Buch, Englisch, 432 Seiten, Gewicht: 830 g
Buch, Englisch, 432 Seiten, Gewicht: 830 g
ISBN: 978-1-119-89632-6
Verlag: Wiley
MATHEMATICS AND COMPUTER SCIENCE
This second volume in a new multi-volume set builds on the basic concepts and fundamentals laid out in the previous volume, presenting the reader with more advanced and cutting-edge topics being developed in this exciting field.
This second volume in a new series from Wiley-Scrivener is the first of its kind to present scientific and technological innovations by leading academicians, eminent researchers, and experts around the world in the areas of mathematical sciences and computing. Building on what was presented in volume one, the chapters focus on more advanced topics in computer science, mathematics, and where the two intersect to create value for end users through practical applications.
The chapters herein cover scientific advancements across a diversified spectrum that includes differential as well as integral equations with applications, computational fluid dynamics, nanofluids, network theory and optimization, control theory, machine learning and artificial intelligence, big data analytics, Internet of Things, cryptography, fuzzy automata, statistics, and many more. Readers of this book will get access to diverse ideas and innovations in the field of computing together with its growing interactions in various fields of mathematics. Whether for the engineer, scientist, student, academic, or other industry professional, this is a must-have for any library.
Autoren/Hrsg.
Weitere Infos & Material
Preface xvii
1 A Comprehensive Review on Text Classification and Text Mining Techniques Using Spam Dataset Detection 1
Tamannas Siddiqui and Abdullah Yahya Abdullah Amer
1.1 Introduction 2
1.2 Text Mining Techniques 3
1.2.1 Data Mining 3
1.2.2 Information Retrieval 4
1.2.3 Natural Language Processing (NLP) 5
1.2.4 Information Extraction 5
1.2.5 Text Summarization 6
1.2.6 Text Categorization 7
1.2.7 Clustering 7
1.2.8 Information Visualization 7
1.2.9 Question Answer 8
1.3 Dataset and Preprocessing Steps 9
1.3.1 Text Preprocess 9
1.4 Feature Extraction 9
1.4.1 Term Frequency – Inverse Document Frequency 10
1.4.2 Bag of Words (BoW) 10
1.5 Supervised Machine Learning Classification 11
1.6 Evaluation 11
1.7 Experimentation and Discussion Results for Spam Detection Data 11
1.8 Text Mining Applications 13
1.9 Text Classification Support 13
1.9.1 Health 13
1.9.2 Business and Marketing 14
1.9.3 Law 14
1.10 Conclusions 14
References 15
2 Study of Lidar Signals of the Atmospheric Boundary Layer Using Statistical Technique 19
Kamana Mishra and Bhavani Kumar Yellapragada
2.1 Introduction 19
2.2 Methodology 21
2.2.1 A Statistical Approach to Determine the CBLH 21
2.2.2 A Statistical Approach to Determine the Best Fit Distribution to the Backscatter Signals of the Lidar Dataset 22
2.3 Mathematical Background of Method 23
2.4 Example and Result 24
2.5 Conclusion and Future Scope 27
Acknowledgement 28
References 28
Annexure 30
3 Optimal Personalized Therapies in Colon Cancer Induced Immune Response using a Fokker-Planck Framework 33
Souvik Roy and Suvra Pal
3.1 Introduction 33
3.2 The Control Framework Based on Fokker-Planck Equations 35
3.3 Theoretical Results 39
3.4 Numerical Schemes 41
3.5 Results 43
3.6 Conclusion 44
Acknowledgments 45
References 45
4 Detection and Classification of Leaf Blast Disease using Decision Tree Algorithm in Rice Crop 49
Sarvesh Vishwakarma and Bhavna Chilwal
4.1 Introduction 49
4.2 Proposed Methodology 51
4.3 Result Analysis 52
4.4 Conclusion 55
4.5 Future Work 55
References 56
5 Novel Hybrid Optimal Deep Network and Optimization Approach for Human Face Emotion Recognition 59
J. Seetha, M. Ayyadurai and M. Mary Victoria Florence
5.1 Introduction 60
5.2 Related Work 61
5.3 System Model and Problem Statement 62
5.4 Proposed Model 63
5.4.1 Preprocessing Stage 64
5.4.2 Knowledge Based Face Detection 64
5.4.3 Image Resizing 64
5.4.4 Feature Extraction 64
5.5 Proposed HDC-GEN Classification 65
5.6 Result and Discussion 68
5.6.1 Performance Metrics Evaluation 69
5.6.2 Comparative Analysis 70
5.7 Conclusion 74
References 74
