Machine Learning, Optimization, and Data Science

Table of Contents

1. Altmetric Badge
   Book Overview
2. Altmetric Badge
   Chapter 1 Detection of Morality in Tweets Based on the Moral Foundation Theory
3. Altmetric Badge
   Chapter 2 Matrix Completion for the Prediction of Yearly Country and Industry-Level CO $$_2$$ 2 Emissions
4. Altmetric Badge
   Chapter 3 A Benchmark for Real-Time Anomaly Detection Algorithms Applied in Industry 4.0
5. Altmetric Badge
   Chapter 4 A Matrix Factorization-Based Drug-Virus Link Prediction Method for SARS-CoV-2 Drug Prioritization
6. Altmetric Badge
   Chapter 5 Hyperbolic Graph Codebooks
7. Altmetric Badge
   Chapter 6 A Kernel-Based Multilayer Perceptron Framework to Identify Pathways Related to Cancer Stages
8. Altmetric Badge
   Chapter 7 Loss Function with Memory for Trustworthiness Threshold Learning: Case of Face and Facial Expression Recognition
9. Altmetric Badge
   Chapter 8 Machine Learning Approaches for Predicting Crystal Systems: A Brief Review and a Case Study
10. Altmetric Badge
    Chapter 9 LS-PON: A Prediction-Based Local Search for Neural Architecture Search
11. Altmetric Badge
    Chapter 10 Local Optimisation of Nyström Samples Through Stochastic Gradient Descent
12. Altmetric Badge
    Chapter 11 Explainable Machine Learning for Drug Shortage Prediction in a Pandemic Setting
13. Altmetric Badge
    Chapter 12 Intelligent Robotic Process Automation for Supplier Document Management on E-Procurement Platforms
14. Altmetric Badge
    Chapter 13 Batch Bayesian Quadrature with Batch Updating Using Future Uncertainty Sampling
15. Altmetric Badge
    Chapter 14 Sensitivity Analysis of Engineering Structures Utilizing Artificial Neural Networks and Polynomial Chaos Expansion
16. Altmetric Badge
    Chapter 15 Transformers for COVID-19 Misinformation Detection on Twitter: A South African Case Study
17. Altmetric Badge
    Chapter 16 MI2AMI: Missing Data Imputation Using Mixed Deep Gaussian Mixture Models
18. Altmetric Badge
    Chapter 17 On the Utility and Protection of Optimization with Differential Privacy and Classic Regularization Techniques
19. Altmetric Badge
    Chapter 18 MicroRacer: A Didactic Environment for Deep Reinforcement Learning
20. Altmetric Badge
    Chapter 19 A Practical Approach for Vehicle Speed Estimation in Smart Cities
21. Altmetric Badge
    Chapter 20 Corporate Network Analysis Based on Graph Learning
22. Altmetric Badge
    Chapter 21 Source Attribution and Emissions Quantification for Methane Leak Detection: A Non-linear Bayesian Regression Approach
23. Altmetric Badge
    Chapter 22 Analysis of Heavy Vehicles Rollover with Artificial Intelligence Techniques
24. Altmetric Badge
    Chapter 23 Hyperparameter Tuning of Random Forests Using Radial Basis Function Models
25. Altmetric Badge
    Chapter 24 TREAT: Automated Construction and Maintenance of Probabilistic Knowledge Bases from Logs (Extended Abstract)
26. Altmetric Badge
    Chapter 25 Sample-Based Rule Extraction for Explainable Reinforcement Learning
27. Altmetric Badge
    Chapter 26 ABC in Root Cause Analysis: Discovering Missing Information and Repairing System Failures
28. Altmetric Badge
    Chapter 27 Forecasting Daily Cash Flows in a Company - Shortcoming in the Research Field and Solution Exploration
29. Altmetric Badge
    Chapter 28 Neural Network Based Drift Detection
30. Altmetric Badge
    Chapter 29 Aspects and Views on Responsible Artificial Intelligence
31. Altmetric Badge
    Chapter 30 A Real-Time Semantic Anomaly Labeler Capturing Local Data Stream Features to Distinguish Anomaly Types in Production
32. Altmetric Badge
    Chapter 31 Generalising via Meta-examples for Continual Learning in the Wild
33. Altmetric Badge
    Chapter 32 Explainable Deep-Learning Model Reveals Past Cardiovascular Disease in Patients with Diabetes Using Free-Form Visit Reports
34. Altmetric Badge
    Chapter 33 Helping the Oracle: Vector Sign Constraints for Model Shrinkage Methodologies
35. Altmetric Badge
    Chapter 34 Fetal Heart Rate Classification with Convolutional Neural Networks and the Effect of Gap Imputation on Their Performance
36. Altmetric Badge
    Chapter 35 Parallel Bayesian Optimization of Agent-Based Transportation Simulation
37. Altmetric Badge
    Chapter 36 Detecting Anomalies in Marine Data: A Framework for Time Series Analysis
38. Altmetric Badge
    Chapter 37 Does Catastrophic Forgetting Negatively Affect Financial Predictions?
39. Altmetric Badge
    Chapter 38 Mesoscale Events Classification in Sea Surface Temperature Imagery
40. Altmetric Badge
    Chapter 39 Adapting to Complexity: Deep Learnable Architecture for Protein-protein Interaction Predictions
41. Altmetric Badge
    Chapter 40 Capturing Self Fulfilling Beliefs in a Rare Event: Local Outlier Factor
42. Altmetric Badge
    Chapter 41 Hybrid Human-AI Forecasting for Task Duration Estimation in Ship Refit
43. Altmetric Badge
    Chapter 42 Adaptive Zeroth-Order Optimisation of Nonconvex Composite Objectives
44. Altmetric Badge
    Chapter 43 Inferring Pathological Metabolic Patterns in Breast Cancer Tissue from Genome-Scale Models