Explainable AI
Editat de Harish Garg, Preethi Nanjundan, Sachi Nandan Mohanty, Shu Huen Limba Engleză Hardback – 16 dec 2026
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Cuprins
Volume 1
Preface xxv
Part I: Foundations and Principles of Explainable AI 1
1 Introduction to Explainable AI: Concepts and Principles 3
Preethi Nanjundan, Prajwal Singh and Jossy P. George
2 Advancements in Explainable AI: A Historical Perspective 31
Ruchira Deokar, Preethi Nanjundan and Jossy P. George
3 XAI: The Evolution of Explainable AI Techniques 57
S. Mohana Saranya, T. Suganya, Prasanndh Raaju M. R., Roshni Magesh, Gokila S. and Kavyadarshini M.
4 The Evolution and Advancements of Explainable AI (XAI) Techniques in Modern Applications 85
Ruchira Deokar, Preethi Nanjundan and Jossy P. George
5 Human-Centric Design in Explainable AI Systems: Frameworks, Applications and Challenges 109
Stuti Jalan and Lalatendu Kesari Jena
6 A Human-Centered Approach to Designing Explainable AI Systems for Transparency and Trust 127
Peter V. Muttungal, Jossy P. George, Nishi Priya and Benny Godwin J. Davidson
7 Making AI Understandable: The Power of Explainability 139
Pankaj Kumar Madhukar
Part II: Explainable AI in Domain-Specific Applications 177
8 Smart Healthcare System Evolution: A Comprehensive Review 179
K. Prableen, G. Ritu and S. Manik
9 Explainable Artificial Intelligence in Finance: Transparency and Compliance 207
Pooja Devi and Rakesh Kumar
10 A Comprehensive Survey on Advanced CNN Based Approaches for Cardiac Abnormality Detection 225
Sowmya D., Vaitheki K. and Anousouya Devi M.
11 Sentiment Analysis of Product Reviews for Enhanced Customer Feedback 237
Lalitha Somasundharam, Chinthala Harsha Vardhan, Sagi Bhimeswara Akshay Varma and Vandrapu Siva Ganesh
12 Explainable AI in Education: Enhancing Learning and Informed Decision-Making 251
Vasim Ahmad and Rakesh Kumar
13 Explainable AI in Customer Service: Improving User Experience 279
Jossy P. George, Peter V. Muttungal and Benny Godwin J. Davidson
14 Diabetic Retinopathy Classification Using Transfer Learning with Ensemble Methods 293
Meghana Choudhary
15 Explainable AI in Social Media: Enhancing User Trust and Engagement 305
Ruchira Deokar, Preethi Nanjundan and Lijo Thomas
16 Explainable AI for Advanced Natural Calamity Prediction: Integrating Satellite Imagery with ConvLSTM Networks 331
Akash R., Mouli Krishna V., Varun Anto Priyans R., Vidhya V. and Nirmala Venkatachalam
17 Leveraging Explainable AI for Optimizing Edge Computing in IoT-Based Healthcare: Foundations, Innovations, and Applications 359
Siraj Mohamed, M. Azees, D. S. S. N. Raju, Sai Babu Veesam and D.D. Siva Prasad
18 Empowering Fitness with XAI: A Cloud-Centric Framework for Calorie Intake and Burn Prediction 383
Geetika Munjal, Vaibhav Sharma, Priyanshi Chauhan, Nupur Bhardwaj and Naman Mittal
19 Explainable AI in Environmental Monitoring: Insights for Sustainability 405
Preethi Nanjundan, Lijo Thomas and Arushi Sharma
20 Explainable AI in Supply Chain Management: Enhancing Efficiency and Visibility 427
Preethi Nanjundan, Lijo Thomas and Akhand Tiwari
Part III: Financial, Legal, and Ethical Aspects of XAI 449
21 Attacking Important Pixels for Anchor-Free Detectors 451
Yunxu Xie, Peng Huang, Shu Hu, Xin Wang, Quanyu Liao, Bin Zhu, Siwei Lyu and Xi Wu
22 Explainable AI in Ethico-Legal and Regulatory Compliance 485
Ananya Pandey, Jipson Joseph and A. Agnel Samy
Volume 2
23 Regulatory Compliance and Explainable AI: What Challenges Remain 505
Nitish Ojha and Abhishek Vaish
24 A Comprehensive Analysis of The Utilization of Explainable Artificial Intelligence in the Banking and Financial Industry 527
Varun Kesavan and Aruna Polisetty
25 Addressing Privacy Concerns in Explainable AI 551
Savithri M.
