153
Voted
ICML
15 years 7 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 ...
140
Voted
ICML
15 years 7 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...
140
click to vote
ICML
15 years 7 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 ...
138
Voted
ICML
15 years 7 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....
138
Voted
ICML
15 years 7 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 ...
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Machine Learning