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'Say EM' for Selecting Probabilistic Models for Logical Sequences |
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Kristian Kersting
, Tapani Raiko
|
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A Conditional Random Field for Discriminatively-trained Finite-state String Edit Distance |
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Andrew McCallum
, Kedar Bellare
, Fernando Pereira
|
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A Differential Semantics of Lazy AR Propagation |
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Anders Madsen
|
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A Function Approximation Approach to Estimation of Policy Gradient for POMDP with Structured Policies |
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Huizhen Yu
|
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A Heuristic Search Algorithm for Solving First-Order MDPs |
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Eldar Karabaev
, Olga Skvortsova
|
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A Model for Reasoning with Uncertain Rules in Event Composition Systems |
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Segev Wasserkrug
, Avigdor Gal
, Opher Etzion
|
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A Revision-Based Approach to Resolving Conflicting Information |
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Guilin Qi
, Weiru Liu
, David Bell
|
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A submodular-supermodular procedure with applications to discriminative structure learning |
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Mukund Narasimhan
, Jeff Bilmes
|
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A Transformational Characterization of Markov Equivalence for Directed Acyclic Graphs with Latent Variables |
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Jiji Zhang
, Peter Spirtes
|
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A unified setting for inference and decision: An argumentation-based approach |
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Leila Amgoud
|
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An Algorithm for Computing Stochastically Stable Distributions with Applications to Multiagent Learning in Repeated Games |
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John Wicks
, Amy Greenwald
|
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Approximate Inference Algorithms for Hybrid Bayesian Networks with Discrete Constraints |
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Vibhav Gogate
, Rina Dechter
|
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Approximate Linear Programming for First-order MDPs |
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Scott Sanner
, Craig Boutilier
|
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Asynchronous Dynamic Bayesian Networks |
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Avi Pfeffer
, Terry Tai
|
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Bayes Blocks: An Implementation of the Variational Bayesian Building Blocks Framework |
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Markus Harva
, Tapani Raiko
, Antti Honkela
, Harri Valpola
, Juha Karhunen
|
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Bayes' Bluff: Opponent Modelling in Poker |
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Finnegan Southey
, Michael Bowling
, Bryce Larson
, Carmelo Piccione
, Neil Burch
, Darse Billings
, Chris Rayner
|
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Belief Updating and Learning in Semi-Qualitative Probabilistic Networks |
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Cassio de Campos
, Fabio Cozman
|
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Bounding the Uncertainty of Graphical Games: The Complexity of Simple Requirements, Pareto and Strong Nash Equilibria |
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Gianluigi Greco
, Francesco Scarcello
|
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Common Voting Rules as Maximum Likelihood Estimators |
