Papers

Total 45 · Clear filters

1. 1995

   Support-vector networks

   Machine Learning

   Corinna Cortes and Vladimir Vapnik's 1995 paper presents a learning machine for two-group classification that maps inputs nonlinearly into a high-dimensional feature space, constructs a linear decision surface, and extends earlier work from separable to non-separable data.

   Research historyDeep learningData & datasets

2. 1993

   Building a Large Annotated Corpus of English: The Penn Treebank

   Computational Linguistics

   A 1993 journal article by Mitchell P. Marcus, Beatrice Santorini and Mary Ann Marcinkiewicz describing the Penn Treebank: over one million words of Wall Street Journal text annotated with syntactic bracketing, built as a resource for work on English sentence structure.

   Large language modelsResearch historyData & datasets

3. 1992

   A Training Algorithm for Optimal Margin Classifiers

   Published in 1992, this paper by Boser, Guyon and Vapnik presents a training algorithm that maximizes the margin between training patterns and the decision boundary, with experiments on optical character recognition.[^1]

   Research historyDeep learningData & datasets

4. 1992

   Q-learning

   Machine Learning

   A 1992 technical note by Watkins and Dayan that set out Q-learning, an incremental and computationally light way for an agent to learn optimal action values, and proved it converges to the optimum with probability 1.

   Research historyDeep learningData & datasets

5. 1948

   A Mathematical Theory of Communication

   Bell System Technical Journal 27

   C. E. Shannon's 1948 paper set out a mathematical framework for communication, defining information in bits, channel capacity, and entropy, and treating messages statistically while setting aside semantic meaning.

   Research historyData & datasetsScience