Data Science

Techniques and Intelligent Applications
1. Auflage 2022
ISBN: 978-1-032-25449-4
Verlag: CRC Press

Buch, Englisch, 322 Seiten, Format (B × H): 178 mm x 254 mm, Gewicht: 776 g

This book covers the topic of data science in a comprehensive manner and synthesizes both fundamental and advanced topics of a research area that has now reached its maturity. The book starts with the basic concepts of data science. It highlights the types of data and their use and importance, followed by a discussion on a wide range of applications of data science and widely used techniques in data science.

Key Features

• Provides an internationally respected collection of scientific research methods, technologies and applications in the area of data science.

• Presents predictive outcomes by applying data science techniques to real-life applications.

• Provides readers with the tools, techniques and cases required to excel with modern artificial intelligence methods.

• Gives the reader a variety of intelligent applications that can be designed using data science and its allied fields.

The book is aimed primarily at advanced undergraduates and graduates studying machine learning and data science. Researchers and professionals will also find this book useful.

Zielgruppe

Academic and Postgraduate

Autoren/Hrsg.

Chavan, Pallavi Vijay

Mahalle, Parikshit N

Mangrulkar, Ramchandra

Williams, Idongesit

Fachgebiete

• Mathematik | Informatik EDV | Informatik Programmierung | Softwareentwicklung Spiele-Programmierung, Rendering, Animation
• Mathematik | Informatik EDV | Informatik Programmierung | Softwareentwicklung Software Engineering
• Wirtschaftswissenschaften Volkswirtschaftslehre Volkswirtschaftslehre Allgemein Wirtschaftsstatistik, Demographie
• Mathematik | Informatik EDV | Informatik Informatik Theoretische Informatik
• Wirtschaftswissenschaften Betriebswirtschaft Wirtschaftsmathematik und -statistik

Inhaltsverzeichnis

1. Instigation and Development of Data Science. 2. Role of Statistical Methods in Data Science. 3. Real-World Applications of Data Science. 4. HDWR_SmartNet: A Smart Handwritten Devanagari Word Recognition System Using Deep ResNet-Based on Scan Profile Method. 5. Safe Social Distance Monitoring and Face Mask Detection for Controlling COVID-19 Spread. 6. Real-Time Virtual Fitness Tracker and Exercise Posture Correction. 7. Role of Data Science in Revolutionizing Healthcare. 8. Application of Artificial Intelligence Techniques in the Early-Stage Detection of Chronic Kidney Disease. 9. Multi-Optimal Deep Learning Technique for Detection and Classification of Breast Cancer. 10. Realizing Mother’s Features Influential on Childbirth Experience, towards Creation of a Dataset. 11. BERT- and FastText-Based Research Paper Recommender System. 12. Analysis and Prediction of Crime Rate against Women Using Classification and Regression Trees. 13. Data Analysis for Technical Business Incubation Performance Improvement. 14. Satellite Imagery-Based Wildfire Detection Using Deep Learning. 15. Low Resource Language Document Summarization: A Challenge. 16. Eclectic Analysis of Classifiers for Fake News Detection. 17. Data Science and Machine Learning Applications for Mental Health. 18. Analysis of Ancient and Modern Meditation Techniques on Human Mind and Body and Their Effectiveness in Covid-19 Pandemic.

Über Autor(innen)

Dr. Pallavi Vijay Chavan is Associate Professor at Ramrao Adik Institute of Technology, D Y Patil Deemed to be University, Navi Mumbai, MH, India. She has been in academics since the past 16 years and working in the area of data science and network security. In her academic journey, she published research work in the data science and security domain with reputed publishers including Springer, Elsevier, CRC press and Inderscience. She has published 1 book, 7+ book chapters, 10+ international journal papers and 30+ international conference papers. Presently she is guiding 5 Ph.D. research scholars in the similar domain. She completed her Ph.D. from Rashtrasant Tukadoji Maharaj Nagpur University, Nagpur, MH, India in 2017. She secured the first merit position in Nagpur University for the degree of B.E. in Computer Engineering in 2003. She is recipient of research grants from UGC, CSIR and University of Mumbai. She is acting as a reviewer for Elsevier, Inderscience journals. Her firm belief is "Teaching is a mission".

Dr Parikshit is a senior member IEEE and is Professor and Head of Department of Artificial Intelligence and Data Science at Vishwakarma Institute of Information Technology, Pune, India. He completed his Ph. D from Aalborg University, Denmark and continued as Post Doc Researcher. He has 21 + years of teaching and research experience. He is member of Board of Studies in Computer Engineering SPPU and various Universities. He has 9 patents, 200+ research publications (citations-1830, H index-18) and authored/edited 30+ books with Springer, CRC Press, Cambridge University Press, etc. He is editor in chief for IGI Global –International Journal of Rough Sets and Data Analysis, Associate Editor for IGI Global - International Journal of Synthetic Emotions, Inter-science International Journal of Grid and Utility Computing, member-Editorial Review Board for IGI Global – International Journal of Ambient Computing and Intelligence. His research interests are Algorithms, Internet of Things, Identity Management and Security. He has delivered 200 plus lectures at national and international level.

Dr. Ramchandra Mangrulkar, being a post graduate from National Institute of Technology, Rourkela, received his PhD in Computer Science and Engineering from SGB Amravati University, Amravati in 2016. At present, he is working as an Associate Professor in the Department of Computer Engineering at SVKM’s Dwarkadas J. Sanghvi College of Engineering, Mumbai (Autonomous college affiliated to University of Mumbai), Maharashtra, India. Dr. Ramchandra Mangrulkar has published 50 papers and 24 book chapters with Taylor and Francis, Springer and IGI Global in the field of interest. He has presented 54 papers in national and international conferences. He has also edited 5 books with CRC Press, Taylor and Francis Series. He has also worked as Reviewer in many international journals and also reviewed many book proposals submitted to publishers of international repo. He has also chaired many sessions in national and international conferences. He has also shown keen interest in conducting and organizing workshops on Artificial Intelligence BoT in Education, Network Simulator 2, Innovative tools for Research and LaTeX & Overleaf. He has also received certification of appreciation from DIG Special Crime Branch Pune and Superintendent of Police and broadcasting media gives wide publicity for the project work guided by him on the topic "Face Recognition System". He has also received grant in aid of Rs. 3.5 laks under Research Promotion Scheme of AICTE, New Delhi for the project "Secured Energy Efficient Routing Protocol for Delay Tolerant Hybrid Network". He is also working as internal thesis advisor at NMIMS's MPSTE Mumbai and DY Patil's RAIT, Navi Mumbai. He also worked as external referee for PhD thesis evaluation at SGB Amravati University and RTM Nagpur University. He is an active member of the Board of Studies in various universities and autonomous institutes in India.

Dr. Idongesit WILLIAMS is an Assistant Professor at Aalborg University Copenhagen. He holds a Bachelor in Physics, a Master degree in Information and Communications Technologies and a Ph.D. He has since 2010 researched into socio-economic, socio-technical related to Information and Communications Technologies. His research areas include the following. The facilitation of telecom and ICT infrastructure using Public Private Partnerships; the development and the sustenance of Community-Based Networks, e-government implementation; Science and Technology Studies; gender adoption of ICTs; Organizational adoption of ICTs; User experience with ICTs and Organizational Learning He has authored more than 60 research publications, including journal papers, books, book chapters, conference papers and magazine articles. He is the co-editor of the Book, The African Mobile Story. He has delivered presentations at conferences and also helped in organizing conferences such as the CMI annual conference and the CMI/GTUC conferences.