Optimization in Machine Learning and Applications

This book discusses one of the major applications of artificial intelligence: the use of machine learning to extract useful information from multimodal data. It discusses the optimization methods that help minimize the error in developing patterns and classifications, which further helps improve prediction and decision-making. The book also presents formulations of real-world machine learning problems, and discusses AI solution methodologies as standalone or hybrid approaches. Lastly, it proposes novel metaheuristic methods to solve complex machine learning problems. Featuring valuable insights, the book helps readers explore new avenues leading toward multidisciplinary research discussions. Front Matter ....Pages i-ix Use of Artificial Neural Network for Abnormality Detection in Medical Images (Prachi R. Rajarapollu, Debashis Adhikari, Nutan V. Bansode)....Pages 1-12 Deep Learning Techniques for Crime Hotspot Detection (Sankar N. Nair, E. S. Gopi)....Pages 13-29 Optimization Techniques for Machine Learning (Souad Taleb Zouggar, Abdelkader Adla)....Pages 31-50 A Package Including Pre-processing, Feature Extraction, Feature Reduction, and Classification for MRI Classification (Alireza Balavand, Ali Husseinzadeh Kashan)....Pages 51-68 Predictive Analysis of Lake Water Quality Using an Evolutionary Algorithm (Mrunalini Jadhav, Kanchan Khare, Sayali Apte, Rushikesh Kulkarni)....Pages 69-89 A Survey on the Latest Development of Machine Learning in Genetic Algorithm and Particle Swarm Optimization (Dipti Kapoor Sarmah)....Pages 91-112 A Hybridized Data Clustering for Breast Cancer Prognosis and Risk Exposure Using Fuzzy C-means and Cohort Intelligence (Meeta Kumar, Anand J. Kulkarni, Suresh Chandra Satapathy)....Pages 113-126 Development of Algorithm for Spatial Modelling of Climate Data for Agriculture Management for the Semi-arid Area of Maharashtra in India (Vidya Kumbhar, T. P. Singh)....Pages 127-140 A Survey on Human Group Activity Recognition by Analysing Person Action from Video Sequences Using Machine Learning Techniques (Smita Kulkarni, Sangeeta Jadhav, Debashis Adhikari)....Pages 141-153 Artificial Intelligence in Journalism: A Boon or Bane? (Santosh Kumar Biswal, Nikhil Kumar Gouda)....Pages 155-167 The Space of Artificial Intelligence in Public Relations: The Way Forward (Santosh Kumar Biswal)....Pages 169-176 Roulette Wheel Selection-Based Computational Intelligence Technique to Design an Efficient Transmission Policy for Energy Harvesting Sensors (Shaik Mahammad, E. S. Gopi, Vineetha Yogesh)....Pages 177-195 Back Matter ....Pages 197-197