Sciweavers

AAAI
2015
10 years 1 months ago
Robustness in Probabilistic Temporal Planning
Flexibility in agent scheduling increases the resilience of temporal plans in the face of new constraints. However, current metrics of flexibility ignore domain knowledge about h...
Jeb Brooks, Emilia Reed, Alexander Gruver, James C...
AAAI
2015
10 years 1 months ago
Learning Plausible Inferences from Semantic Web Knowledge by Combining Analogical Generalization with Structured Logistic Regres
Fast and efficient learning over large bodies of commonsense knowledge is a key requirement for cognitive systems. Semantic web knowledge bases provide an important new resource o...
Chen Liang, Kenneth D. Forbus
AAAI
2015
10 years 1 months ago
Time-Sensitive Opinion Mining for Prediction
Users commonly use Web 2.0 platforms to post their opinions and their predictions about future events (e.g., the movement of a stock). Therefore, opinion mining can be used as a t...
Wenting Tu, David Wai-Lok Cheung, Nikos Mamoulis
AAAI
2015
10 years 1 months ago
A Reduction of the Elastic Net to Support Vector Machines with an Application to GPU Computing
Algorithmic reductions are one of the corner stones of theoretical computer science. Surprisingly, to-date, they have only played a limited role in machine learning. In this paper...
Quan Zhou, Wenlin Chen, Shiji Song, Jacob R. Gardn...
AAAI
2015
10 years 1 months ago
Multi-Objective MDPs with Conditional Lexicographic Reward Preferences
Sequential decision problems that involve multiple objectives are prevalent. Consider for example a driver of a semiautonomous car who may want to optimize competing objectives su...
Kyle Hollins Wray, Shlomo Zilberstein, Abdel-Illah...