Nature Inspired Computing for Data Science

Nature Inspired Computing for Data Science
Author :
Publisher : Springer Nature
Total Pages : 303
Release :
ISBN-10 : 9783030338206
ISBN-13 : 3030338207
Rating : 4/5 (06 Downloads)

Synopsis Nature Inspired Computing for Data Science by : Minakhi Rout

This book discusses the current research and concepts in data science and how these can be addressed using different nature-inspired optimization techniques. Focusing on various data science problems, including classification, clustering, forecasting, and deep learning, it explores how researchers are using nature-inspired optimization techniques to find solutions to these problems in domains such as disease analysis and health care, object recognition, vehicular ad-hoc networking, high-dimensional data analysis, gene expression analysis, microgrids, and deep learning. As such it provides insights and inspiration for researchers to wanting to employ nature-inspired optimization techniques in their own endeavors.

Nature-Inspired Optimization Algorithms

Nature-Inspired Optimization Algorithms
Author :
Publisher : Walter de Gruyter GmbH & Co KG
Total Pages : 201
Release :
ISBN-10 : 9783110676150
ISBN-13 : 311067615X
Rating : 4/5 (50 Downloads)

Synopsis Nature-Inspired Optimization Algorithms by : Aditya Khamparia

This book will focus on the involvement of data mining and intelligent computing methods for recent advances in Biomedical applications and algorithms of nature-inspired computing for Biomedical systems. The proposed meta heuristic or nature-inspired techniques should be an enhanced, hybrid, adaptive or improved version of basic algorithms in terms of performance and convergence metrics. In this exciting and emerging interdisciplinary area a wide range of theory and methodologies are being investigated and developed to tackle complex and challenging problems. Today, analysis and processing of data is one of big focuses among researchers community and information society. Due to evolution and knowledge discovery of natural computing, related meta heuristic or bio-inspired algorithms have gained increasing popularity in the recent decade because of their significant potential to tackle computationally intractable optimization dilemma in medical, engineering, military, space and industry fields. The main reason behind the success rate of nature inspired algorithms is their capability to solve problems. The nature inspired optimization techniques provide adaptive computational tools for the complex optimization problems and diversified engineering applications. Tentative Table of Contents/Topic Coverage: - Neural Computation - Evolutionary Computing Methods - Neuroscience driven AI Inspired Algorithms - Biological System based algorithms - Hybrid and Intelligent Computing Algorithms - Application of Natural Computing - Review and State of art analysis of Optimization algorithms - Molecular and Quantum computing applications - Swarm Intelligence - Population based algorithm and other optimizations

Innovations in Bio-Inspired Computing and Applications

Innovations in Bio-Inspired Computing and Applications
Author :
Publisher : Springer
Total Pages : 571
Release :
ISBN-10 : 9783319280318
ISBN-13 : 3319280317
Rating : 4/5 (18 Downloads)

Synopsis Innovations in Bio-Inspired Computing and Applications by : Václav Snášel

This Volume contains the papers presented during the 6th International Conference on Innovations in Bio-Inspired Computing and Applications IBICA 2015 which was held in Kochi, India during December 16-18, 2015. The 51 papers presented in this Volume were carefully reviewed and selected. The 6th International Conference IBICA 2015 has been organized to discuss the state-of-the-art as well as to address various issues in the growing research field of Bio-inspired Computing which is currently one of the most exciting research areas, and is continuously demonstrating exceptional strength in solving complex real life problems. The Volume will be a valuable reference to researchers, students and practitioners in the computational intelligence field..

Advances in Nature-Inspired Computing and Applications

Advances in Nature-Inspired Computing and Applications
Author :
Publisher : Springer
Total Pages : 355
Release :
ISBN-10 : 9783319964515
ISBN-13 : 3319964518
Rating : 4/5 (15 Downloads)

Synopsis Advances in Nature-Inspired Computing and Applications by : Shishir Kumar Shandilya

This book contains research contributions from leading global scholars in nature-inspired computing. It includes comprehensive coverage of each respective topic, while also highlighting recent and future trends. The contributions provides readers with a snapshot of the state of the art in the field of nature-inspired computing and its application. This book has focus on the current researches while highlighting the empirical results along with theoretical concepts to provide a comprehensive reference for students, researchers, scholars, professionals and practitioners in the field of Advanced Artificial Intelligence, Nature-Inspired Algorithms and Soft Computing.

Nature-Inspired Computing: Concepts, Methodologies, Tools, and Applications

Nature-Inspired Computing: Concepts, Methodologies, Tools, and Applications
Author :
Publisher : IGI Global
Total Pages : 1810
Release :
ISBN-10 : 9781522507895
ISBN-13 : 1522507892
Rating : 4/5 (95 Downloads)

Synopsis Nature-Inspired Computing: Concepts, Methodologies, Tools, and Applications by : Management Association, Information Resources

As technology continues to become more sophisticated, mimicking natural processes and phenomena also becomes more of a reality. Continued research in the field of natural computing enables an understanding of the world around us, in addition to opportunities for man-made computing to mirror the natural processes and systems that have existed for centuries. Nature-Inspired Computing: Concepts, Methodologies, Tools, and Applications takes an interdisciplinary approach to the topic of natural computing, including emerging technologies being developed for the purpose of simulating natural phenomena, applications across industries, and the future outlook of biologically and nature-inspired technologies. Emphasizing critical research in a comprehensive multi-volume set, this publication is designed for use by IT professionals, researchers, and graduate students studying intelligent computing.

