AAAI 2011 - PDF Preprint Papers

AAAI 2011

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AAAI
2011

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Recommendation Sets and Choice Queries: There Is No Exploration/Exploitation Tradeoff!

5 months 6 days ago

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Utility elicitation is an important component of many applications, such as decision support systems and recommender systems. Such systems query users about their preferences and ...

Paolo Viappiani, Craig Boutilier

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Id	Views	Title	Status
1	44	Recommendation Sets and Choice Queries: There Is No Exploration/Exploitation Tradeoff!	claim
2	42	Fast Newton-CG Method for Batch Learning of Conditional Random Fields	claim
3	42	Risk-Averse Strategies for Security Games with Execution and Observational Uncertainty	claim
4	35	Size Adaptive Selection of Most Informative Features	claim
5	35	Analogical Dialogue Acts: Supporting Learning by Reading Analogies in Instructional Texts	claim
6	35	Adaptive Neighborhood Inverse Consistency as Lookahead for Non-Binary CSPs	claim
7	34	Reasoning About General Games Described in GDL-II	claim
8	34	Markov Logic Sets: Towards Lifted Information Retrieval Using PageRank and Label Propagation	claim
9	34	Policy Gradient Planning for Environmental Decision Making with Existing Simulators	claim
10	33	Lossy Conservative Update (LCU) Sketch: Succinct Approximate Count Storage	claim
11	33	Modeling and Monitoring Crop Disease in Developing Countries	claim
12	32	Learned Behaviors of Multiple Autonomous Agents in Smart Grid Markets	claim
13	32	Coordinated Multi-Agent Reinforcement Learning in Networked Distributed POMDPs	claim
14	32	Autonomous Skill Acquisition on a Mobile Manipulator	claim
15	31	Dynamic Resource Allocation in Conservation Planning	claim
16	31	Value Function Approximation in Reinforcement Learning Using the Fourier Basis	claim
17	31	The Epistemic Logic Behind the Game Description Language	claim
18	30	Market Manipulation with Outside Incentives	claim
19	30	Temporal Dynamics of User Interests in Tagging Systems	claim
20	30	Decentralised Control of Micro-Storage in the Smart Grid	claim
21	30	Complete Information Pursuit Evasion in Polygonal Environments	claim
22	29	Logistic Methods for Resource Selection Functions and Presence-Only Species Distribution Models	claim
23	29	Learning in Repeated Games with Minimal Information: The Effects of Learning Bias	claim
24	29	Controlling Selection Bias in Causal Inference	claim
25	29	Incorporating Boosted Regression Trees into Ecological Latent Variable Models	claim
26	28	An Algebraic Prolog for Reasoning about Possible Worlds	claim
27	28	User-Controllable Learning of Location Privacy Policies With Gaussian Mixture Models	claim
28	28	Commitment to Correlated Strategies	claim
29	28	Learning Accuracy and Availability of Humans Who Help Mobile Robots	claim
30	28	Optimal Rewards versus Leaf-Evaluation Heuristics in Planning Agents	claim
31	28	On Expressing Value Externalities in Position Auctions	claim
32	27	Inner Regions and Interval Linearizations for Global Optimization	claim
33	27	Combining Learned Discrete and Continuous Action Models	claim
34	27	Preferred Explanations: Theory and Generation via Planning	claim
35	27	Using Semantic Cues to Learn Syntax	claim
36	27	Integrating Community Question and Answer Archives	claim
37	27	Relational Blocking for Causal Discovery	claim
38	27	Transfer Learning by Structural Analogy	claim
39	27	Convex Sparse Coding, Subspace Learning, and Semi-Supervised Extensions	claim
40	27	Stopping Rules for Randomized Greedy Triangulation Schemes	claim
41	27	Differential Eligibility Vectors for Advantage Updating and Gradient Methods	claim
42	27	Effective End-User Interaction with Machine Learning	claim
43	26	End-User Feature Labeling via Locally Weighted Logistic Regression	claim
44	26	Linear Dynamic Programs for Resource Management	claim
45	26	Qualitative Numeric Planning	claim
46	26	Abductive Markov Logic for Plan Recognition	claim
47	26	Understanding Natural Language Commands for Robotic Navigation and Mobile Manipulation	claim
48	25	Heuristic Search for Large Problems With Real Costs	claim
49	25	Cross-Language Latent Relational Search: Mapping Knowledge across Languages	claim
50	25	Optimal Envy-Free Cake Cutting	claim
51	25	Composite Social Network for Predicting Mobile Apps Installation	claim
52	25	Long-Term Declarative Memory for Generally Intelligent Agents	claim
53	25	Heterogeneous Transfer Learning with RBMs	claim
54	25	CCRank: Parallel Learning to Rank with Cooperative Coevolution	claim
55	25	Quantity Makes Quality: Learning with Partial Views	claim
56	25	Exploiting Phase Transition in Latent Networks for Clustering	claim
57	25	Trajectory Regression on Road Networks	claim
58	24	An Online Spectral Learning Algorithm for Partially Observable Nonlinear Dynamical Systems	claim
59	24	Global Seismic Monitoring: A Bayesian Approach	claim
60	24	Incentive-Compatible Escrow Mechanisms	claim
61	24	Mean Field Inference in Dependency Networks: An Empirical Study	claim
62	24	Tree Sequence Kernel for Natural Language	claim
63	24	A Functional Analysis of Historical Memory Retrieval Bias in the Word Sense Disambiguation Task	claim
64	23	A Scalable Tree-Based Approach for Joint Object and Pose Recognition	claim
65	22	Dual Decomposition for Marginal Inference	claim
66	22	Improving Semi-Supervised Support Vector Machines Through Unlabeled Instances Selection	claim
67	22	Automated Action Abstraction of Imperfect Information Extensive-Form Games	claim
68	22	Multi-Observation Sensor Resetting Localization with Ambiguous Landmarks	claim
69	22	A Feasible Nonconvex Relaxation Approach to Feature Selection	claim
70	22	Role-Based Ad Hoc Teamwork	claim
71	22	Transportability of Causal and Statistical Relations: A Formal Approach	claim
72	21	The Steiner Multigraph Problem: Wildlife Corridor Design for Multiple Species	claim
73	20	Coarse-to-Fine Inference and Learning for First-Order Probabilistic Models	claim
74	20	Pushing the Power of Stochastic Greedy Ordering Schemes for Inference in Graphical Models	claim
75	19	Sparse Matrix-Variate t Process Blockmodels	claim
76	18	Optimal Graph Search with Iterated Graph Cuts	claim
77	18	Termination and Correctness Analysis of Cyclic Control	claim
78	18	Towards Large-Scale Collaborative Planning: Answering High-Level Search Queries Using Human Computation	claim
79	18	Exploiting Problem Symmetries in State-Based Planners	claim
80	17	Recognizing Plans with Loops Represented in a Lexicalized Grammar	claim
81	15	A Switching Planner for Combined Task and Observation Planning	claim

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