Advanced lectures on machine learning : machine learning summer school 2002, Canberra, Australia, February 11 22, 2002 : revised lectures

Machine Learning has become a key enabling technology for many engineering applications and theoretical problems alike. To further discussions and to dis- minate new results, a Summer School was held on February 11 22, 2002 at the Australian National University. The current book contains a collectio...

Descrición completa

Gardado en:
Detalles Bibliográficos
Autor Corporativo: Machine learning summer school 2002 :Camberra
Outros autores: Mendelson, Shahar (Directeur de la publication), Smola, Alexander J., 19..- (Directeur de la publication)
Formato: Livre numérique
Idioma:Anglais
Publicado: Berlin [etc.] : Springer [20..].
Cham : Springer Nature
Series:Lecture notes in computer science. Lecture notes in artificial intelligence 2600
Sujets:
Acceso en liña:Accès sur la plateforme de l'éditeur
Accès sur la plateforme Istex
Accès Université d'Orléans
Accès INSA CVL
Nota: Archives Springer e-books (Licence nationale)
Archives Springer e-books (Licence nationale)
Autres localisations: Voir dans le Sudoc
Edition sous un autre format:• Advanced lectures on machine learning, machine learning summer school 2002, Canberra, Australia, February 11-22, 2002, revised lectures, Shahar Mendelson, Alexander J. Smola (eds.), Berlin, Springer, 2003, 1 vol. (257 p.), Lecture notes in computer science, 3-540-00529-3
• Advanced Lectures on Machine Learning, Texte imprimé, 9783662180853
Table des matières:
  • A Few Notes on Statistical Learning Theory
  • A Short Introduction to Learning with Kernels
  • Bayesian Kernel Methods
  • An Introduction to Boosting and Leveraging
  • An Introduction to Reinforcement Learning Theory: Value Function Methods
  • Learning Comprehensible Theories from Structured Data
  • Algorithms for Association Rules
  • Online Learning of Linear Classifiers.