Machine Learning and Knowledge Discovery in Databases

Table of Contents

1. Altmetric Badge
   Book Overview
2. Altmetric Badge
   Chapter 1 AUDIO : An Integrity $\underline{Audi}$ ting Framework of $\underline{O}$ utlier-Mining-as-a-Service Systems
3. Altmetric Badge
   Chapter 2 Differentially Private Projected Histograms: Construction and Use for Prediction
4. Altmetric Badge
   Chapter 3 Fairness-Aware Classifier with Prejudice Remover Regularizer
5. Altmetric Badge
   Chapter 4 A Live Comparison of Methods for Personalized Article Recommendation at Forbes.com
6. Altmetric Badge
   Chapter 5 Fast ALS-Based Tensor Factorization for Context-Aware Recommendation from Implicit Feedback
7. Altmetric Badge
   Chapter 6 Probability Estimation for Multi-class Classification Based on Label Ranking
8. Altmetric Badge
   Chapter 7 Adaptive Planning for Markov Decision Processes with Uncertain Transition Models via Incremental Feature Dependency Discovery
9. Altmetric Badge
   Chapter 8 APRIL: Active Preference Learning-Based Reinforcement Learning
10. Altmetric Badge
    Chapter 9 Autonomous Data-Driven Decision-Making in Smart Electricity Markets
11. Altmetric Badge
    Chapter 10 Bayesian Nonparametric Inverse Reinforcement Learning
12. Altmetric Badge
    Chapter 11 Bootstrapping Monte Carlo Tree Search with an Imperfect Heuristic
13. Altmetric Badge
    Chapter 12 Fast Reinforcement Learning with Large Action Sets Using Error-Correcting Output Codes for MDP Factorization
14. Altmetric Badge
    Chapter 13 Learning Policies for Battery Usage Optimization in Electric Vehicles
15. Altmetric Badge
    Chapter 14 Policy Iteration Based on a Learned Transition Model
16. Altmetric Badge
    Chapter 15 Structured Apprenticeship Learning
17. Altmetric Badge
    Chapter 16 A Bayesian Approach for Classification Rule Mining in Quantitative Databases
18. Altmetric Badge
    Chapter 17 A Bayesian Scoring Technique for Mining Predictive and Non-Spurious Rules
19. Altmetric Badge
    Chapter 18 Generic Pattern Trees for Exhaustive Exceptional Model Mining
20. Altmetric Badge
    Chapter 19 Bidirectional Semi-supervised Learning with Graphs
21. Altmetric Badge
    Chapter 20 Coupled Bayesian Sets Algorithm for Semi-supervised Learning and Information Extraction
22. Altmetric Badge
    Chapter 21 Graph-Based Transduction with Confidence
23. Altmetric Badge
    Chapter 22 Maximum Consistency Preferential Random Walks
24. Altmetric Badge
    Chapter 23 Semi-supervised Multi-label Classification
25. Altmetric Badge
    Chapter 24 MDL-Based Analysis of Time Series at Multiple Time-Scales
26. Altmetric Badge
    Chapter 25 Separable Approximate Optimization of Support Vector Machines for Distributed Sensing
27. Altmetric Badge
    Chapter 26 Unsupervised Inference of Auditory Attention from Biosensors
28. Altmetric Badge
    Chapter 27 A Family of Feed-Forward Models for Protein Sequence Classification
29. Altmetric Badge
    Chapter 28 General Algorithms for Mining Closed Flexible Patterns under Various Equivalence Relations
30. Altmetric Badge
    Chapter 29 Size Matters: Finding the Most Informative Set of Window Lengths
31. Altmetric Badge
    Chapter 30 Discovering Links among Social Networks
32. Altmetric Badge
    Chapter 31 Efficient Bi-objective Team Formation in Social Networks
33. Altmetric Badge
    Chapter 32 Feature-Enhanced Probabilistic Models for Diffusion Network Inference
34. Altmetric Badge
    Chapter 33 Influence Spread in Large-Scale Social Networks – A Belief Propagation Approach
35. Altmetric Badge
    Chapter 34 Location Affiliation Networks: Bonding Social and Spatial Information
36. Altmetric Badge
    Chapter 35 On Approximation of Real-World Influence Spread
37. Altmetric Badge
    Chapter 36 Opinion Formation by Voter Model with Temporal Decay Dynamics
38. Altmetric Badge
    Chapter 37 Viral Marketing for Product Cross-Sell through Social Networks
39. Altmetric Badge
    Chapter 38 Which Topic Will You Follow?
40. Altmetric Badge
    Chapter 39 Inferring Geographic Coincidence in Ephemeral Social Networks
41. Altmetric Badge
    Chapter 40 Pedestrian Quantity Estimation with Trajectory Patterns
42. Altmetric Badge
    Chapter 41 Socioscope: Spatio-temporal Signal Recovery from Social Media
43. Altmetric Badge
    Chapter 42 A Framework for Evaluating the Smoothness of Data-Mining Results
44. Altmetric Badge
    Chapter 43 Active Evaluation of Ranking Functions Based on Graded Relevance
45. Altmetric Badge
    Chapter 44 Community Trend Outlier Detection Using Soft Temporal Pattern Mining
46. Altmetric Badge
    Chapter 45 Data Structures for Detecting Rare Variations in Time Series
47. Altmetric Badge
    Chapter 46 Invariant Time-Series Classification
48. Altmetric Badge
    Chapter 47 Learning Bi-clustered Vector Autoregressive Models
49. Altmetric Badge
    Chapter 48 Discriminative Factor Alignment across Heterogeneous Feature Space
50. Altmetric Badge
    Chapter 49 Learning to Perceive Two-Dimensional Displays Using Probabilistic Grammars
51. Altmetric Badge
    Chapter 50 Transfer Spectral Clustering
52. Altmetric Badge
    Chapter 51 An Aspect-Lexicon Creation and Evaluation Tool for Sentiment Analysis Researchers
53. Altmetric Badge
    Chapter 52 Association Rule Mining Following the Web Search Paradigm
54. Altmetric Badge
    Chapter 53 ASV Monitor: Creating Comparability of Machine Learning Methods for Content Analysis
55. Altmetric Badge
    Chapter 54 ClowdFlows: A Cloud Based Scientific Workflow Platform
56. Altmetric Badge
    Chapter 55 Extracting Trajectories through an Efficient and Unifying Spatio-temporal Pattern Mining System
57. Altmetric Badge
    Chapter 56 Knowledge Discovery through Symbolic Regression with HeuristicLab
58. Altmetric Badge
    Chapter 57 OutRules : A Framework for Outlier Descriptions in Multiple Context Spaces
59. Altmetric Badge
    Chapter 58 Scientific Workflow Management with ADAMS
60. Altmetric Badge
    Chapter 59 TopicExplorer: Exploring Document Collections with Topic Models
61. Altmetric Badge
    Chapter 60 VIKAMINE – Open-Source Subgroup Discovery, Pattern Mining, and Analytics
62. Altmetric Badge
    Chapter 61 Learning Submodular Functions
63. Altmetric Badge
    Chapter 62 Matrix Factorization as Search
64. Altmetric Badge
    Chapter 63 Metal Binding in Proteins: Machine Learning Complements X-Ray Absorption Spectroscopy
65. Altmetric Badge
    Chapter 64 Modelling Input Varying Correlations between Multiple Responses