↓ Skip to main content

Learning Theory and Kernel Machines

Overview of attention for book
Cover of 'Learning Theory and Kernel Machines'

Table of Contents

  1. Altmetric Badge
    Book Overview
  2. Altmetric Badge
    Chapter 1 Tutorial: Learning Topics in Game-Theoretic Decision Making
  3. Altmetric Badge
    Chapter 2 A General Class of No-Regret Learning Algorithms and Game-Theoretic Equilibria
  4. Altmetric Badge
    Chapter 3 Preference Elicitation and Query Learning
  5. Altmetric Badge
    Chapter 4 Efficient Algorithms for Online Decision Problems
  6. Altmetric Badge
    Chapter 5 Positive Definite Rational Kernels
  7. Altmetric Badge
    Chapter 6 Bhattacharyya and Expected Likelihood Kernels
  8. Altmetric Badge
    Chapter 7 Maximal Margin Classification for Metric Spaces
  9. Altmetric Badge
    Chapter 8 Maximum Margin Algorithms with Boolean Kernels
  10. Altmetric Badge
    Chapter 9 Knowledge-Based Nonlinear Kernel Classifiers
  11. Altmetric Badge
    Chapter 10 Fast Kernels for Inexact String Matching
  12. Altmetric Badge
    Chapter 11 On Graph Kernels: Hardness Results and Efficient Alternatives
  13. Altmetric Badge
    Chapter 12 Kernels and Regularization on Graphs
  14. Altmetric Badge
    Chapter 13 Data-Dependent Bounds for Multi-category Classification Based on Convex Losses
  15. Altmetric Badge
    Chapter 14 Comparing Clusterings by the Variation of Information
  16. Altmetric Badge
    Chapter 15 Multiplicative Updates for Large Margin Classifiers
  17. Altmetric Badge
    Chapter 16 Simplified PAC-Bayesian Margin Bounds
  18. Altmetric Badge
    Chapter 17 Sparse Kernel Partial Least Squares Regression
  19. Altmetric Badge
    Chapter 18 Sparse Probability Regression by Label Partitioning
  20. Altmetric Badge
    Chapter 19 Learning with Rigorous Support Vector Machines
  21. Altmetric Badge
    Chapter 20 Robust Regression by Boosting the Median
  22. Altmetric Badge
    Chapter 21 Boosting with Diverse Base Classifiers
  23. Altmetric Badge
    Chapter 22 Reducing Kernel Matrix Diagonal Dominance Using Semi-definite Programming
  24. Altmetric Badge
    Chapter 23 Optimal Rates of Aggregation
  25. Altmetric Badge
    Chapter 24 Distance-Based Classification with Lipschitz Functions
  26. Altmetric Badge
    Chapter 25 Random Subclass Bounds
  27. Altmetric Badge
    Chapter 26 PAC-MDL Bounds
  28. Altmetric Badge
    Chapter 27 Universal Well-Calibrated Algorithm for On-Line Classification
  29. Altmetric Badge
    Chapter 28 Learning Probabilistic Linear-Threshold Classifiers via Selective Sampling
  30. Altmetric Badge
    Chapter 29 Learning Algorithms for Enclosing Points in Bregmanian Spheres
  31. Altmetric Badge
    Chapter 30 Internal Regret in On-Line Portfolio Selection
  32. Altmetric Badge
    Chapter 31 Lower Bounds on the Sample Complexity of Exploration in the Multi-armed Bandit Problem
  33. Altmetric Badge
    Chapter 32 Smooth ε -Insensitive Regression by Loss Symmetrization
  34. Altmetric Badge
    Chapter 33 On Finding Large Conjunctive Clusters
  35. Altmetric Badge
    Chapter 34 Learning Arithmetic Circuits via Partial Derivatives
  36. Altmetric Badge
    Chapter 35 Using a Linear Fit to Determine Monotonicity Directions
  37. Altmetric Badge
    Chapter 36 Generalization Bounds for Voting Classifiers Based on Sparsity and Clustering
  38. Altmetric Badge
    Chapter 37 Sequence Prediction Based on Monotone Complexity
  39. Altmetric Badge
    Chapter 38 How Many Strings Are Easy to Predict?
  40. Altmetric Badge
    Chapter 39 Polynomial Certificates for Propositional Classes
  41. Altmetric Badge
    Chapter 40 On-Line Learning with Imperfect Monitoring
  42. Altmetric Badge
    Chapter 41 Exploiting Task Relatedness for Multiple Task Learning
  43. Altmetric Badge
    Chapter 42 Approximate Equivalence of Markov Decision Processes
  44. Altmetric Badge
    Chapter 43 An Information Theoretic Tradeoff between Complexity and Accuracy
  45. Altmetric Badge
    Chapter 44 Learning Random Log-Depth Decision Trees under the Uniform Distribution
  46. Altmetric Badge
    Chapter 45 Projective DNF Formulae and Their Revision
  47. Altmetric Badge
    Chapter 46 Learning with Equivalence Constraints and the Relation to Multiclass Learning
  48. Altmetric Badge
    Chapter 47 Tutorial: Machine Learning Methods in Natural Language Processing
  49. Altmetric Badge
    Chapter 48 Learning from Uncertain Data
  50. Altmetric Badge
    Chapter 49 Learning and Parsing Stochastic Unification-Based Grammars
  51. Altmetric Badge
    Chapter 50 Generality’s Price
  52. Altmetric Badge
    Chapter 51 On Learning to Coordinate
  53. Altmetric Badge
    Chapter 52 Learning All Subfunctions of a Function
  54. Altmetric Badge
    Chapter 53 When Is Small Beautiful?
  55. Altmetric Badge
    Chapter 54 Learning a Function of r Relevant Variables
  56. Altmetric Badge
    Chapter 55 Subspace Detection: A Robust Statistics Formulation
  57. Altmetric Badge
    Chapter 56 How Fast Is k -Means?
  58. Altmetric Badge
    Chapter 57 Universal Coding of Zipf Distributions
  59. Altmetric Badge
    Chapter 58 An Open Problem Regarding the Convergence of Universal A Priori Probability
  60. Altmetric Badge
    Chapter 59 Entropy Bounds for Restricted Convex Hulls
  61. Altmetric Badge
    Chapter 60 Compressing to VC Dimension Many Points
Attention for Chapter 55: Subspace Detection: A Robust Statistics Formulation
Altmetric Badge

Citations

dimensions_citation
23 Dimensions

Readers on

mendeley
1 Mendeley
You are seeing a free-to-access but limited selection of the activity Altmetric has collected about this research output. Click here to find out more.
Chapter title
Subspace Detection: A Robust Statistics Formulation
Chapter number 55
Book title
Learning Theory and Kernel Machines
Published by
Springer, Berlin, Heidelberg, January 2003
DOI 10.1007/978-3-540-45167-9_55
Book ISBNs
978-3-54-040720-1, 978-3-54-045167-9
Authors

Sanjoy Dasgupta

Mendeley readers

Mendeley readers

The data shown below were compiled from readership statistics for 1 Mendeley reader of this research output. Click here to see the associated Mendeley record.

Geographical breakdown

Country Count As %
Czechia 1 100%

Demographic breakdown

Readers by professional status Count As %
Lecturer 1 100%
Readers by discipline Count As %
Computer Science 1 100%