UAI 2000 - PDF Preprint Papers

UAI 2000

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2000

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Collaborative Filtering by Personality Diagnosis: A Hybrid Memory and Model-Based Approach

13 years 5 months ago

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The growth of Internet commerce has stimulated the use of collaborative filtering (CF) algorithms as recommender systems. Such systems leverage knowledge about the known preferenc...

David M. Pennock, Eric Horvitz, Steve Lawrence, C....

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Id	Views	Title	Status

1	208	Collaborative Filtering by Personality Diagnosis: A Hybrid Memory and Model-Based Approach	claim
2	186	Rao-Blackwellised Particle Filtering for Dynamic Bayesian Networks	claim
3	168	The Complexity of Decentralized Control of Markov Decision Processes	claim
4	167	Tractable Bayesian Learning of Tree Belief Networks	claim
5	164	Adaptive Importance Sampling for Estimation in Structured Domains	claim
6	156	Variational Relevance Vector Machines	claim
7	156	The Anchors Hierarchy: Using the Triangle Inequality to Survive High Dimensional Data	claim
8	153	Being Bayesian about Network Structure	claim
9	148	Bayesian Classification and Feature Selection from Finite Data Sets	claim
10	146	A Decision Theoretic Approach to Targeted Advertising	claim
11	142	Game Networks	claim
12	142	Conversation as Action Under Uncertainty	claim
13	139	Experiments with Random Projection	claim
14	136	Fast Planning in Stochastic Games	claim
15	134	Feature Selection and Dualities in Maximum Entropy Discrimination	claim
16	133	PEGASUS: A policy search method for large MDPs and POMDPs	claim
17	129	Exploiting Qualitative Knowledge in the Learning of Conditional Probabilities of Bayesian Networks	claim
18	127	Utilities as Random Variables: Density Estimation and Structure Discovery	claim
19	119	Probabilistic State-Dependent Grammars for Plan Recognition	claim
20	116	Gaussian Process Networks	claim
21	114	Dynamic Bayesian Multinets	claim
22	108	Nash Convergence of Gradient Dynamics in General-Sum Games	claim
23	107	Probabilistic Arc Consistency: A Connection between Constraint Reasoning and Probabilistic Reasoning	claim
24	106	Learning to Cooperate via Policy Search	claim
25	103	A Differential Approach to Inference in Bayesian Networks	claim
26	102	Approximately Optimal Monitoring of Plan Preconditions	claim
27	101	A Two-Round Variant of EM for Gaussian Mixtures	claim
28	99	Building a Stochastic Dynamic Model of Application Use	claim
29	98	Compact Securities Markets for Pareto Optimal Reallocation of Risk	claim
30	96	Minimum Message Length Clustering Using Gibbs Sampling	claim
31	95	Pivotal Pruning of Trade-offs in QPNs	claim
32	93	Probabilities of Causation: Bounds and Identification	claim
33	91	Value-Directed Belief State Approximation for POMDPs	claim
34	85	Likelihood Computations Using Value Abstraction	claim
35	81	Maximum Entropy and the Glasses You are Looking Through	claim

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