Linked e-resources
Details
Table of Contents
Intro
Preface
Organization
Contents
Keynote
A Gentle Introduction to Zero-Knowledge
References
Deep Learning and AI
Automated Assessment of Lower and Higher-Order Thinking Skills Using Artificial Intelligence Methods
1 Introduction
2 Assessment of Higher-Order Thinking Skills
3 Use of AI Methods for Formative Assessments
3.1 Setting up the Experiment
3.2 Use of Neural Networks
3.3 Application of the SVM Method
3.4 Using the Linear Regression Method
4 Improving Results Using the GARP Method
5 Conclusion
References
Predicting and Classifying Drug Interactions
1 Introduction
2 Related Work
3 Datasets
4 Methodology
4.1 Similarity Based Link Prediction Methods
4.2 Random Walk-Based Link Prediction
4.3 Deep Learning Link Prediction Methods
4.4 Drug-Drug Interaction Type Classification
5 Discussion of Results
5.1 Prediction of Drug-Drug Interactions
5.2 Classifying the Type of Drug-Drug Interaction
6 Conclusions
References
SemanticStyleGAN: Generative Image Inpainting Using Style-Based Generator
1 Introduction
2 Related Work
3 SemanticStyleGAN Architecture: Semantic Inpainting by Constrained Image Generation
3.1 Context Loss
3.2 Prior Loss
3.3 Image Completion
4 Experiments
4.1 Dataset and Image Masks
4.2 Implementation Details and Training Setup
5 Discussion of Results
5.1 Qualitative Results
5.2 Quantitative Results
6 Summary and Future Directions
References
NLP and Social Network Analysis
Models for Detecting Frauds in Medical Insurance
1 Introduction
2 Related Work
3 Proposed Solution
3.1 Methods for Building the Models
3.2 Evaluation Metrics
4 Experiments and Results
4.1 Dataset
4.2 Preprocessing and Data Exploratory Analysis
4.3 Building Models and Evaluation
4.4 Best Results
5 Comparison with Closely Related Research Papers
6 Conclusion
References
Multi-criteria Evaluation of Students' Performance Based on Hybrid AHP-Entropy Approach with TOPSIS, MOORA and WPM
1 Introduction
2 Objective Definition of Criteria Weights with Entropy
3 Front-End AHP: Systemization of Evaluation Criteria in Blocks
4 Evaluation with TOPSIS, MOORA and WPM
4.1 Technique for Order Preference by Similarity to Ideal Solution (TOPSIS)
4.2 Multi-objective Optimization Based on Ratio Analysis (MOORA)
4.3 Weighted Product Method (WPM)
5 Correlation Analysis of TOPSIS, MOORA and WPM Results
6 Back-End AHP for Multiple Assessment Integration (MAI)
7 Conclusions and Further Research
References
Modeling the Association Between Prenatal Exposure to Mercury and Neurodevelopment of Children
1 Introduction
2 Data
3 Machine Learning Methods
4 Related Work
5 Experimental Setup
6 Results
7 Conclusion
References
Preface
Organization
Contents
Keynote
A Gentle Introduction to Zero-Knowledge
References
Deep Learning and AI
Automated Assessment of Lower and Higher-Order Thinking Skills Using Artificial Intelligence Methods
1 Introduction
2 Assessment of Higher-Order Thinking Skills
3 Use of AI Methods for Formative Assessments
3.1 Setting up the Experiment
3.2 Use of Neural Networks
3.3 Application of the SVM Method
3.4 Using the Linear Regression Method
4 Improving Results Using the GARP Method
5 Conclusion
References
Predicting and Classifying Drug Interactions
1 Introduction
2 Related Work
3 Datasets
4 Methodology
4.1 Similarity Based Link Prediction Methods
4.2 Random Walk-Based Link Prediction
4.3 Deep Learning Link Prediction Methods
4.4 Drug-Drug Interaction Type Classification
5 Discussion of Results
5.1 Prediction of Drug-Drug Interactions
5.2 Classifying the Type of Drug-Drug Interaction
6 Conclusions
References
SemanticStyleGAN: Generative Image Inpainting Using Style-Based Generator
1 Introduction
2 Related Work
3 SemanticStyleGAN Architecture: Semantic Inpainting by Constrained Image Generation
3.1 Context Loss
3.2 Prior Loss
3.3 Image Completion
4 Experiments
4.1 Dataset and Image Masks
4.2 Implementation Details and Training Setup
5 Discussion of Results
5.1 Qualitative Results
5.2 Quantitative Results
6 Summary and Future Directions
References
NLP and Social Network Analysis
Models for Detecting Frauds in Medical Insurance
1 Introduction
2 Related Work
3 Proposed Solution
3.1 Methods for Building the Models
3.2 Evaluation Metrics
4 Experiments and Results
4.1 Dataset
4.2 Preprocessing and Data Exploratory Analysis
4.3 Building Models and Evaluation
4.4 Best Results
5 Comparison with Closely Related Research Papers
6 Conclusion
References
Multi-criteria Evaluation of Students' Performance Based on Hybrid AHP-Entropy Approach with TOPSIS, MOORA and WPM
1 Introduction
2 Objective Definition of Criteria Weights with Entropy
3 Front-End AHP: Systemization of Evaluation Criteria in Blocks
4 Evaluation with TOPSIS, MOORA and WPM
4.1 Technique for Order Preference by Similarity to Ideal Solution (TOPSIS)
4.2 Multi-objective Optimization Based on Ratio Analysis (MOORA)
4.3 Weighted Product Method (WPM)
5 Correlation Analysis of TOPSIS, MOORA and WPM Results
6 Back-End AHP for Multiple Assessment Integration (MAI)
7 Conclusions and Further Research
References
Modeling the Association Between Prenatal Exposure to Mercury and Neurodevelopment of Children
1 Introduction
2 Data
3 Machine Learning Methods
4 Related Work
5 Experimental Setup
6 Results
7 Conclusion
References