250
Voted
AAAI
9 years 9 months ago
2015 
Mitigating risk in decision-making has been a longstanding problem. Due to the mathematical challenge of its nonlinear nature, especially in adaptive decisionmaking problems, fin...
180
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AAAI
9 years 9 months ago
2015
Bayesian decision-theory underpins robust decisionmaking in applications ranging from plant control to robotics where hedging action selection against state uncertainty is critica...
166
Voted
AAAI
9 years 9 months ago
2015 
Conditional Value at Risk (CVaR) is a prominent risk measure that is being used extensively in various domains. We develop a new formula for the gradient of the CVaR in the form o...
121
Voted
AAAI
9 years 8 months ago
2015
Object recognition systems can be unreliable when run in isolation depending on only image based features, but their performance can be improved when taking scene context into acc...
107
Voted
AAAI
9 years 9 months ago
2015 
Typically a user prefers an item (e.g., a movie) because she likes certain features of the item (e.g., director, genre, producer). This observation motivates us to consider a feat...
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Intelligent Agents