Advances in Intelligent Data Analysis XVIII

Table of Contents

1. Altmetric Badge
   Book Overview
2. Altmetric Badge
   Chapter 1 Multivariate Time Series as Images: Imputation Using Convolutional Denoising Autoencoder
3. Altmetric Badge
   Chapter 2 Dual Sequential Variational Autoencoders for Fraud Detection
4. Altmetric Badge
   Chapter 3 A Principled Approach to Analyze Expressiveness and Accuracy of Graph Neural Networks
5. Altmetric Badge
   Chapter 4 Efficient Batch-Incremental Classification Using UMAP for Evolving Data Streams
6. Altmetric Badge
   Chapter 5 GraphMDL: Graph Pattern Selection Based on Minimum Description Length
7. Altmetric Badge
   Chapter 6 Towards Content Sensitivity Analysis
8. Altmetric Badge
   Chapter 7 Gibbs Sampling Subjectively Interesting Tiles
9. Altmetric Badge
   Chapter 8 Even Faster Exact k -Means Clustering
10. Altmetric Badge
    Chapter 9 Ising-Based Consensus Clustering on Specialized Hardware
11. Altmetric Badge
    Chapter 10 Transfer Learning by Learning Projections from Target to Source
12. Altmetric Badge
    Chapter 11 Computing Vertex-Vertex Dissimilarities Using Random Trees: Application to Clustering in Graphs
13. Altmetric Badge
    Chapter 12 Evaluation of CNN Performance in Semantically Relevant Latent Spaces
14. Altmetric Badge
    Chapter 13 Vouw: Geometric Pattern Mining Using the MDL Principle
15. Altmetric Badge
    Chapter 14 A Consensus Approach to Improve NMF Document Clustering
16. Altmetric Badge
    Chapter 15 Discriminative Bias for Learning Probabilistic Sentential Decision Diagrams
17. Altmetric Badge
    Chapter 16 Widening for MDL-Based Retail Signature Discovery
18. Altmetric Badge
    Chapter 17 Addressing the Resolution Limit and the Field of View Limit in Community Mining
19. Altmetric Badge
    Chapter 18 Estimating Uncertainty in Deep Learning for Reporting Confidence: An Application on Cell Type Prediction in Testes Based on Proteomics
20. Altmetric Badge
    Chapter 19 Adversarial Attacks Hidden in Plain Sight
21. Altmetric Badge
    Chapter 20 Enriched Weisfeiler-Lehman Kernel for Improved Graph Clustering of Source Code
22. Altmetric Badge
    Chapter 21 Overlapping Hierarchical Clustering (OHC)
23. Altmetric Badge
    Chapter 22 Digital Footprints of International Migration on Twitter
24. Altmetric Badge
    Chapter 23 Percolation-Based Detection of Anomalous Subgraphs in Complex Networks
25. Altmetric Badge
    Chapter 24 A Late-Fusion Approach to Community Detection in Attributed Networks
26. Altmetric Badge
    Chapter 25 Reconciling Predictions in the Regression Setting: An Application to Bus Travel Time Prediction
27. Altmetric Badge
    Chapter 26 A Distribution Dependent and Independent Complexity Analysis of Manifold Regularization
28. Altmetric Badge
    Chapter 27 Actionable Subgroup Discovery and Urban Farm Optimization
29. Altmetric Badge
    Chapter 28 AVATAR - Machine Learning Pipeline Evaluation Using Surrogate Model
30. Altmetric Badge
    Chapter 29 Detection of Derivative Discontinuities in Observational Data
31. Altmetric Badge
    Chapter 30 Improving Prediction with Causal Probabilistic Variables
32. Altmetric Badge
    Chapter 31 DO-U-Net for Segmentation and Counting
33. Altmetric Badge
    Chapter 32 Enhanced Word Embeddings for Anorexia Nervosa Detection on Social Media
34. Altmetric Badge
    Chapter 33 Event Recognition Based on Classification of Generated Image Captions
35. Altmetric Badge
    Chapter 34 Human-to-AI Coach: Improving Human Inputs to AI Systems
36. Altmetric Badge
    Chapter 35 Aleatoric and Epistemic Uncertainty with Random Forests
37. Altmetric Badge
    Chapter 36 Master Your Metrics with Calibration
38. Altmetric Badge
    Chapter 37 Supervised Phrase-Boundary Embeddings
39. Altmetric Badge
    Chapter 38 Predicting Remaining Useful Life with Similarity-Based Priors
40. Altmetric Badge
    Chapter 39 Orometric Methods in Bounded Metric Data
41. Altmetric Badge
    Chapter 40 Interpretable Neuron Structuring with Graph Spectral Regularization
42. Altmetric Badge
    Chapter 41 Comparing the Preservation of Network Properties by Graph Embeddings
43. Altmetric Badge
    Chapter 42 Making Learners (More) Monotone
44. Altmetric Badge
    Chapter 43 Combining Machine Learning and Simulation to a Hybrid Modelling Approach: Current and Future Directions
45. Altmetric Badge
    Chapter 44 LiBRe: Label-Wise Selection of Base Learners in Binary Relevance for Multi-label Classification
46. Altmetric Badge
    Chapter 45 Angle-Based Crowding Degree Estimation for Many-Objective Optimization