Recent Developments in Biologically Inspired Computing

Recent Developments in Biologically Inspired Computing
Author :
Publisher : IGI Global
Total Pages : 460
Release :
ISBN-10 : 159140312X
ISBN-13 : 9781591403128
Rating : 4/5 (2X Downloads)

Synopsis Recent Developments in Biologically Inspired Computing by : Leandro N. De Castro

Recent Developments in Biologically Inspired Computing is necessary reading for undergraduate and graduate students, and researchers interested in knowing the most recent advances in problem solving techniques inspired by nature. This book covers the most relevant areas in computational intelligence, including evolutionary algorithms, artificial neural networks, artificial immune systems and swarm systems. It also brings together novel and philosophical trends in the exciting fields of artificial life and robotics. This book has the advantage of covering a large number of computational approaches, presenting the state-of-the-art before entering into the details of specific extensions and new developments. Pseudocodes, flow charts and examples of applications are provided so as to help newcomers and mature researchers to get the point of the new approaches presented.

Applications of Nature-Inspired Computing in Renewable Energy Systems

Applications of Nature-Inspired Computing in Renewable Energy Systems
Author :
Publisher : Engineering Science Reference
Total Pages :
Release :
ISBN-10 : 1799885615
ISBN-13 : 9781799885610
Rating : 4/5 (15 Downloads)

Synopsis Applications of Nature-Inspired Computing in Renewable Energy Systems by : Mohamed Arezki Mellal

Renewable energy is crucial to preserve the environment. This energy involves various systems that must be optimized and assessed to provide better performance; however, the design and development of renewable energy systems remains a challenge. It is crucial to implement the latest innovative research in the field in order to develop and improve renewable energy systems. Applications of Nature-Inspired Computing in Renewable Energy Systems discusses the latest research on nature-inspired computing approaches applied to the design and development of renewable energy systems and provides new solutions to the renewable energy domain. Covering topics such as microgrids, wind power, and artificial neural networks, it is ideal for engineers, industry professionals, researchers, academicians, practitioners, teachers, and students.

Nature-Inspired Computing

Nature-Inspired Computing
Author :
Publisher : CRC Press
Total Pages : 623
Release :
ISBN-10 : 9781482244830
ISBN-13 : 1482244837
Rating : 4/5 (30 Downloads)

Synopsis Nature-Inspired Computing by : Nazmul H. Siddique

Nature-Inspired Computing: Physics and Chemistry-Based Algorithms provides a comprehensive introduction to the methodologies and algorithms in nature-inspired computing, with an emphasis on applications to real-life engineering problems. The research interest for Nature-inspired Computing has grown considerably exploring different phenomena observed in nature and basic principles of physics, chemistry, and biology. The discipline has reached a mature stage and the field has been well-established. This endeavour is another attempt at investigation into various computational schemes inspired from nature, which are presented in this book with the development of a suitable framework and industrial applications. Designed for senior undergraduates, postgraduates, research students, and professionals, the book is written at a comprehensible level for students who have some basic knowledge of calculus and differential equations, and some exposure to optimization theory. Due to the focus on search and optimization, the book is also appropriate for electrical, control, civil, industrial and manufacturing engineering, business, and economics students, as well as those in computer and information sciences. With the mathematical and programming references and applications in each chapter, the book is self-contained, and can also serve as a reference for researchers and scientists in the fields of system science, natural computing, and optimization.

Handbook of Research on Nature-Inspired Computing for Economics and Management

Handbook of Research on Nature-Inspired Computing for Economics and Management
Author :
Publisher : IGI Global
Total Pages : 1066
Release :
ISBN-10 : 9781591409854
ISBN-13 : 1591409853
Rating : 4/5 (54 Downloads)

Synopsis Handbook of Research on Nature-Inspired Computing for Economics and Management by : Rennard, Jean-Philippe

"This book provides applications of nature inspired computing for economic theory and practice, finance and stock-market, manufacturing systems, marketing, e-commerce, e-auctions, multi-agent systems and bottom-up simulations for social sciences and operations management"--Provided by publisher.

Innovations in Bio-Inspired Computing and Applications

Innovations in Bio-Inspired Computing and Applications
Author :
Publisher : Springer
Total Pages : 559
Release :
ISBN-10 : 3030736024
ISBN-13 : 9783030736026
Rating : 4/5 (24 Downloads)

Synopsis Innovations in Bio-Inspired Computing and Applications by : Ajith Abraham

This book highlights recent research on bio-inspired computing and its various innovative applications in information and communication technologies. It presents 51 high-quality papers from the 11th International Conference on Innovations in Bio-Inspired Computing and Applications (IBICA 2020) and 10th World Congress on Information and Communication Technologies (WICT 2020), which was held online during December 16–18, 2019. As a premier conference, IBICA–WICT brings together researchers, engineers and practitioners whose work involves bio-inspired computing, computational intelligence and their applications in information security, real-world contexts, etc. Including contributions by authors from 25 countries, the book offers a valuable reference guide for all researchers, students and practitioners in the fields of Computer Science and Engineering.