Time-Series Prediction and Applications

A Machine Intelligence Approach

Nonfiction, Science & Nature, Mathematics, Counting & Numeration, Computers, Advanced Computing, Artificial Intelligence, General Computing
Cover of the book Time-Series Prediction and Applications by Amit Konar, Diptendu Bhattacharya, Springer International Publishing
View on Amazon View on AbeBooks View on Kobo View on B.Depository View on eBay View on Walmart
Author: Amit Konar, Diptendu Bhattacharya ISBN: 9783319545974
Publisher: Springer International Publishing Publication: March 25, 2017
Imprint: Springer Language: English
Author: Amit Konar, Diptendu Bhattacharya
ISBN: 9783319545974
Publisher: Springer International Publishing
Publication: March 25, 2017
Imprint: Springer
Language: English

This book presents machine learning and type-2 fuzzy sets for the prediction of time-series with a particular focus on business forecasting applications. It also proposes new uncertainty management techniques in an economic time-series using type-2 fuzzy sets for prediction of the time-series at a given time point from its preceding value in fluctuating business environments. It employs machine learning to determine repetitively occurring similar structural patterns in the time-series and uses stochastic automaton to predict the most probabilistic structure at a given partition of the time-series. Such predictions help in determining probabilistic moves in a stock index time-series

Primarily written for graduate students and researchers in computer science, the book is equally useful for researchers/professionals in business intelligence and stock index prediction. A background of undergraduate level mathematics is presumed, although not mandatory, for most of the sections. Exercises with tips are provided at the end of each chapter to the readers’ ability and understanding of the topics covered.

View on Amazon View on AbeBooks View on Kobo View on B.Depository View on eBay View on Walmart

This book presents machine learning and type-2 fuzzy sets for the prediction of time-series with a particular focus on business forecasting applications. It also proposes new uncertainty management techniques in an economic time-series using type-2 fuzzy sets for prediction of the time-series at a given time point from its preceding value in fluctuating business environments. It employs machine learning to determine repetitively occurring similar structural patterns in the time-series and uses stochastic automaton to predict the most probabilistic structure at a given partition of the time-series. Such predictions help in determining probabilistic moves in a stock index time-series

Primarily written for graduate students and researchers in computer science, the book is equally useful for researchers/professionals in business intelligence and stock index prediction. A background of undergraduate level mathematics is presumed, although not mandatory, for most of the sections. Exercises with tips are provided at the end of each chapter to the readers’ ability and understanding of the topics covered.

More books from Springer International Publishing

Cover of the book The Phenomenon of Mental Disorder by Amit Konar, Diptendu Bhattacharya
Cover of the book Challenges in Automation, Robotics and Measurement Techniques by Amit Konar, Diptendu Bhattacharya
Cover of the book Operations, Logistics and Supply Chain Management by Amit Konar, Diptendu Bhattacharya
Cover of the book Relational and Algebraic Methods in Computer Science by Amit Konar, Diptendu Bhattacharya
Cover of the book Economic Objects and the Objects of Economics by Amit Konar, Diptendu Bhattacharya
Cover of the book Inclusive Smart Cities and Digital Health by Amit Konar, Diptendu Bhattacharya
Cover of the book Cybersecurity Investments by Amit Konar, Diptendu Bhattacharya
Cover of the book Hand and Wrist Rehabilitation by Amit Konar, Diptendu Bhattacharya
Cover of the book Quantum Modeling of Complex Molecular Systems by Amit Konar, Diptendu Bhattacharya
Cover of the book MultiMedia Modeling by Amit Konar, Diptendu Bhattacharya
Cover of the book A Photographic Atlas of Flood Basalt Volcanism by Amit Konar, Diptendu Bhattacharya
Cover of the book Antibacterial Surfaces by Amit Konar, Diptendu Bhattacharya
Cover of the book Multigraded Algebra and Applications by Amit Konar, Diptendu Bhattacharya
Cover of the book Chinese Tax Law and International Treaties by Amit Konar, Diptendu Bhattacharya
Cover of the book Game Theory for Security and Risk Management by Amit Konar, Diptendu Bhattacharya
We use our own "cookies" and third party cookies to improve services and to see statistical information. By using this website, you agree to our Privacy Policy