CFP last date
20 May 2024
Call for Paper
June Edition
IJCA solicits high quality original research papers for the upcoming June edition of the journal. The last date of research paper submission is 20 May 2024

Submit your paper
Know more
The week's pick
Responsive image
Enhancing Privacy Preservation: Multi-Attribute Protection with P-Sensitive K-Anonymity

Twinkle Patel Kiran Amin
Random Articles
Reseach Article

Taylor Series Prediction of Time Series Data with Error Propagated by Artificial Neural Network

by S. Alamelu Mangai, B. Ravi Sankar, K. Alagarsamy
journal cover thumbnail

International Journal of Computer Applications
Foundation of Computer Science (FCS), NY, USA
Volume 89 - Number 1
Year of Publication: 2014
Authors: S. Alamelu Mangai, B. Ravi Sankar, K. Alagarsamy
10.5120/15470-4112

S. Alamelu Mangai, B. Ravi Sankar, K. Alagarsamy . Taylor Series Prediction of Time Series Data with Error Propagated by Artificial Neural Network. International Journal of Computer Applications. 89, 1 ( March 2014), 41-47. DOI=10.5120/15470-4112

@article{ 10.5120/15470-4112,
author = { S. Alamelu Mangai, B. Ravi Sankar, K. Alagarsamy },
title = { Taylor Series Prediction of Time Series Data with Error Propagated by Artificial Neural Network },
journal = { International Journal of Computer Applications },
issue_date = { March 2014 },
volume = { 89 },
number = { 1 },
month = { March },
year = { 2014 },
issn = { 0975-8887 },
pages = { 41-47 },
numpages = {9},
url = { https://ijcaonline.org/archives/volume89/number1/15470-4112/ },
doi = { 10.5120/15470-4112 },
publisher = {Foundation of Computer Science (FCS), NY, USA},
address = {New York, USA}
}
%0 Journal Article
%1 2024-02-06T22:08:09.934859+05:30
%A S. Alamelu Mangai
%A B. Ravi Sankar
%A K. Alagarsamy
%T Taylor Series Prediction of Time Series Data with Error Propagated by Artificial Neural Network
%J International Journal of Computer Applications
%@ 0975-8887
%V 89
%N 1
%P 41-47
%D 2014
%I Foundation of Computer Science (FCS), NY, USA
Abstract

Modeling and forecasting of a time series data is an integral part of the Data Mining. Sun spot numbers observed on the sun are a good candidate for a time series. A number of linear statistical models are discussed in this paper because Taylor series has similarity with an Auto Regressive model. A new algorithm based on Taylor series expansion and artificial neural network is presented. Based on Taylor series algorithm and ARIMA model, the Sunspot numbers are forecasted and compared.

References
  1. Box G. E. P, Jenkins G. M and Reinsel G. C, 1994, "Time Series Analysis, Forecasting and Control", Prentice Hall.
  2. G. Peter Zhang, "Time series forecasting using a hybrid ARIMA and neural network model", ELSEVIER, Neurocomputing 50 (2003) 159 – 175.
  3. Qiang Yang, Haining Henry Zhang and Hui Zhang, "Taylor Series Prediction: A Cache Replacement Policy based on Second-order Trend Analysis", Hawaii International Conference on System Sciences 01/2001; 5:5023, ISBN 0-7695-0981-9.
  4. Hosein Marzi and Mark Turnbull, "Use of Neural Networks in Forecasting Financial Market", 2007 IEEE International Conference on Granular Computing, IEEE Computer Society.
  5. Chengqun Yin, Lifeng Kang and Wei Sun, "Hybrid Neural Network Model for Short-Term Load Forecasting", Third International Conference on Natural Computation (ICNC 2007), IEEE Computer Society.
  6. Seema Mahajan and Himanshu Mazumdar, "Rainfall Prediction using Neural Net based Frequency Analysis Approach", International Journal of Computer Application, Volume 84 – No 9, December 2013.
  7. Salman Quaiyum, Yousuf Ibrahim Khan, Saidur Rahman and Parijat Barman, "Artificial Neural Network based Short Term Load Forecasting of Power Systems", International Journal of Computer Application, Volume 30 – No 4, September 2011
  8. McNish. A. G and J. V. Lincoln, Transactions of American Geophysical Union 30 (1949) 673-685.
  9. RossIhaka,"Time Series Analysis", available at the URL https://www. stat. auckland. ac. nz/~ihaka/726/notes. pdf
  10. George B. Arfken and Hans J. Weber, 2001, "Mathematical Methods for Physicists", pp. 334-340, Academic Press.
Index Terms

Computer Science
Information Sciences

Keywords

ARIMA Artificial Neural Network Taylor series Time Series.

Powered by PhDFocusTM