6 An Application of Information Technology in Adaptive Leadership of Ministry of Ayush During Pandemic of Covid 19: A Case Study 77
Vikram Singh, Shikha Kapoor and Sandeep Kumar Gupta
6.1 Introduction 77
6.2 Ministry of AYUSH 78
6.3 Leadership Principles and Practices by Ministry of AYUSH During Covid- 19 79
6.4 Effective Communication 79
6.5 Sharing of Resources 80
6.6 Shared Decision Making 81
6.7 Training of Manpower 81
6.8 Use of IT Platform 81
6.9 Finding Opportunities for R&D During the Crisis 83
6.10 Collaborating with Stakeholders for International Day of Yoga (IDY) 84
6.11 Providing Hope When Nothing Seemed to be Working 87
6.12 Leveraging Old Knowledge 87
6.13 Conclusion 88
References 88
7 Encoder-Decoder Models for Protein Secondary Structure Prediction 91
Ashish Kumar Sharma and Rajeev Srivastava
7.1 Introduction 91
7.2 Literature Review 93
7.3 Experimental Work 93
7.3.1 Data Set 93
7.3.2 Proposed Methodology 94
7.3.3 Data Preprocessing 94
7.3.4 Long Short Term Memory 94
7.4 Results and Discussion 96
7.5 Conclusion 97
References 98
8 Hesitancy, Awareness, and Vaccination: A Computational Analysis on Complex Networks 101
Dibyajyoti Mallick, Aniruddha Ray, Ankita Das and Sayantari Ghosh
8.1 Introduction 101
8.2 Model Formulation 103
8.3 Model Analysis on Complex Network 106
8.3.1 Effect of Vaccination Rate 107
8.3.2 Effect of Negative Rumors 108
8.3.3 Effect of Positive Peer Influence 108
8.4 Conclusions and Perspectives 111
References 112
9 Propagation of Seismic Waves in Porous Thermoelastic Semi-Infinite Space with Impedance Boundary Conditions 115
Annu Rani and Dinesh Kumar Madan
9.1 Introduction 115
9.2 Basic Equations 116
9.3 Problem Formulation 118
9.4 Reflection at the Free Surface 121
9.4.1 Boundary Conditions 124
9.4.2 Energy Ratios 126
9.5 Numerical Results and Discussion 127
9.6 Conclusion 133
References 134
10 IoT Based Ensemble Predictive Techniques to Determine the Student Observing Analysis through E-Learning 137
Rufia Thaseen I., S. Shahar Banu and Sudha Rajesh
10.1 Introduction 138
10.2 Review of Literature 140
10.2.1 Objectives of the Study 142
10.3 Methodology 142
10.4 Analysis and Interpretation 143
10.5 Findings and Conclusion 147
References 148
11 Modelling and Analysis of a Congestion Dependent Queue with Bernoulli Scheduled Vacation Interruption and Client Impatience 151
K. Jyothsna and P. Vijaya Kumar
11.1 Introduction 152
11.2 Model Overview 154
11.3 Model Analysis 155
11.3.1 Pre-Arrival Epoch Probabilities 157
11.3.2 Arbitrary Epoch Probabilities 162
11.4 Special Cases 163
11.5 Performance Metrics 163
11.6 Numerical Outcomes 164
11.7 Conclusion 169
References 169
12 Resource Allocation Determines Alternate Cell Fate in Bistable Genetic Switch 173
Priya Chakraborty and Sayantari Ghosh
12.1 Introduction 173
12.2 Model Formulation 176
12.3 Result Section 178
12.3.1 Pitchfork Bifurcation in Genetic Toggle 178
12.3.1.1 Resource Affinity Regulates the Symmetry of Pitchfork Bifurcation 178
12.3.1.2 Availability of Total mRNA Pool Regulates the Symmetry of Pitchfork Bifurcation 180
12.3.1.3 Total Resource Availability Regulates the Point of Bifurcation in the System 180
12.3.2 Saddle Node Bifurcation in Genetic Toggle 180
12.3.2.1 Resource Distribution Regulates the Point of Bifurcation in Toggle Switch 182
12.3.2.2 Region of Interest in Toggle Switch is Significantly Regulated by Resource Allocation 182
12.3.2.3 Total Resource Availability T Regulates Saddle Node Bifurcation Curve 183
12.4 Conclusion 183
Acknowledgement 184
References 184
13 A Hybrid Approach to Ontology Evaluation 187
Aastha Mishra and Preetvanti Singh
13.1 Introduction 187
13.2 Background 188
13.3 The Developed OntoEva Method 189
13.4 Ontology Selection for Epilepsy Disorder 190
13.4.1 Accuracy 191
13.4.2 Adaptability 191
13.4.3 Clarity 191
13.4.4 Completeness 192
13.4.5 Conciseness 192
13.4.6 Consistency 192
13.4.7 Organizational Fitness 192
13.5 Results 201
13.6 Comparison of Ontologies 201
13.7 Conclusion 202
References 203
14 Smart Health Care Waste Segregation and Safe Disposal 205
R.M. Bommi, Sami Venkata Sai Rajeev, Sarvepalli Navya, Veluru Sai Teja and Uppala Supriya
14.1 Introduction 206
14.2 Related Works 207
14.3 System Arc
