Time Series Forecasting using Deep Learning - Softcover

Das, Abhishek; Bhanja, Samit

Softcover

ISBN 10: 3330046163 ISBN 13: 9783330046160

Verlag: LAP LAMBERT Academic Publishing, 2020

Inhaltsangabe

Deep Learning which comprises Deep Neural Networks (DNNs) has achieved excellent success in image classification, speech recognition, etc. But DNNs suffer a lot of challenges for time series forecasting (TSF) because most of the time-series data are nonlinear in nature and highly dynamic in behavior. TSF has a great impact on our socio-economic environment. Hence, to deal with these challenges the DNN model needs to be redefined, and keeping this in mind, data pre-processing, network architecture and network parameters are needed to be considered before feeding the data into DNN models. Data normalization is the basic data pre-processing technique form which learning is to be done. The effectiveness of TSF heavily depends on the data normalization technique. In this Book, different normalization methods are used on time series data before feeding the data into the DNN model and we try to find out the impact of each normalization technique on DNN for TSF. We also propose the Deep Recurrent Neural Network (DRNN) to predict the closing index of the Bombay Stock Exchange (BSE) and the New York Stock Exchange (NYSE) by using time series data.

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Über die Autorin bzw. den Autor

Dr. Abhishek Das is an Associate Professor in the Dept. of Computer Sc. & Engg. at Aliah University, Kolkata. His research interests are in Image Processing, Machine Learning, IoT. He has a Post-Doc from the United Kingdom.Samit Bhanja is a Ph.D Scholar at Aliah University and also an Assistant Professor,  Government General Degree College, Hooghly

Details zur Ausgabe

• Verlag: LAP LAMBERT Academic Publishing
• Erscheinungsdatum: 2020
• Sprache: Englisch
• ISBN 10: 3330046163
• ISBN 13: 9783330046160
• Einband: Taschenbuch
• Auflage: 1
• Anzahl der Seiten: 52
• Kontakt zum Hersteller: Nicht verfügbar
• Verantwortliche Person: KreGa Onlinehandel GmbH; 4950000000000; info@krega-onlinehandel.de; ; Birkenweg 31; Brakel; 33034; Deutschland