A. Suresh, PhD is an Associate Professor in the Department of Computer Science and Engineering in SRM Institute of Science & Technology, Tamil Nadu, India. With nearly two decades of experience in teaching, his areas of specializations include Data Mining, Artificial Intelligence, Image Processing, Multimedia and System Software. He has two patents and has published approximately 90 papers in International journals. He is a Senior Member of IEEE, ISTE, MCSI, IACSIT, IAENG, MCSTA and a Global Member of Internet Society (ISOC). He has hosted two special sessions for IEEE sponsored conferences in Osaka, Japan and Thailand.R. Udendhran is an Assistant Professor Grade III in the Department of Computer Science and Engineering, at the Sri SaiRam Institute of Technology, Chennai, India. M. S. Irfan Ahmed is Associate Professor in the Department of Computer Science and Information, Faculty of Science and Literature at Taibah University, Saudi Arabia. He is a member of ISTE, MCSI, IACSIT, and IAENG.

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• About the Editors viiList of Contributors ixPreface xiii1 Efficient Resource Allocation Using Multilayer Neural Network in Cloud Environment 1N. Vijayaraj, G. Uganya, M. Balasaraswathi, V. Sivasankaran, Radhika Baskar, and A.S. Syed Fiaz2 Internet of Things for Human-Activity Recognition Based on Wearable Sensor Data 19Dr. Vikram Rajpoot, Sudeep Ray Gaur, Aditya Patel, and Dr. Akash Saxena3 Evaluation of Feature Selection Techniques in Intrusion Detection Systems Using Machine Learning Models in Wireless Ad Hoc Networks 33T.J. Nagalakshmi, M. Balasaraswathi, V. Sivasankaran, D. Ravikumar, S. Joseph Gladwin, and S. Pravin Kumar4 Neuro-Fuzzy-Based Bidirectional and Biobjective Reactive Routing Schema for Critical Wireless Sensor Networks 73K.M. Karthick Raghunath and G.R. Anantha Raman5 Feature Detection and Extraction Techniques for Real-Time Student Monitoring in Sensor Data Environments 97Dr. V. Saravanan and Dr (Ms). N. Shanmuga Priya6 Deep Learning Analysis of Location Sensor Data for Human-Activity Recognition 103Hariprasath Manoharan, Ganesan Sivarajan, and Subramanian Srikrishna7 A Quantum-Behaved Particle-Swarm-Optimization-Based KNN Classifier for Improving WSN Lifetime 117Ajmi Nader, Helali Abdelhamid, and Mghaieth Ridha8 Feature Detection and Extraction Techniques for Sensor Data 131Dr. L. Priya, Ms. A. Sathya, and Dr. S. Thanga Revathi9 Object Detection in Satellite Images Using Modified Pyramid Scene Parsing Networks 147Akhilesh Vikas Kakade, S Rajkumar (Corresponding Author), K Suganthi, and L Ramanathan10 Coronary Illness Prediction Using the AdaBoost Algorithm 161G. Deivendran, S. Vishal Balaji, B. Paramasivan, S. Vimal (Corresponding Author)11 Geographic Information Systems and Confidence Interval with Deep Learning Techniques for Traffic Management Systems in Smart Cities 173Prisilla JayanthiIndex 199

A. Suresh, PhD is an Associate Professor in the Department of Computer Science and Engineering in SRM Institute of Science & Technology, Tamil Nadu, India. With nearly two decades of experience in teaching, his areas of specializations include Data Mining, Artificial Intelligence, Image Processing, Multimedia and System Software. He has two patents and has published approximately 90 papers in International journals. He is a Senior Member of IEEE, ISTE, MCSI, IACSIT, IAENG, MCSTA and a Global Member of Internet Society (ISOC). He has hosted two special sessions for IEEE sponsored conferences in Osaka, Japan and Thailand.R. Udendhran is an Assistant Professor Grade III in the Department of Computer Science and Engineering, at the Sri SaiRam Institute of Technology, Chennai, India. M. S. Irfan Ahmed is Associate Professor in the Department of Computer Science and Information, Faculty of Science and Literature at Taibah University, Saudi Arabia. He is a member of ISTE, MCSI, IACSIT, and IAENG.