26 Understanding Bias and Fairness in AI Models 575
Priyanshu Gourav Sarangi and Rudranarayan Pradhan
27 Explainable AI for Risk Assessment and Decision Support 601
Preethi Nanjundan, Lijo Thomas and Devang Singh
Part IV: Technical Advances and Deep Learning in XAI 627
28 A Deep Learning Approach to Detect Deep-Fake Audio 629
Mst. Sumaiya Afrin Mim, Faisal Imran, Afridi Bin Hafiz, Md. Mohashin Hossain and Mahedy Hasan Foysal
29 Enhanced Wild Animal Detection Using YOLOv3 with Adaptive Preprocessing and Dynamic Feature Extraction 643
Rahul P. More and Rais Abdul Hamid Khan
30 A Novel Autoencoder-Based Similarity Measure for Scale-Invariant NIR-VIS Face Recognition 663
Amruta Nagesh Chitari, Sharanabasava Inamdar and Pradip Salve
31 Vehicle Number Plate Recognition Using YOLO with LLM-Powered OCR 681
Bhagyashree Lambture, Ketaki Nerkar, Priyanka Rote and Vedah Nawale
32 Identifying the Historical Era of MODI Manuscripts Using Deep Learning Techniques 699
Sagar Rajebhosale and Jayashri Bagade
33 Implementing Finite State Machines and Evaluating A* Pathfinding for Enemy AI in Unity-Based Games 717
Shivaji Patil, Jiya Moolya, Heramb Patil, Pushkar Patil, Riddhi Mirajkar and Pravin Futane
34 Bridging Financial Data Gaps with WGAN-GP: Generating Synthetic Time Series for Robust Models 739
Rishabh Shah, Fayed Hakim, Armaan Attar, Harsh Samant, Nilesh Patil and Chinmay Raut
35 A Hybrid Deep Learning Approach for Energy Consumption Forecasting: Insights from LSTM, DE, and DNN 755
Mehzabin F. Pathan, Kavita Kolpe, Onkar Kundaram, Prajwal Khobragade, Vishwas Kude, Shreyas Patil and Madhuri Amol Suryavanshi
36 A Machine Learning Approach for Cognitive Decline Detection Using Neuroimaging Data 785
Kalyani Bhosale, Namrta Budde, Pragati Dhobale and Vidya Dhamdhere
37 Prediction of Rainfall in Maharashtra Using Machine Learning Techniques 805
Sushilkumar R. Kalmegh and Dhanaji P. Bhanvase
38 Unified Multimodal Approach for Data Agnostic Annotations with Integrated Augmentations and Auto Annotations 825
Vandana Rupnar, Sakshi Gawande, Vaishnavi Adsure, Mohit Kirtane, Prathamesh Gayake and Pradnya Mehta
