Support Vector Machines

Established: November 5, 2001

Publications

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- Estimating the Support of a High-Dimensional Distribution
  
  John Platt, Bernhard Schölkopf, John Shawe-Taylor, Alex J. Smola, Robert C. Williamson
  
  MSR-TR-99-87 | November 1999
  
  Publication
- Large Margin DAG’s for Multiclass Classification
  
  John Platt, Nello Cristianini, John Shawe-Taylor
  
  Proc. Advances in Neural Information Processing Systems 12 | January 1999
  
  Publication
- Sequential Minimal Optimization: A Fast Algorithm for Training Support Vector Machines
  
  John Platt
  
  MSR-TR-98-14 | April 1998
  
  Published by Microsoft
  
  PDF Publication
- Fast Training of Support Vector Machines Using Sequential Minimal Optimization
  
  John Platt
  
  Advances in Kernel Methods - Support Vector Learning | January 1998
  
  Advances in Kernel Methods - Support Vector Learning
  
  Publication
- Inductive Learning Algorithms and Representations for Text Categorization
  
  Susan Dumais, John Platt, David Heckerman, Mehran Sahami
  
  7th International Conference on Information and Knowledge Management | January 1998
  
  Publication Publication

- Estimating the Support of a High-Dimensional Distribution
  
  John Platt, Bernhard Schölkopf, John Shawe-Taylor, Alex J. Smola, Robert C. Williamson
  
  MSR-TR-99-87 | November 1999
  
  Publication
- Sequential Minimal Optimization: A Fast Algorithm for Training Support Vector Machines
  
  John Platt
  
  MSR-TR-98-14 | April 1998
  
  Published by Microsoft
  
  PDF Publication
- Inductive Learning Algorithms and Representations for Text Categorization
  
  Susan Dumais, John Platt, David Heckerman, Mehran Sahami
  
  7th International Conference on Information and Knowledge Management | January 1998
  
  Publication Publication
- Estimating the Support of a High-Dimensional Distribution
  
  John Platt, Bernhard Schölkopf, John Shawe-Taylor, Alex J. Smola, Robert C. Williamson
  
  MSR-TR-99-87 | November 1999
  
  Publication
- Large Margin DAG’s for Multiclass Classification
  
  John Platt, Nello Cristianini, John Shawe-Taylor
  
  Proc. Advances in Neural Information Processing Systems 12 | January 1999
  
  Publication
- Sequential Minimal Optimization: A Fast Algorithm for Training Support Vector Machines
  
  John Platt
  
  MSR-TR-98-14 | April 1998
  
  Published by Microsoft
  
  PDF Publication
- Fast Training of Support Vector Machines Using Sequential Minimal Optimization
  
  John Platt
  
  Advances in Kernel Methods - Support Vector Learning | January 1998
  
  Advances in Kernel Methods - Support Vector Learning
  
  Publication

- Estimating the Support of a High-Dimensional Distribution
  
  John Platt, Bernhard Schölkopf, John Shawe-Taylor, Alex J. Smola, Robert C. Williamson
  
  MSR-TR-99-87 | November 1999
  
  Publication
- Sequential Minimal Optimization: A Fast Algorithm for Training Support Vector Machines
  
  John Platt
  
  MSR-TR-98-14 | April 1998
  
  Published by Microsoft
  
  PDF Publication
- Large Margin DAG’s for Multiclass Classification
  
  John Platt, Nello Cristianini, John Shawe-Taylor
  
  Proc. Advances in Neural Information Processing Systems 12 | January 1999
  
  Publication
- Inductive Learning Algorithms and Representations for Text Categorization
  
  Susan Dumais, John Platt, David Heckerman, Mehran Sahami
  
  7th International Conference on Information and Knowledge Management | January 1998
  
  Publication Publication
- Fast Training of Support Vector Machines Using Sequential Minimal Optimization
  
  John Platt
  
  Advances in Kernel Methods - Support Vector Learning | January 1998
  
  Advances in Kernel Methods - Support Vector Learning
  
  Publication