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20112023
most citedDecision-Theoretic Planning: Structural Assumptions and Computational Leverage

1.1k citations · 4.8k across the 64 of their papers we have counts for

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Showing 2012Show all

12 papers · 1 filter

cs.GT2012★ 67 cited

Cooperative Negotiation in Autonomic Systems using Incremental Utility Elicitation

Craig Boutilier, Rajarshi Das, Jeffrey O. Kephart +2

Decentralized resource allocation is a key problem for large-scale autonomic (or self-managing) computing systems. Motivated by a data center scenario, we explore efficient techniq…

cs.IR2012★ 31 cited

Active Collaborative Filtering

Craig Boutilier, Richard S. Zemel, Benjamin Marlin

Collaborative filtering (CF) allows the preferences of multiple users to be pooled to make recommendations regarding unseen products. We consider in this paper the problem of onlin…

cs.GT2012★ 10 cited

Bayesian Vote Manipulation: Optimal Strategies and Impact on Welfare

Tyler Lu, Pingzhong Tang, Ariel D. Procaccia +1

Most analyses of manipulation of voting schemes have adopted two assumptions that greatly diminish their practical import. First, it is usually assumed that the manipulators have f…

cs.GT2012★ 3 cited

Regret Minimizing Equilibria and Mechanisms for Games with Strict Type Uncertainty

Nathanael Hyafil, Craig Boutilier

Mechanism design has found considerable application to the construction of agent-interaction protocols. In the standard setting, the type (e.g., utility function) of an agent is no…

cs.AI2012★ 10 cited

Approximate Linear Programming for First-order MDPs

Scott Sanner, Craig Boutilier

We introduce a new approximate solution technique for first-order Markov decision processes (FOMDPs). Representing the value function linearly w.r.t. a set of first-order basis fun…

cs.GT2012★ 5 cited

Local Utility Elicitation in GAI Models

Darius Braziunas, Craig Boutilier

Structured utility models are essential for the effective representation and elicitation of complex multiattribute utility functions. Generalized additive independence (GAI) models…