سیستم‌های هوشمند: پیشرفت‌ها در سیستم‌های بیومتریک، محاسبات نرم، پردازش تصویر و تحلیل داده‌ها

"This volume, Intelligent Systems: Advances in Biometric Systems, Soft Computing, Image Processing, and Data Analytics, helps to fill the gap between data analytics, image processing, and soft computing practices. Soft computing methods are used to focus on data analytics and image processing approaches to develop good intelligent systems. To this end, readers will find quality research that presents the current trends, advanced techniques, and hybridized techniques relating to data analytics and intelligence systems. The book also features case studies related to medical diagnosis with the use of image processing or soft computing algorithms in a particular models. Topics include some of the most important challenges and discoveries in intelligent systems today, such as computer vision concepts and image identification, data analysis and computational paradigms, deep learning techniques, face and speaker recognition systems, and more. Providing extensive coverage of biometric systems, soft computing, image processing, artificial intelligence, and data analytics, the chapter authors discuss the latest research issues, present solutions to research problems, and look at comparative analysis with earlier results. Key features: presents an overview on intelligent techniques available to develop intelligent systems, provides informative coverage of biometric systems, soft computing, image processing, artificial intelligence, and data analytics, focuses on the latest research issues, facilitates easy implementation of research to solve real-world problems, presents novel algorithms and comparative result analysis."-- Read more... Abstract: "This volume, Intelligent Systems: Advances in Biometric Systems, Soft Computing, Image Processing, and Data Analytics, helps to fill the gap between data analytics, image processing, and soft computing practices. Soft computing methods are used to focus on data analytics and image processing approaches to develop good intelligent systems. To this end, readers will find quality research that presents the current trends, advanced techniques, and hybridized techniques relating to data analytics and intelligence systems. The book also features case studies related to medical diagnosis with the use of image processing or soft computing algorithms in a particular models. Topics include some of the most important challenges and discoveries in intelligent systems today, such as computer vision concepts and image identification, data analysis and computational paradigms, deep learning techniques, face and speaker recognition systems, and more. Providing extensive coverage of biometric systems, soft computing, image processing, artificial intelligence, and data analytics, the chapter authors discuss the latest research issues, present solutions to research problems, and look at comparative analysis with earlier results. Key features: presents an overview on intelligent techniques available to develop intelligent systems, provides informative coverage of biometric systems, soft computing, image processing, artificial intelligence, and data analytics, focuses on the latest research issues, facilitates easy implementation of research to solve real-world problems, presents novel algorithms and comparative result analysis." Content: Intelligent Techniques: An Overview / T.K. Das and D.K. Bebarta -- A Survey of Artificial Intelligence Techniques Used in Biometric Systems / Patil C.N., Naresh E., Vijay Kumar B.P., and Prashanth Kambli -- Speech-Based Biometric Using Odia Phonetics / Basanta Kumar Swain and Sanghamitra Mohanty -- Deep Learning Techniques to Classify and Analyze Medical Imaging Data / Dharm Singh Jat and Chucknorris Garikayi Madamombe -- Face Recognition System: An Overview / Shubham Shrimali and Chiranji Lal Chowdhary -- An Overview of the Concept of Speaker Recognition / Sindhu Rajendran, Meghamadhuri Vakil, Praveen Kumar Gupta, Lingayya Hiremath, S. Narendra Kumar, and Ajeet Kumar Srivastava -- Analysis of Unimodal and Multimodal Biometric System / Chiranji Lal Chowdhary -- A Heuristic Approach to Parameter Tuning in a Smote-Based Preprocessing Algorithm for Imbalanced Ordinal Classification / Anna Saro Vijendran and D. Dhanalakshmi -- Aspects of Deep Learning: Hyper-Parameter Tuning, Regularization, and Normalization / Muzamil Basha and Dharmendra Singh Rajput -- Super-Resolution Reconstruction of Infrared Images Adopting Counter Propagation Neural Networks / Anna Saro Vijendran -- High-End Tools and Technologies for Managing Data in the Age of Big Data / Nivedhitha M. and P.M. Durai Raj Vincent -- An AI-Based Chatbot Using Deep Learning / M. Senthilkumar and Chiranji Lal Chowdhary -- A Real-Time Data Analytics-Based Crop Diseases Recognition System / Chiranji Lal Chowdhary, Rachit Bhalla, Esha Kumar, Gurpreet Singh, K. Bhagyashree, and Gursimran Singh -- Image Caption Generation with Beam Search / Chiranji Lal Chowdhary, Aman Goyal, and Bhavesh Kumar Vasnani. This volume helps to fill the gap between data analytics, image processing, and soft computing practices. Soft computing methods are used to focus on data analytics and image processing to develop good intelligent systems. To this end, readers of this volume will find quality research that presents the current trends, advanced methods, and hybridized techniques relating to data analytics and intelligent systems. The book also features case studies related to medical diagnosis with the use of image processing and soft computing algorithms in particular models. Providing extensive coverage of biometric systems, soft computing, image processing, artificial intelligence, and data analytics, the chapter authors discuss the latest research issues, present solutions to research problems, and look at comparative analysis with earlier results. Topics include some of the most important challenges and discoveries in intelligent systems today, such as computer vision concepts and image identification, data analysis and computational paradigms, deep learning techniques, face and speaker recognition systems, and more.