Machine Learning and Knowledge Discovery in Databases

Table of Contents

1. Altmetric Badge
   Book Overview
2. Altmetric Badge
   Chapter 1 Industrializing Data Mining, Challenges and Perspectives
3. Altmetric Badge
   Chapter 2 From Microscopy Images to Models of Cellular Processes
4. Altmetric Badge
   Chapter 3 Data Clustering: 50 Years Beyond K-means
5. Altmetric Badge
   Chapter 4 Learning Language from Its Perceptual Context
6. Altmetric Badge
   Chapter 5 The Role of Hierarchies in Exploratory Data Mining
7. Altmetric Badge
   Chapter 6 Rollout Sampling Approximate Policy Iteration
8. Altmetric Badge
   Chapter 7 New Closed-Form Bounds on the Partition Function
9. Altmetric Badge
   Chapter 8 Large Margin vs. Large Volume in Transductive Learning
10. Altmetric Badge
    Chapter 9 Incremental Exemplar Learning Schemes for Classification on Embedded Devices
11. Altmetric Badge
    Chapter 10 A Collaborative Filtering Framework Based on Both Local User Similarity and Global User Similarity
12. Altmetric Badge
    Chapter 11 A Critical Analysis of Variants of the AUC
13. Altmetric Badge
    Chapter 12 Improving Maximum Margin Matrix Factorization
14. Altmetric Badge
    Chapter 13 Finding Reliable Subgraphs from Large Probabilistic Graphs
15. Altmetric Badge
    Chapter 14 A Space Efficient Solution to the Frequent String Mining Problem for Many Databases
16. Altmetric Badge
    Chapter 15 The Boolean Column and Column-Row Matrix Decompositions
17. Altmetric Badge
    Chapter 16 SkyGraph: An Algorithm for Important Subgraph Discovery in Relational Graphs
18. Altmetric Badge
    Chapter 17 Mining Conjunctive Sequential Patterns
19. Altmetric Badge
    Chapter 18 Adequate Condensed Representations of Patterns
20. Altmetric Badge
    Chapter 19 Two Heads Better Than One: Pattern Discovery in Time-Evolving Multi-aspect Data
21. Altmetric Badge
    Chapter 20 TOPTMH : Topology Predictor for Transmembrane α -Helices
22. Altmetric Badge
    Chapter 21 Learning to Predict One or More Ranks in Ordinal Regression Tasks
23. Altmetric Badge
    Chapter 22 Cascade RSVM in Peer-to-Peer Networks
24. Altmetric Badge
    Chapter 23 An Algorithm for Transfer Learning in a Heterogeneous Environment
25. Altmetric Badge
    Chapter 24 Minimum-Size Bases of Association Rules
26. Altmetric Badge
    Chapter 25 Combining Classifiers through Triplet-Based Belief Functions
27. Altmetric Badge
    Chapter 26 An Improved Multi-task Learning Approach with Applications in Medical Diagnosis
28. Altmetric Badge
    Chapter 27 Semi-supervised Laplacian Regularization of Kernel Canonical Correlation Analysis
29. Altmetric Badge
    Chapter 28 Sequence Labelling SVMs Trained in One Pass
30. Altmetric Badge
    Chapter 29 Semi-supervised Classification from Discriminative Random Walks
31. Altmetric Badge
    Chapter 30 Learning Bidirectional Similarity for Collaborative Filtering
32. Altmetric Badge
    Chapter 31 Bootstrapping Information Extraction from Semi-structured Web Pages
33. Altmetric Badge
    Chapter 32 Online Multiagent Learning against Memory Bounded Adversaries
34. Altmetric Badge
    Chapter 33 Scalable Feature Selection for Multi-class Problems
35. Altmetric Badge
    Chapter 34 Learning Decision Trees for Unbalanced Data
36. Altmetric Badge
    Chapter 35 Credal Model Averaging: An Extension of Bayesian Model Averaging to Imprecise Probabilities
37. Altmetric Badge
    Chapter 36 A Fast Method for Training Linear SVM in the Primal
38. Altmetric Badge
    Chapter 37 On the Equivalence of the SMO and MDM Algorithms for SVM Training
39. Altmetric Badge
    Chapter 38 Nearest Neighbour Classification with Monotonicity Constraints
40. Altmetric Badge
    Chapter 39 Modeling Transfer Relationships Between Learning Tasks for Improved Inductive Transfer
41. Altmetric Badge
    Chapter 40 Mining Edge-Weighted Call Graphs to Localise Software Bugs
42. Altmetric Badge
    Chapter 41 Hierarchical Distance-Based Conceptual Clustering
43. Altmetric Badge
    Chapter 42 Mining Frequent Connected Subgraphs Reducing the Number of Candidates
44. Altmetric Badge
    Chapter 43 Unsupervised Riemannian Clustering of Probability Density Functions
45. Altmetric Badge
    Chapter 44 Online Manifold Regularization: A New Learning Setting and Empirical Study
46. Altmetric Badge
    Chapter 45 A Fast Algorithm to Find Overlapping Communities in Networks
47. Altmetric Badge
    Chapter 46 A Case Study in Sequential Pattern Mining for IT-Operational Risk
48. Altmetric Badge
    Chapter 47 Tight Optimistic Estimates for Fast Subgroup Discovery
49. Altmetric Badge
    Chapter 48 Watch, Listen & Learn: Co-training on Captioned Images and Videos
50. Altmetric Badge
    Chapter 49 Parameter Learning in Probabilistic Databases: A Least Squares Approach
51. Altmetric Badge
    Chapter 50 Improving k-Nearest Neighbour Classification with Distance Functions Based on Receiver Operating Characteristics
52. Altmetric Badge
    Chapter 51 One-Class Classification by Combining Density and Class Probability Estimation
53. Altmetric Badge
    Chapter 52 Efficient Frequent Connected Subgraph Mining in Graphs of Bounded Treewidth
54. Altmetric Badge
    Chapter 53 Proper Model Selection with Significance Test
55. Altmetric Badge
    Chapter 54 A Projection-Based Framework for Classifier Performance Evaluation
56. Altmetric Badge
    Chapter 55 Distortion-Free Nonlinear Dimensionality Reduction
57. Altmetric Badge
    Chapter 56 Learning with L q  
58. Altmetric Badge
    Chapter 57 Catenary Support Vector Machines
59. Altmetric Badge
    Chapter 58 Exact and Approximate Inference for Annotating Graphs with Structural SVMs
60. Altmetric Badge
    Chapter 59 Extracting Semantic Networks from Text Via Relational Clustering
61. Altmetric Badge
    Chapter 60 Ranking the Uniformity of Interval Pairs
62. Altmetric Badge
    Chapter 61 Multiagent Reinforcement Learning for Urban Traffic Control Using Coordination Graphs
63. Altmetric Badge
    Chapter 62 StreamKrimp : Detecting Change in Data Streams