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97
Voted
AAAI
2015
10 years 1 months ago
Consistent Knowledge Discovery from Evolving Ontologies
Deductive reasoning and inductive learning are the most common approaches for deriving knowledge. In real world applications when data is dynamic and incomplete, especially those ...
Freddy Lécué, Jeff Z. Pan
193
Voted
AAAI
2015
10 years 1 months ago
Colorization by Patch-Based Local Low-Rank Matrix Completion
Colorization aims at recovering the original color of a monochrome image from only a few color pixels. A stateof-the-art approach is based on matrix completion, which assumes that...
Quanming Yao, James T. Kwok
AAAI
2015
10 years 1 months ago
Extending Analogical Generalization with Near-Misses
Concept learning is a central problem for cognitive systems. Generalization techniques can help organize examples by their commonalities, but comparisons with non-examples, near-m...
Matthew D. McLure, Scott E. Friedman, Kenneth D. F...
122
Voted
AAAI
2015
10 years 1 months ago
Model-Based Reinforcement Learning in Continuous Environments Using Real-Time Constrained Optimization
Reinforcement learning for robot control tasks in continuous environments is a challenging problem due to the dimensionality of the state and action spaces, time and resource cost...
Olov Andersson, Fredrik Heintz, Patrick Doherty
107
Voted
AAAI
2015
10 years 1 months ago
On Computing Explanations in Argumentation
Argumentation can be viewed as a process of generating explanations. However, existing argumentation semantics are developed for identifying acceptable arguments within a set, rat...
Xiuyi Fan, Francesca Toni