Algorithmic Learning Theory

Table of Contents

1. Altmetric Badge
   Book Overview
2. Altmetric Badge
   Chapter 1 On Iterative Algorithms with an Information Geometry Background
3. Altmetric Badge
   Chapter 2 Visual Analytics: Combining Automated Discovery with Interactive Visualizations
4. Altmetric Badge
   Chapter 3 Some Mathematics behind Graph Property Testing
5. Altmetric Badge
   Chapter 4 Finding Total and Partial Orders from Data for Seriation
6. Altmetric Badge
   Chapter 5 Computational Models of Neural Representations in the Human Brain
7. Altmetric Badge
   Chapter 6 Generalization Bounds for Some Ordinal Regression Algorithms
8. Altmetric Badge
   Chapter 7 Approximation of the Optimal ROC Curve and a Tree-Based Ranking Algorithm
9. Altmetric Badge
   Chapter 8 Sample Selection Bias Correction Theory
10. Altmetric Badge
    Chapter 9 Exploiting Cluster-Structure to Predict the Labeling of a Graph
11. Altmetric Badge
    Chapter 10 A Uniform Lower Error Bound for Half-Space Learning
12. Altmetric Badge
    Chapter 11 Generalization Bounds for K-Dimensional Coding Schemes in Hilbert Spaces
13. Altmetric Badge
    Chapter 12 Learning and Generalization with the Information Bottleneck
14. Altmetric Badge
    Chapter 13 Growth Optimal Investment with Transaction Costs
15. Altmetric Badge
    Chapter 14 Online Regret Bounds for Markov Decision Processes with Deterministic Transitions
16. Altmetric Badge
    Chapter 15 On-Line Probability, Complexity and Randomness
17. Altmetric Badge
    Chapter 16 Prequential Randomness
18. Altmetric Badge
    Chapter 17 Some Sufficient Conditions on an Arbitrary Class of Stochastic Processes for the Existence of a Predictor
19. Altmetric Badge
    Chapter 18 Nonparametric Independence Tests: Space Partitioning and Kernel Approaches
20. Altmetric Badge
    Chapter 19 Supermartingales in Prediction with Expert Advice
21. Altmetric Badge
    Chapter 20 Aggregating Algorithm for a Space of Analytic Functions
22. Altmetric Badge
    Chapter 21 Smooth Boosting for Margin-Based Ranking
23. Altmetric Badge
    Chapter 22 Learning with Continuous Experts Using Drifting Games
24. Altmetric Badge
    Chapter 23 Entropy Regularized LPBoost
25. Altmetric Badge
    Chapter 24 Optimally Learning Social Networks with Activations and Suppressions
26. Altmetric Badge
    Chapter 25 Active Learning in Multi-armed Bandits
27. Altmetric Badge
    Chapter 26 Query Learning and Certificates in Lattices
28. Altmetric Badge
    Chapter 27 Algorithmic Learning Theory
29. Altmetric Badge
    Chapter 28 Active Learning of Group-Structured Environments
30. Altmetric Badge
    Chapter 29 Finding the Rare Cube
31. Altmetric Badge
    Chapter 30 Iterative Learning of Simple External Contextual Languages
32. Altmetric Badge
    Chapter 31 Topological Properties of Concept Spaces
33. Altmetric Badge
    Chapter 32 Dynamically Delayed Postdictive Completeness and Consistency in Learning
34. Altmetric Badge
    Chapter 33 Dynamic Modeling in Inductive Inference
35. Altmetric Badge
    Chapter 34 Optimal Language Learning
36. Altmetric Badge
    Chapter 35 Numberings Optimal for Learning
37. Altmetric Badge
    Chapter 36 Learning with Temporary Memory
38. Altmetric Badge
    Chapter 37 Erratum: Constructing Multiclass Learners from Binary Learners: A Simple Black-Box Analysis of the Generalization Errors