Discovery Science

Table of Contents

1. Altmetric Badge
   Book Overview
2. Altmetric Badge
   Chapter 1 Evaluating Decision Makers over Selectively Labelled Data: A Causal Modelling Approach
3. Altmetric Badge
   Chapter 2 Mitigating Discrimination in Clinical Machine Learning Decision Support Using Algorithmic Processing Techniques
4. Altmetric Badge
   Chapter 3 WeakAL : Combining Active Learning and Weak Supervision
5. Altmetric Badge
   Chapter 4 Constrained Clustering via Post-processing
6. Altmetric Badge
   Chapter 5 Deep Convolutional Embedding for Painting Clustering: Case Study on Picasso’s Artworks
7. Altmetric Badge
   Chapter 6 Dynamic Incremental Semi-supervised Fuzzy Clustering for Bipolar Disorder Episode Prediction
8. Altmetric Badge
   Chapter 7 Iterative Multi-mode Discretization: Applications to Co-clustering
9. Altmetric Badge
   Chapter 8 COVID-19 Therapy Target Discovery with Context-Aware Literature Mining
10. Altmetric Badge
    Chapter 9 Semantic Annotation of Predictive Modelling Experiments
11. Altmetric Badge
    Chapter 10 Semantic Description of Data Mining Datasets: An Ontology-Based Annotation Schema
12. Altmetric Badge
    Chapter 11 $$\mathsf {FABBOO}$$ - Online Fairness-Aware Learning Under Class Imbalance
13. Altmetric Badge
    Chapter 12 FEAT: A Fairness-Enhancing and Concept-Adapting Decision Tree Classifier
14. Altmetric Badge
    Chapter 13 Unsupervised Concept Drift Detection Using a Student–Teacher Approach
15. Altmetric Badge
    Chapter 14 Assembled Feature Selection for Credit Scoring in Microfinance with Non-traditional Features
16. Altmetric Badge
    Chapter 15 Learning Surrogates of a Radiative Transfer Model for the Sentinel 5P Satellite
17. Altmetric Badge
    Chapter 16 Nets Versus Trees for Feature Ranking and Gene Network Inference
18. Altmetric Badge
    Chapter 17 Pathway Activity Score Learning for Dimensionality Reduction of Gene Expression Data
19. Altmetric Badge
    Chapter 18 Balancing Between Scalability and Accuracy in Time-Series Classification for Stream and Batch Settings
20. Altmetric Badge
    Chapter 19 DeCStor: A Framework for Privately and Securely Sharing Files Using a Public Blockchain
21. Altmetric Badge
    Chapter 20 Investigating Parallelization of MAML
22. Altmetric Badge
    Chapter 21 Extreme Algorithm Selection with Dyadic Feature Representation
23. Altmetric Badge
    Chapter 22 Federated Ensemble Regression Using Classification
24. Altmetric Badge
    Chapter 23 One-Class Ensembles for Rare Genomic Sequences Identification
25. Altmetric Badge
    Chapter 24 Explaining Sentiment Classification with Synthetic Exemplars and Counter-Exemplars
26. Altmetric Badge
    Chapter 25 Generating Explainable and Effective Data Descriptors Using Relational Learning: Application to Cancer Biology
27. Altmetric Badge
    Chapter 26 Interpretable Machine Learning with Bitonic Generalized Additive Models and Automatic Feature Construction
28. Altmetric Badge
    Chapter 27 Predicting and Explaining Privacy Risk Exposure in Mobility Data
29. Altmetric Badge
    Chapter 28 Maximizing Network Coverage Under the Presence of Time Constraint by Injecting Most Effective k-Links
30. Altmetric Badge
    Chapter 29 On the Utilization of Structural and Textual Information of a Scientific Knowledge Graph to Discover Future Research Collaborations: A Link Prediction Perspective
31. Altmetric Badge
    Chapter 30 Simultaneous Process Drift Detection and Characterization with Pattern-Based Change Detectors
32. Altmetric Badge
    Chapter 31 Extreme Gradient Boosted Multi-label Trees for Dynamic Classifier Chains
33. Altmetric Badge
    Chapter 32 Hierarchy Decomposition Pipeline: A Toolbox for Comparison of Model Induction Algorithms on Hierarchical Multi-label Classification Problems
34. Altmetric Badge
    Chapter 33 Missing Value Imputation with MERCS: A Faster Alternative to MissForest
35. Altmetric Badge
    Chapter 34 Multi-directional Rule Set Learning
36. Altmetric Badge
    Chapter 35 On Aggregation in Ensembles of Multilabel Classifiers
37. Altmetric Badge
    Chapter 36 Attention in Recurrent Neural Networks for Energy Disaggregation
38. Altmetric Badge
    Chapter 37 Enhanced Food Safety Through Deep Learning for Food Recalls Prediction
39. Altmetric Badge
    Chapter 38 FairNN  - Conjoint Learning of Fair Representations for Fair Decisions
40. Altmetric Badge
    Chapter 39 Improving Deep Unsupervised Anomaly Detection by Exploiting VAE Latent Space Distribution
41. Altmetric Badge
    Chapter 40 Detecting Temporal Anomalies in Business Processes Using Distance-Based Methods
42. Altmetric Badge
    Chapter 41 Mining Constrained Regions of Interest: An Optimization Approach
43. Altmetric Badge
    Chapter 42 Mining Disjoint Sequential Pattern Pairs from Tourist Trajectory Data
44. Altmetric Badge
    Chapter 43 Predicting the Health Condition of mHealth App Users with Large Differences in the Number of Recorded Observations - Where to Learn from?
45. Altmetric Badge
    Chapter 44 Spatiotemporal Traffic Anomaly Detection on Urban Road Network Using Tensor Decomposition Method
46. Altmetric Badge
    Chapter 45 Time Series Regression in Professional Road Cycling