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Vincent Conitzer
, Tuomas Sandholm
|
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Cost Sensitive Reachability Heuristics for Handling State Uncertainty |
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Daniel Bryce
, Subbarao Kambhampati
|
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Counterexample-guided Planning |
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Krishnendu Chatterjee
, Thomas Henzinger
, Ranjit Jhala
, Rupak Majumdar
|
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Counterfactual Reasoning in Linear Structural Equation Models |
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Zhihong Cai
, Manabu Kuroki
|
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Description Logics with Fuzzy Concrete Domains |
|
Umberto Straccia
|
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Discovery of non-gaussian linear causal models using ICA |
|
Shohei Shimizu
, Aapo Hyvarinen
, Yutaka Kano
, Patrik Hoyer
|
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Efficient algorithm for estimation of qualitative expected utility in possibilistic case-based reasoning |
|
Jakub Brzostowski
, Ryszard Kowalczyk
|
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Efficient Test Selection in Active Diagnosis via Entropy Approximation |
|
Alice Zheng
, Irina Rish
, Alina Beygelzimer
|
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Evidence with Uncertain Likelihoods |
|
Joseph Halpern
, Riccardo Pucella
|
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Existence and Finiteness Conditions for Risk-Sensitive Planning: Results and Conjectures |
|
Yaxin Liu
, Sven Koenig
|
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Expectation Maximization and Complex Duration Distributions for Continuous Time Bayesian Networks |
|
Uri Nodelman
, Christian Shelton
, Daphne Koller
|
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Expectation Propagation for Continuous Time Bayesian Networks |
|
Uri Nodelman
, Daphne Koller
, Christian Shelton
|
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Exploiting Evidence in Probabilistic Inference |
|
Mark Chavira
, David Allen
, Adnan Darwiche
|
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Exploiting Evidence-dependent Sensitivity Bounds |
|
Silja Renooij
, Linda van der Gaag
|
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Generating Markov Equivalent Maximal Ancestral Graphs by Single Edge Replacement |
|
Jin Tian
|
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Hybrid Bayesian Networks with Linear Deterministic Variables |
|
Barry Cobb
, Prakash Shenoy
|
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Importance Sampling in Bayesian Networks: An Influence-Based Approximation Strategy for Importance Functions |
|
Changhe Yuan
, Marek Druzdzel
|
|
Learning about individuals from group statistics |
|
Hendrik Kuck
, Nando de Freitas
|
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Learning Bayesian Network Parameters with Prior Knowledge about Context-Specific Qualitative Influences |
|
Ad Feelders
, Linda van der Gaag
|
|
Learning Factor Graphs in Polynomial Time & Sample Complexity |
|
Pieter Abbeel
, Daphne Koller
, Andrew Ng
|
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Learning from Sparse Data by Exploiting Monotonicity Constraints |
|
Eric Altendorf
, Angelo Restificar
, Thomas Dietterich
|
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Learning to Map Sentences to Logical Form: Structured Classification with Probabilistic Categorial Grammars |
|
Luke Zettlemoyer
, Michael Collins
|
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Local Markov Property for Models Satisfying Composition Axiom |
|
Changsung Kang
, Jin Tian
|
|
Local Utility Elicitation in GAI Models |
|
Darius Braziunas
, Craig Boutilier
|
|
MAA*: A Heuristic Search Algorithm for Solving Decentralized POMDPs |
|
Daniel Szer
, Francois Charpillet
, Shlomo Zilberstein
|
|
Maximum Margin Bayesian Networks |
|
Yuhong Guo
, Dana Wilkinson
, Dale Schuurmans
|
|
Metrics for Markov Decision Processes with Infinite State Spaces |
|
Norman Ferns
, Prakash Panangaden
, Doina Precup
|
|
