Recent Advances in Time Series Forecasting

1. Auflage 2021
ISBN: 978-0-367-60775-3
Verlag: CRC Press

Buch, Englisch, 238 Seiten, Format (B × H): 161 mm x 240 mm, Gewicht: 529 g

Reihe: Mathematical Engineering, Manufacturing, and Management Sciences

Future predictions are always a topic of interest. Precise estimates are crucial in many activities as forecasting errors can lead to big financial loss. The sequential analysis of data and information gathered from past to present is call time series analysis. This book covers the recent advancements in time series forecasting.

The book includes theoretical as well as recent applications of time series analysis. It focuses on the recent techniques used, discusses a combination of methodology and applications, presents traditional and advanced tools, new applications, and identifies the gaps in knowledge in engineering applications.

This book is aimed at scientists, researchers, postgraduate students and engineers in the areas of supply chain management, production, inventory planning, and statistical quality control.

Zielgruppe

Academic, Professional, and Undergraduate Advanced

Autoren/Hrsg.

Bisht, Dinesh C. S.

Ram, Mangey

Fachgebiete

• Wirtschaftswissenschaften Betriebswirtschaft Unternehmensforschung
• Mathematik | Informatik Mathematik Stochastik
• Wirtschaftswissenschaften Betriebswirtschaft Wirtschaftsmathematik und -statistik
• Technische Wissenschaften Technik Allgemein Industrial Engineering
• Mathematik | Informatik Mathematik Operations Research
• Wirtschaftswissenschaften Volkswirtschaftslehre Volkswirtschaftslehre Allgemein Wirtschaftsstatistik, Demographie
• Wirtschaftswissenschaften Betriebswirtschaft Bereichsspezifisches Management Einkauf, Logistik, Supply-Chain-Management

Inhaltsverzeichnis

Chapter 1.Time Series Econometrics: Some Initial Understanding

Chapter 2.Time Series Analysis for Modeling the Transmission of Dengue Disease

Chapter 3.Time-Series Analysis of COVID-19 Confirmed Cases in Select Countries

Chapter 4.Bayesian Estimation of Bonferroni Curve And Zenga Curve in Case of Dagum Distribution

Chapter 5.Band Pass Filters and their Applications in Time Series Analyses

Chapter 6.Deep learning approaches to time-series forecasting

Chapter 7.ARFIMA and ARTFIMA Processes in Time Series with Applications

Chapter 8.Comparative Study of Time series Forecasting Models for COVID-19 Cases in India

Chapter 9.Time Series Forecasting Using Support Vector Machines

Chapter 10.A Comprehensive Review on Urban Floods and it's Modeling Techniques

Chapter 11.Fuzzy Time Series Techniques for Forecasting

Chapter 12.(Artificial Neural Networks (ANNs) and their Application in Soil and Water Resources Engineering)

Über Autor(innen)

Dr. Dinesh C. S. Bisht received his Ph.D. with a major in Mathematics and a minor in Electronics and Communication Engineering from G. B. Pant University of Agri. & Technology, Uttarakhand. Before joining the Jaypee Institute of Information Technology he worked as an assistant professor at ITM University, Gurgaon, India. He has been a Faculty Member for around eleven years and has taught several core courses in applied mathematics and Soft computing at undergraduate and master levels. The major research interests of him include Soft Computing and Nature Inspired optimization. He has published more than 35 research papers in national and international journals of repute. He is the Associate Editor for International Journal of Mathematical, Engineering and Management Sciences, ESCI and SCOPUS indexed journal. He is the editor of the book "Computational Intelligence: Theoretical Advances and Advanced Applications" published by Walter de Gruyter GmbH & Co KG. He has also published seven book chapters in the reputed book series. Dr. Bisht is a member of International Association of Engineers in Hong Kong and Soft Computing Research Society, India. He has been awarded for outstanding contribution in reviewing, from the editors of Applied Soft Computing Journal, Elsevier.

Prof. Dr. Mangey Ram received the Ph.D. degree major in Mathematics and minor in Computer Science from G. B. Pant University of Agriculture and Technology, Pantnagar, India. He has been a Faculty Member for around twelve years and has taught several core courses in pure and applied mathematics at undergraduate, postgraduate, and doctorate levels. He is currently the Research Professor at Graphic Era (Deemed to be University), Dehradun, India. Before joining the Graphic Era, he was a Deputy Manager (Probationary Officer) with Syndicate Bank for a short period. He is Editor-in-Chief of International Journal of Mathematical, Engineering and Management Sciences, Journal of Reliability and Statistical Studies, Editor-in-Chief of six Book Series with Elsevier, CRC Press-A Taylor and Frances Group, Walter De Gruyter Publisher Germany, River Publisher and the Guest Editor & Member of the editorial board of various journals. He has published 225 plus research publications (journal articles/books/book chapters/conference articles) in IEEE, Taylor & Francis, Springer, Elsevier, Emerald, World Scientific and many other national and international journals and conferences. Also, he has published more than 50 books (authored/edited) with international publishers like Elsevier, Springer Nature, CRC Press-A Taylor and Frances Group, Walter De Gruyter Publisher Germany, River Publisher. His fields of research are reliability theory and applied mathematics. Dr. Ram is a Senior Member of the IEEE, Senior Life Member of Operational Research Society of India, Society for Reliability Engineering, Quality and Operations Management in India, Indian Society of Industrial and Applied Mathematics, He has been a member of the organizing committee of a number of international and national conferences, seminars, and workshops. He has been conferred with "Young Scientist Award" by the Uttarakhand State Council for Science and Technology, Dehradun, in 2009. He has been awarded the "Best Faculty Award" in 2011; "Research Excellence Award" in 2015; and recently "Outstanding Researcher Award" in 2018 for his significant contribution in academics and research at Graphic Era Deemed to be University, Dehradun, India.