125
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ICML
15 years 4 months ago
1994 IEEE 
Conservation of information (COI) popularized by the no free lunch theorem is a great leveler of search algorithms, showing that on average no search outperforms any other. Yet in ...
117
Voted
ICML
15 years 4 months ago
1994 IEEE 
We explore algorithms for learning classification procedures that attempt to minimize the cost of misclassifying examples. First, we consider inductive learning of classification ...
114
Voted
ICML
15 years 4 months ago
1994 IEEE
Reinforcement learning (RL) algorithms provide a sound theoretical basis for building learning control architectures for embedded agents. Unfortunately all of the theory and much ...
110
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ICML
15 years 4 months ago
1994 IEEE
In the Markov decision process (MDP) formalization of reinforcement learning, a single adaptive agent interacts with an environment defined by a probabilistic transition function....
107
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ICML
15 years 4 months ago
1994 IEEE
Model selection is important in many areas of supervised learning. Given a dataset and a set of models for predicting with that dataset, we must choose the model which is expected...
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Machine Learning