Part V: Emerging Innovations and Case Studies 845
39 Emerging Trends and Challenges in Explainable AI 847
Ruchira Deokar, Preethi Nanjundan and Jossy P. George
40 Future Trends and Challenges in Explainable AI 871
Vasim Ahmad and Rakesh Kumar
41 Decoding Sarcasm: Understanding Its Role in Social Media Discourse 895
Yuvraj G. Nikam, Amit Kumar Pathak and Dhanshri Amol Shinde
42 Arthritis Neglected Health Priorities: A Bibliometric Analysis and Future Research Directions 915
Archana Y. Chaudhari, Megha V. Kadam, Sarika T. Deokate and Mangesh D. Salunke
43 Depression Detection Using Social Media Psychological Analysis Based on the Lexicon Approach 931
Gokul Pawade and Mininath Bendre
44 Real-Time Personalized Meal Recommendations Tailored to Dietary Preferences and Health Goals 951
Vaasu Goel, Salman Khan, Shashank Teotia and Waseem Ahmed
45 Anemia Level Detection and Prediction in Pregnant Women Using Machine Learning and Deep Learning 967
Tejaswini Sunil Bhoye and Nikhil Mhala
46 Smart Management of Electric Vehicle Charging Station Using Google Map API 997
Kunal Chaudhari, Jagruti Gulhane, Lingram Gurude and Geeta Atkar
47 Advanced Analysis of Geospatial Data Patterns 1013
Priyadarshani Kalbandhe, Omkar Nilawar, Kirtan Chandak and Sunita Nandgave
49 Utilizing Convolutional Neural Networks for Identification and Categorization of Plant Diseases 1065
Harshit Singh and Pragya Tewari
References 1079
Index 1081
Preface xxv
Part I: Foundations and Principles of Explainable AI 1
1 Introduction to Explainable AI: Concepts and Principles 3
Preethi Nanjundan, Prajwal Singh and Jossy P. George
2 Advancements in Explainable AI: A Historical Perspective 31
Ruchira Deokar, Preethi Nanjundan and Jossy P. George
3 XAI: The Evolution of Explainable AI Techniques 57
S. Mohana Saranya, T. Suganya, Prasanndh Raaju M. R., Roshni Magesh, Gokila S. and Kavyadarshini M.
4 The Evolution and Advancements of Explainable AI (XAI) Techniques in Modern Applications 85
Ruchira Deokar, Preethi Nanjundan and Jossy P. George
5 Human-Centric Design in Explainable AI Systems: Frameworks, Applications and Challenges 109
Stuti Jalan and Lalatendu Kesari Jena
6 A Human-Centered Approach to Designing Explainable AI Systems for Transparency and Trust 127
Peter V. Muttungal, Jossy P. George, Nishi Priya and Benny Godwin J. Davidson
7 Making AI Understandable: The Power of Explainability 139
Pankaj Kumar Madhukar
Part II: Explainable AI in Domain-Specific Applications 177
8 Smart Healthcare System Evolution: A Comprehensive Review 179
K. Prableen, G. Ritu and S. Manik
9 Explainable Artificial Intelligence in Finance: Transparency and Compliance 207
Pooja Devi and Rakesh Kumar
10 A Comprehensive Survey on Advanced CNN Based Approaches for Cardiac Abnormality Detection 225
Sowmya D., Vaitheki K. and Anousouya Devi M.
11 Sentiment Analysis of Product Reviews for Enhanced Customer Feedback 237
Lalitha Somasundharam, Chinthala Harsha Vardhan, Sagi Bhimeswara Akshay Varma and Vandrapu Siva Ganesh
12 Explainable AI in Education: Enhancing Learning and Informed Decision-Making 251
Vasim Ahmad and Rakesh Kumar
13 Explainable AI in Customer Service: Improving User Experience 279
Jossy P. George, Peter V. Muttungal and Benny Godwin J. Davidson
14 Diabetic Retinopathy Classification Using Transfer Learning with Ensemble Methods 293
Meghana Choudhary
15 Explainable AI in Social Media: Enhancing User Trust and Engagement 305
Ruchira Deokar, Preethi Nanjundan and Lijo Thomas
16 Explainable AI for Advanced Natural Calamity Prediction: Integrating Satellite Imagery with ConvLSTM Networks 331
Akash R., Mouli Krishna V., Varun Anto Priyans R., Vidhya V. and Nirmala Venkatachalam
17 Leveraging Explainable AI for Optimizing Edge Computing in IoT-Based Healthcare: Foundations, Innovations, and Applications 359
Siraj Mohamed, M. Azees, D. S. S. N. Raju, Sai Babu Veesam and D.D. Siva Prasad
18 Empowering Fitness with XAI: A Cloud-Centric Framework for Calorie Intake and Burn Prediction 383
Geetika Munjal, Vaibhav Sharma, Priyanshi Chauhan, Nupur Bhardwaj and Naman Mittal
19 Explainable AI in Environmental Monitoring: Insights for Sustainability 405
Preethi Nanjundan, Lijo Thomas and Arushi Sharma
20 Explainable AI in Supply Chain Management: Enhancing Efficiency and Visibility 427
Preethi Nanjundan, Lijo Thomas and Akhand Tiwari
Part III: Financial, Legal, and Ethical Aspects of XAI 449
21 Attacking Important Pixels for Anchor-Free Detectors 451
Yunxu Xie, Peng Huang, Shu Hu, Xin Wang, Quanyu Liao, Bin Zhu, Siwei Lyu and Xi Wu
22 Explainable AI in Ethico-Legal and Regulatory Compliance 485
Ananya Pandey, Jipson Joseph and A. Agnel Samy
Volume 2
23 Regulatory Compliance and Explainable AI: What Challenges Remain 505
Nitish Ojha and Abhishek Vaish
24 A Comprehensive Analysis of The Utilization of Explainable Artificial Intelligence in the Banking and Financial Industry 527
Varun Kesavan and Aruna Polisetty
25 Addressing Privacy Concerns in Explainable AI 551
Savithri M.
