make inference on these models will be surveyed. | 5,691 |
of the estimators proposed properties Moreover, are semiparametric asymptotic provided. | Moreover, asymptotic properties of the proposed semiparametric estimators are provided. | 5,692 |
Their practical theoretical previously relations discussed. and combination are | Their theoretical relations and practical combination are previously discussed. | 5,693 |
descriptors. as descriptors, WSS While wavelet basis uses sub-bands treats pixel-value PSS | While PSS uses pixel-value descriptors, WSS treats wavelet sub-bands as basis descriptors. | 5,694 |
results results other compare in making. with our recent decision qualitative We | We compare our results with other recent results in qualitative decision making. | 5,695 |
work of This segmentation with indoor inputs. multi-class addresses RGB-D scenes | This work addresses multi-class segmentation of indoor scenes with RGB-D inputs. | 5,696 |
deals Bayesian paper solution the of representation asymmetric This with problems. and decision | This paper deals with the representation and solution of asymmetric Bayesian decision problems. | 5,697 |
an for asymmetric algorithm solving diagrams. influence give We | We give an algorithm for solving asymmetric influence diagrams. | 5,698 |
and evolution. important organismic and fitness, between are links Molecular phenotypes functions, information genomic | Molecular phenotypes are important links between genomic information and organismic functions, fitness, and evolution. | 5,699 |
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