122
Voted
AAAI
2008
15 years 5 months ago
2008
Lifted inference algorithms exploit repeated structure in probabilistic models to answer queries efficiently. Previous work such as de Salvo Braz et al.'s first-order variabl...
143
Voted
AAAI
2008
15 years 5 months ago
2008
Based on Information Theory, optimal feature selection should be carried out by searching Markov blankets. In this paper, we formally analyze the current Markov blanket discovery ...
170
Voted
AAAI
2008
15 years 5 months ago
2008
When controlling dynamic systems, such as mobile robots in uncertain environments, there is a trade off between risk and reward. For example, a race car can turn a corner faster b...
62
Voted
AAAI
2008
2008
Beyond Classical Planning: Procedural Control Knowledge and Preferences in State-of-the-Art Planners
15 years 5 months ago
93
Voted
AAAI
2008
15 years 5 months ago
2008
138
Voted
AAAI
2008
15 years 5 months ago
2008
The construction of causal graphs from non-experimental data rests on a set of constraints that the graph structure imposes on all probability distributions compatible with the gr...
125
Voted
AAAI
2008
15 years 5 months ago
2008
A contract algorithm is an algorithm which is given, as part of its input, a specified amount of allowable computation time. In contrast, interruptible algorithms may be interrupt...
134
Voted
AAAI
2008
15 years 5 months ago
2008
Current feature-based methods for sketch recognition systems rely on human-selected features. Certain machine learning techniques have been found to be good nonlinear features ext...
143
Voted
AAAI
2008
15 years 5 months ago
2008
Multi-category classification of short dialogues is a common task performed by humans. When assigning a question to an expert, a customer service operator tries to classify the cu...
145
Voted
AAAI
2008
15 years 5 months ago
2008
Cooperative problem solving with resource constraints are important in practical multi-agent systems. Resource constraints are necessary to handle practical problems including dis...