26 Understanding Bias and Fairness in AI Models 575
Priyanshu Gourav Sarangi and Rudranarayan Pradhan
27 Explainable AI for Risk Assessment and Decision Support 601
Preethi Nanjundan, Lijo Thomas and Devang Singh
Part IV: Technical Advances and Deep Learning in XAI 627
28 A Deep Learning Approach to Detect Deep-Fake Audio 629
Mst. Sumaiya Afrin Mim, Faisal Imran, Afridi Bin Hafiz, Md. Mohashin Hossain and Mahedy Hasan Foysal
29 Enhanced Wild Animal Detection Using YOLOv3 with Adaptive Preprocessing and Dynamic Feature Extraction 643
Rahul P. More and Rais Abdul Hamid Khan
30 A Novel Autoencoder-Based Similarity Measure for Scale-Invariant NIR-VIS Face Recognition 663
Amruta Nagesh Chitari, Sharanabasava Inamdar and Pradip Salve
31 Vehicle Number Plate Recognition Using YOLO with LLM-Powered OCR 681
Bhagyashree Lambture, Ketaki Nerkar, Priyanka Rote and Vedah Nawale
32 Identifying the Historical Era of MODI Manuscripts Using Deep Learning Techniques 699
Sagar Rajebhosale and Jayashri Bagade
33 Implementing Finite State Machines and Evaluating A* Pathfinding for Enemy AI in Unity-Based Games 717
Shivaji Patil, Jiya Moolya, Heramb Patil, Pushkar Patil, Riddhi Mirajkar and Pravin Futane
34 Bridging Financial Data Gaps with WGAN-GP: Generating Synthetic Time Series for Robust Models 739
Rishabh Shah, Fayed Hakim, Armaan Attar, Harsh Samant, Nilesh Patil and Chinmay Raut
35 A Hybrid Deep Learning Approach for Energy Consumption Forecasting: Insights from LSTM, DE, and DNN 755
Mehzabin F. Pathan, Kavita Kolpe, Onkar Kundaram, Prajwal Khobragade, Vishwas Kude, Shreyas Patil and Madhuri Amol Suryavanshi
36 A Machine Learning Approach for Cognitive Decline Detection Using Neuroimaging Data 785
Kalyani Bhosale, Namrta Budde, Pragati Dhobale and Vidya Dhamdhere
37 Prediction of Rainfall in Maharashtra Using Machine Learning Techniques 805
Sushilkumar R. Kalmegh and Dhanaji P. Bhanvase
38 Unified Multimodal Approach for Data Agnostic Annotations with Integrated Augmentations and Auto Annotations 825
Vandana Rupnar, Sakshi Gawande, Vaishnavi Adsure, Mohit Kirtane, Prathamesh Gayake and Pradnya Mehta
Part V: Emerging Innovations and Case Studies 845
39 Emerging Trends and Challenges in Explainable AI 847
Ruchira Deokar, Preethi Nanjundan and Jossy P. George
40 Future Trends and Challenges in Explainable AI 871
Vasim Ahmad and Rakesh Kumar
41 Decoding Sarcasm: Understanding Its Role in Social Media Discourse 895
Yuvraj G. Nikam, Amit Kumar Pathak and Dhanshri Amol Shinde
42 Arthritis Neglected Health Priorities: A Bibliometric Analysis and Future Research Directions 915
Archana Y. Chaudhari, Megha V. Kadam, Sarika T. Deokate and Mangesh D. Salunke
43 Depression Detection Using Social Media Psychological Analysis Based on the Lexicon Approach 931
Gokul Pawade and Mininath Bendre
44 Real-Time Personalized Meal Recommendations Tailored to Dietary Preferences and Health Goals 951
Vaasu Goel, Salman Khan, Shashank Teotia and Waseem Ahmed
45 Anemia Level Detection and Prediction in Pregnant Women Using Machine Learning and Deep Learning 967
Tejaswini Sunil Bhoye and Nikhil Mhala
46 Smart Management of Electric Vehicle Charging Station Using Google Map API 997
Kunal Chaudhari, Jagruti Gulhane, Lingram Gurude and Geeta Atkar
47 Advanced Analysis of Geospatial Data Patterns 1013
Priyadarshani Kalbandhe, Omkar Nilawar, Kirtan Chandak and Sunita Nandgave
49 Utilizing Convolutional Neural Networks for Identification and Categorization of Plant Diseases 1065
Harshit Singh and Pragya Tewari
References 1079
Index 1081