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• About the Editors viiList of Contributors ixPreface xiii1 Efficient Resource Allocation Using Multilayer Neural Network in Cloud Environment 1N. Vijayaraj, G. Uganya, M. Balasaraswathi, V. Sivasankaran, Radhika Baskar, and A.S. Syed Fiaz2 Internet of Things for Human-Activity Recognition Based on Wearable Sensor Data 19Dr. Vikram Rajpoot, Sudeep Ray Gaur, Aditya Patel, and Dr. Akash Saxena3 Evaluation of Feature Selection Techniques in Intrusion Detection Systems Using Machine Learning Models in Wireless Ad Hoc Networks 33T.J. Nagalakshmi, M. Balasaraswathi, V. Sivasankaran, D. Ravikumar, S. Joseph Gladwin, and S. Pravin Kumar4 Neuro-Fuzzy-Based Bidirectional and Biobjective Reactive Routing Schema for Critical Wireless Sensor Networks 73K.M. Karthick Raghunath and G.R. Anantha Raman5 Feature Detection and Extraction Techniques for Real-Time Student Monitoring in Sensor Data Environments 97Dr. V. Saravanan and Dr (Ms). N. Shanmuga Priya6 Deep Learning Analysis of Location Sensor Data for Human-Activity Recognition 103Hariprasath Manoharan, Ganesan Sivarajan, and Subramanian Srikrishna7 A Quantum-Behaved Particle-Swarm-Optimization-Based KNN Classifier for Improving WSN Lifetime 117Ajmi Nader, Helali Abdelhamid, and Mghaieth Ridha8 Feature Detection and Extraction Techniques for Sensor Data 131Dr. L. Priya, Ms. A. Sathya, and Dr. S. Thanga Revathi9 Object Detection in Satellite Images Using Modified Pyramid Scene Parsing Networks 147Akhilesh Vikas Kakade, S Rajkumar (Corresponding Author), K Suganthi, and L Ramanathan10 Coronary Illness Prediction Using the AdaBoost Algorithm 161G. Deivendran, S. Vishal Balaji, B. Paramasivan, S. Vimal (Corresponding Author)11 Geographic Information Systems and Confidence Interval with Deep Learning Techniques for Traffic Management Systems in Smart Cities 173Prisilla JayanthiIndex 199

A. Suresh, PhD is an Associate Professor in the Department of Computer Science and Engineering in SRM Institute of Science & Technology, Tamil Nadu, India. With nearly two decades of experience in teaching, his areas of specializations include Data Mining, Artificial Intelligence, Image Processing, Multimedia and System Software. He has two patents and has published approximately 90 papers in International journals. He is a Senior Member of IEEE, ISTE, MCSI, IACSIT, IAENG, MCSTA and a Global Member of Internet Society (ISOC). He has hosted two special sessions for IEEE sponsored conferences in Osaka, Japan and Thailand.R. Udendhran is an Assistant Professor Grade III in the Department of Computer Science and Engineering, at the Sri SaiRam Institute of Technology, Chennai, India. M. S. Irfan Ahmed is Associate Professor in the Department of Computer Science and Information, Faculty of Science and Literature at Taibah University, Saudi Arabia. He is a member of ISTE, MCSI, IACSIT, and IAENG.

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• About the Editors viiList of Contributors ixPreface xiii1 Efficient Resource Allocation Using Multilayer Neural Network in Cloud Environment 1N. Vijayaraj, G. Uganya, M. Balasaraswathi, V. Sivasankaran, Radhika Baskar, and A.S. Syed Fiaz2 Internet of Things for Human-Activity Recognition Based on Wearable Sensor Data 19Dr. Vikram Rajpoot, Sudeep Ray Gaur, Aditya Patel, and Dr. Akash Saxena3 Evaluation of Feature Selection Techniques in Intrusion Detection Systems Using Machine Learning Models in Wireless Ad Hoc Networks 33T.J. Nagalakshmi, M. Balasaraswathi, V. Sivasankaran, D. Ravikumar, S. Joseph Gladwin, and S. Pravin Kumar4 Neuro-Fuzzy-Based Bidirectional and Biobjective Reactive Routing Schema for Critical Wireless Sensor Networks 73K.M. Karthick Raghunath and G.R. Anantha Raman5 Feature Detection and Extraction Techniques for Real-Time Student Monitoring in Sensor Data Environments 97Dr. V. Saravanan and Dr (Ms). N. Shanmuga Priya6 Deep Learning Analysis of Location Sensor Data for Human-Activity Recognition 103Hariprasath Manoharan, Ganesan Sivarajan, and Subramanian Srikrishna7 A Quantum-Behaved Particle-Swarm-Optimization-Based KNN Classifier for Improving WSN Lifetime 117Ajmi Nader, Helali Abdelhamid, and Mghaieth Ridha8 Feature Detection and Extraction Techniques for Sensor Data 131Dr. L. Priya, Ms. A. Sathya, and Dr. S. Thanga Revathi9 Object Detection in Satellite Images Using Modified Pyramid Scene Parsing Networks 147Akhilesh Vikas Kakade, S Rajkumar (Corresponding Author), K Suganthi, and L Ramanathan10 Coronary Illness Prediction Using the AdaBoost Algorithm 161G. Deivendran, S. Vishal Balaji, B. Paramasivan, S. Vimal (Corresponding Author)11 Geographic Information Systems and Confidence Interval with Deep Learning Techniques for Traffic Management Systems in Smart Cities 173Prisilla JayanthiIndex 199