Intro
Preface
Contents
About the Editors
1 Rebalancing Algorithm for Bike Sharing System Networks with Uncertain Inventories and Stations with Finite Capacity
1 Introduction
2 General Model
2.1 Least Cost Flow Model
2.2 Balanced Least Cost Flow Model
2.3 Inventory Distribution Model
3 Case Study
4 Results
5 Conclusions
6 Future Works
References
2 Sensor-Based Personal Activity Recognition Using Mixed 5-Layer CNN-LSTM and Hyperparameter Tunning
1 Introduction
2 Theoretical Background
3 Implementation Methodology

3.1 UCI-HAR Smartphone Dataset
4 Experiments and Results
4.1 Comparative Results
4.2 Comparative Analysis
5 Conclusion
References
3 Machine Learning Approach Using Artificial Neural Networks to Detect Malicious Nodes in IoT Networks
1 Introduction
2 Literature Survey
3 Proposed Methodology
4 Experimentation
5 Conclusion
References
4 Ensemble Learning Approach for Heart Disease Prediction
1 Introduction
2 Literature Review
3 Methodology
3.1 Dataset Analysis
3.2 Proposed Approach
4 Results and Discussion

4.1 Machine Learning Algorithms Used
5 Conclusion and Future Scope
References
5 Computer Vision-Based Contactless Cardiac Pulse Estimation
1 Literature Survey
2 Methodology
2.1 Face Detection and Tracking
2.2 Region of Interest
2.3 RGB Signals Extraction
2.4 Signal Preprocessing
2.5 Heart Rate Estimation
3 Results and Discussion
4 Conclusion
References
6 Mobile Malware Detection: A Comparative Study of Machine Learning Models
1 Introduction
2 Related Work
3 Machine Learning Models for Malware Detection
3.1 CNN Architecture
3.2 Random Forest

3.3 Decision Tree
4 Experimental Setup and Performance Evaluation
4.1 Dataset
4.2 Performance Evaluation
5 Accuracy
6 False Positive Rate
7 False Negative Rate
8 Precision
9 Recall
10 Conclusion
References
7 Distance and Similarity Measures of Hesitant Bi-Fuzzy Set and Its Applications in Pattern Recognition Problem
1 Introduction
2 Preliminaries
3 New Series of Distance Measures for Hesitant Bi-Fuzzy Sets
3.1 Series of Distance Measures for HBFSs
3.2 New Similarity Measures
4 An Algorithm for Hesitant Bi-Fuzzy TOPSIS
5 Illustrative Examples

5.1 Comparative Study and Application in Pattern Recognition
5.2 Sensitivity Study
6 Conclusion
References
8 Impact of Machine Learning in Education
1 Introduction
2 Related Work
3 Major Issues
3.1 Personal and Customized Learning
3.2 Content Analysis
3.3 Grade Management
3.4 Material Management
3.5 Progress Management
4 Research Methodology
4.1 A Survey by Questionnaires
4.2 Target Team
4.3 Target Setting Study
4.4 Research-Based on Case Study
5 Comparative Exploration
5.1 Easy Implementation
5.2 Easy Usage
5.3 Easy Administration