Machine Learning and Knowledge Discovery in Databases

Table of Contents

1. Altmetric Badge
   Book Overview
2. Altmetric Badge
   Chapter 1 Data Split Strategiesfor Evolving Predictive Models
3. Altmetric Badge
   Chapter 2 Discriminative Interpolation for Classification of Functional Data
4. Altmetric Badge
   Chapter 3 Fast Label Embeddings via Randomized Linear Algebra
5. Altmetric Badge
   Chapter 4 Maximum Entropy Linear Manifold for Learning Discriminative Low-Dimensional Representation
6. Altmetric Badge
   Chapter 5 Novel Decompositions of Proper Scoring Rules for Classification: Score Adjustment as Precursor to Calibration
7. Altmetric Badge
   Chapter 6 Parameter Learning of Bayesian Network Classifiers Under Computational Constraints
8. Altmetric Badge
   Chapter 7 Predicting Unseen Labels Using Label Hierarchies in Large-Scale Multi-label Learning
9. Altmetric Badge
   Chapter 8 Regression with Linear Factored Functions
10. Altmetric Badge
    Chapter 9 Ridge Regression, Hubness, and Zero-Shot Learning
11. Altmetric Badge
    Chapter 10 Solving Prediction Games with Parallel Batch Gradient Descent
12. Altmetric Badge
    Chapter 11 Structured Regularizer for Neural Higher-Order Sequence Models
13. Altmetric Badge
    Chapter 12 Versatile Decision Trees for Learning Over Multiple Contexts
14. Altmetric Badge
    Chapter 13 When is Undersampling Effective in Unbalanced Classification Tasks?
15. Altmetric Badge
    Chapter 14 A Kernel-Learning Approach to Semi-supervised Clustering with Relative Distance Comparisons
16. Altmetric Badge
    Chapter 15 Bayesian Active Clustering with Pairwise Constraints
17. Altmetric Badge
    Chapter 16 ConDist: A Context-Driven Categorical Distance Measure
18. Altmetric Badge
    Chapter 17 Discovering Opinion Spammer Groups by Network Footprints
19. Altmetric Badge
    Chapter 18 Gamma Process Poisson Factorization for Joint Modeling of Network and Documents
20. Altmetric Badge
    Chapter 19 Generalization in Unsupervised Learning
21. Altmetric Badge
    Chapter 20 Multiple Incomplete Views Clustering via Weighted Nonnegative Matrix Factorization with $$L_{2,1}$$ Regularization
22. Altmetric Badge
    Chapter 21 Solving a Hard Cutting Stock Problem by Machine Learning and Optimisation
23. Altmetric Badge
    Chapter 22 Machine Learning and Knowledge Discovery in Databases
24. Altmetric Badge
    Chapter 23 Multi-view Semantic Learning for Data Representation
25. Altmetric Badge
    Chapter 24 Unsupervised Feature Analysis with Class Margin Optimization
26. Altmetric Badge
    Chapter 25 Ageing-Based Multinomial Naive Bayes Classifiers Over Opinionated Data Streams
27. Altmetric Badge
    Chapter 26 Drift Detection Using Stream Volatility
28. Altmetric Badge
    Chapter 27 Early Classification of Time Series as a Non Myopic Sequential Decision Making Problem
29. Altmetric Badge
    Chapter 28 Ising Bandits with Side Information
30. Altmetric Badge
    Chapter 29 Refined Algorithms for Infinitely Many-Armed Bandits with Deterministic Rewards
31. Altmetric Badge
    Chapter 30 An Empirical Investigation of Minimum Probability Flow Learning Under Different Connectivity Patterns
32. Altmetric Badge
    Chapter 31 Difference Target Propagation
33. Altmetric Badge
    Chapter 32 Online Learning of Deep Hybrid Architectures for Semi-supervised Categorization
34. Altmetric Badge
    Chapter 33 Scoring and Classifying with Gated Auto-Encoders
35. Altmetric Badge
    Chapter 34 Sign Constrained Rectifier Networks with Applications to Pattern Decompositions
36. Altmetric Badge
    Chapter 35 Aggregation Under Bias: Rényi Divergence Aggregation and Its Implementation via Machine Learning Markets
37. Altmetric Badge
    Chapter 36 Higher Order Fused Regularization for Supervised Learning with Grouped Parameters
38. Altmetric Badge
    Chapter 37 Joint Semi-supervised Similarity Learning for Linear Classification
39. Altmetric Badge
    Chapter 38 Learning Compact and Effective Distance Metrics with Diversity Regularization
40. Altmetric Badge
    Chapter 39 Scalable Metric Learning for Co-Embedding
41. Altmetric Badge
    Chapter 40 Adaptive Stochastic Primal-Dual Coordinate Descent for Separable Saddle Point Problems
42. Altmetric Badge
    Chapter 41 Hash Function Learning via Codewords
43. Altmetric Badge
    Chapter 42 HierCost: Improving Large Scale Hierarchical Classification with Cost Sensitive Learning
44. Altmetric Badge
    Chapter 43 Large Scale Optimization with Proximal Stochastic Newton-Type Gradient Descent
45. Altmetric Badge
    Chapter 44 Erratum to: Bayesian Active Clustering with Pairwise Constraints
46. Altmetric Badge
    Chapter 45 Erratum to: Scalable Metric Learning for Co-Embedding
47. Altmetric Badge
    Chapter 46 Erratum to: Predicting Unseen Labels Using Label Hierarchies in Large-Scale Multi-label Learning