Mining Associated Text and Images with Dual-Wing Harmoniums |
|
Eric Xing
, Rong Yan
, Alexander Hauptmann
|
|
Modeling Transportation Routines using Hybrid Dynamic Mixed Networks |
|
Vibhav Gogate
, Rina Dechter
, Bozhena Bidyuk
, Craig Rindt
, James Marca
|
|
Models for Truthful Online Double Auctions |
|
Jonathan Bredin
, David Parkes
|
|
Modifying Bayesian Networks by Probability Constraints |
|
Yun Peng
, Zhongli Ding
|
|
Near-optimal Nonmyopic Value of Information in Graphical Models |
|
Andreas Krause
, Carlos Guestrin
|
|
Nonparametric Bayesian Logic |
|
Peter Carbonetto
, Jacek Kisynski
, Nando de Freitas
, David Poole
|
|
Obtaining Calibrated Probabilities from Boosting |
|
Alexandru Niculescu-Mizil
, Richard Caruana
|
|
Of Starships and Klingons: Bayesian Logic for the 23rd Century |
|
Kathryn Laskey
, Paulo da Costa
|
|
On Bayesian Network Approximation by Edge Deletion |
|
Arthur Choi
, Hei Chan
, Adnan Darwiche
|
|
On Privacy-Preserving Histograms |
|
Shuchi Chawla
, Cynthia Dwork
, Frank McSherry
, Kunal Talwar
|
|
On the Detection of Concept Changes in Time-Varying Data Stream by Testing Exchangeability |
|
Shen-Shyang Ho
, Harry Wechsler
|
|
On the Number of Experiments Sufficient and in the Worst Case Necessary to Identify All Causal Relations Among N Variables |
|
Frederick Eberhardt
, Clark Glymour
, Richard Scheines
|
|
On the optimality of tree-reweighted max-product message-passing |
|
Vladimir Kolmogorov
, Martin Wainwright
|
|
On the Value of Correlation |
|
Itai Ashlagi
, Dov Monderer
, Moshe Tennenholtz
|
|
Ordering-Based Search: A Simple and Effective Algorithm for Learning Bayesian Networks |
|
Marc Teyssier
, Daphne Koller
|
|
Piecewise Training for Undirected Models |
|
Charles Sutton
, Andrew McCallum
|
|
Planning in POMDPs Using Multiplicity Automata |
|
Eyal Even-Dar
, Sham Kakade
, Yishay Mansour
|
|
Point-Based POMDP Algorithms: Improved Analysis and Implementation |
|
Trey Smith
, Reid Simmons
|
|
Prediction, Expectation, and Surprise: Methods, Designs, and Study of a Deployed Traffic Forecasting Service |
|
Eric Horvitz
, Johnson Apacible
, Raman Sarin
, Lin Liao
|
|
Predictive Linear-Gaussian Models of Stochastic Dynamical Systems |
|
Matthew Rudary
, Satinder Singh
, David Wingate
|
|
Qualitative Decision Making Under Possibilistic Uncertainty: Toward more discriminating criteria |
|
Paul Weng
|
|
Representation Policy Iteration |
|
Sridhar Mahadevan
|
|
Robotic Mapping with Polygonal Random Fields |
|
Mark Paskin
, Sebastian Thrun
|
|
Self-Confirming Price Prediction for Bidding in Simultaneous Ascending Auctions |
|
Anna Osepayshvili
, Michael Wellman
, Daniel Reeves
, Jeffrey K. MacKie-Mason
|
|
Stable Independence in Perfect Maps |
|
Peter de Waal
, Linda van der Gaag
|
|
Structured Region Graphs: Morphing EP into GBP |
|
Max Welling
, Thomas Minka
, Yee Whye Teh
|
|
Sufficient conditions for convergence of Loopy Belief Propagation |
|
Joris Mooij
, Hilbert Kappen
|
|
The DLR Hierarchy of Approximate Inference |
|
Michal Rosen-Zvi
, Michael Jordan
, Alan Yuille
|
|
The Graphical Identification for Total Effects by using Surrogate Variables |
|
Manabu Kuroki
, Zhihong Cai
, Hiroki Motogaito
|
|
The Relationship Between AND/OR Search and Variable Elimination |
|
Robert Mateescu
, Rina Dechter
|
|
Toward Practical N2 Monte Carlo: the Marginal Particle Filter |
|
Mike Klaas
, Nando de Freitas
, Arnaud Doucet
|
|
Towards Characterizing Markov Equivalence Classes for Directed Acyclic Graphs with Latent Variables |
|
Ayesha Ali
, Thomas Richardson
, Peter Spirtes
, Jiji Zhang
|
|
Two-Way Latent Grouping Model for User Preference Prediction |
|
Eerika Savia
, Kai Puolamaki
, Janne Sinkkonen
, Samuel Kaski
|
|
Unstructuring User Preferences: Efficient Non-Parametric Utility Revelation |
|
Carmel Domshlak
, Thorsten Joachims
|
|
Unsupervised Activity Discovery and Characterization From Event-Streams |
|
Rafay Hammid
, Siddhartha Maddi
, Amos Johnson
, Aaron Bobick
, Irfan Essa
, Charles Isbell
|
|
Unsupervised spectral learning |
|
Susan Shortreed
, Marina Meila
|
|
Use of Dempster-Shafer Conflict Metric to Detect Interpretation Inconsistency |
|
Jennifer Carlson
, Robin Murphy
|
