Quantum Machine Learning

R. Bala Krishnan, PhD is an Assistant Professor in the Department of Computer Science and Engineering at the Srinivasa Ramanujan Centre at SASTRA University, Kumbakonam, India, with more than 15 years of experience. He has published more than 50 research papers in international journals and his interests include quantum computing, machine learning, artificial intelligence, intrusion detection and prevention systems. N. Rajesh Kumar, PhD is an Assistant Professor in the Department of Computer Science and Engineering at the Srinivasa Ramanujan Centre at SASTRA University, Kumbakonam, India. He has published more than 30 research articles in journals and conferences of repute. His research interests include information hiding, image processing, and visual cryptography. Subramaniyaswamy V., PhD is a Professor in the School of Computer Science and Engineering at the Vellore Institute of Technology. Vellore. Tamil Nadu, India. He has internationally published more than 200 articles and book chapters. His technical competencies lie in recommender systems, blockchain networks, artificial intelligence, machine learning, and big data analytics.

• Preface xvPart I: Building Effective Artificial Intelligence Based Machine Learning Systems & IoT Applications 11 Essentials of Data Analytics for Smart IoT 3J.E. Judith, C.R. Jothy, C. Dhayananth Jegan and A.J. Anju2 Profiling Crop Water Stress Using Modular Neural Network Classifier for an IoT-Enabled Crop Irrigation System 27Jeyapandian Munisamy and Durga Karthik3 Integrating AI and Machine Learning (ML) with the Internet of Things (IoT) 43Swetha Margaret T. A., Renuka Devi D. and Diana Judith I.4 Integrating AI and Machine Learning to Enhance Data Security in Intelligent IoT Systems 75M. T. Vasumathi, Manju Sadasivan, M. Kamarasan and G. Manikandan5 Quantum Salp Swarm Algorithm for Optimizing Task Offloading in Edge Computing-Based IoT Systems 113Sasikumar A., Logesh Ravi, Malathi Devarajan, Selvalakshmi A., Harishankar K. Nair, Ali Wagdy Mohamed and Subramaniyaswamy V.6 Object Detection and Distance Measurement Using ToF Sensor 137Venkatesan R., Jeyapandian M. and Durga Karthik7 Development of Sensor-Based Smart Stick with Alert System for Visually Impaired Individuals Using Machine Learning Technique 151Sivaramapriya Karuppaiyan, Mathivathani Ganesan, Roja Karuppaiyan and Bhuvaneswari Swaminathan8 Smarter IoT: Integrating AI and Machine Learning for Sustainable Systems and Intelligent Automation 169K. Megala, K. Tulip Raaj, R. Bala Krishnan, N. Rajesh Kumar and G. ManikandanPart II: Quantum Computing Meets Machine Learning: Algorithms, Applications, and Security 1939 Quantum Computing Meets Machine Learning: A New Frontier 195Renuka Devi D., Diana Judith I. and Swetha Margaret T.A.10 An Introduction to Quantum Machine Learning Algorithms and Its Applications 223Jeevan George and Asha Sebastian11 Quantum Machine Learning-Based Personalized Transportation Recommender System 245D. Manju, Logesh Ravi, Ali Wagdy Mohamed and Subramaniyaswamy V.12 Data-Driven Decision Making for Sustainable Transportation, Quantum Machine Learning, and Collaborative Filtering 271D. Manju, Logesh Ravi, Ali Wagdy Mohamed and Subramaniyaswamy V.13 Quantum Machine Learning-Based Framework for Predictive Maintenance in Smart Manufacturing Industries 295B.S. Kiruthika Devi, Lekshmi S. Raveendran, Minu Susan Jacob, Balasubramanian Prabhu Kavin and Priyan Malarvizhi Kumar14 Quantum Machine Learning-Based Smart IoT Model for Precision Agriculture 315D. Anu Disney, V. Akilandeswari, G. Suseela, Balasubramanian Prabhu Kavin and Priyan Malarvizhi Kumar15 A Comprehensive Survey on Quantum Learning and Quantum Machine Learning: Dissimilarities, Revolutions, and Upcoming Directions 337Abiramasundari S. and Umamaheswari P.16 Quantum Machine Learning Model for Finance: A Deep Portfolio Investment System 359Sasikumar A., Logesh Ravi, Malathi Devarajan, Selvalakshmi A., Harishankar K. Nair, Ali Wagdy Mohamed and Subramaniyaswamy V.17 Quantum Computing Applications for Internet of Things 385Sooraj T.R. and B.K. Tripathy18 Entangling Intelligence: Bridging Quantum and Machine Learning 413Sharan G., R. Bala Krishnan, Karthikeyan B. and Manikandan G.19 Delving into the Basics of QC: From Qubits to Quantum Gates 435Anishin Raj M.M., Varghese S. Chooralil, Sebastian Terance, Nikesh P.L. and Simina M.P.Part III: Security and Advanced Concepts in Quantum and IoT Systems 45520 Building Effective AI-Based Machine Learning Systems: A Comprehensive Guide to Design Principles 457Anishin Raj M.M., Sebastian Terance, Rajasekhar Reddy, Nikesh P.L. and Sabitha Raju21 A Systematic Introduction to Quantum Computing and Quantum Machine Learning for IoT Applications 483Mathew Vincent, Parvathy Gopakumar, Asha Sebastian and Rubell Marion Lincy G.22 Enhancing Security in the Smart IoT Systems Using Post-Quantum Cryptographic Block Cipher 511Sasikumar A., Logesh Ravi, Malathi Devarajan, Selvalakshmi A., Harishankar K. Nair, Ali Wagdy Mohamed and Subramaniyaswamy V.23 A Blockchain-Integrated Quantum Model-Based Fusion for Data Security in Smart IoT 535Sasikumar A., Logesh Ravi, Malathi Devarajan, Selvalakshmi A., Harishankar K. Nair, Ali Wagdy Mohamed and Subramaniyaswamy V.24 Reliable AI in Smart IoT through Quantum Error Correction and Fault-Tolerant Computing 559Sameeksha Saraf, Arka De and B. K. Tripathy25 Cyber Security in Quantum Era: Challenges, Solutions, and Future Directions: A Review 581Karthikeyan Vaiapury, Latha Parameswaran, Sridharan Sankaran and Sweety HansuwaReferences 599Index 603