UGC Approved Journal no 63975

ISSN: 2349-5162 | ESTD Year : 2014
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Published in:

Volume 5 Issue 7
July-2018
eISSN: 2349-5162

UGC and ISSN approved 7.95 impact factor UGC Approved Journal no 63975

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Published Paper ID:
JETIR1807927


Registration ID:
185790

Page Number

207-211

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Title

APPLICATION OF GENETIC ALGORITHM TO TIME SERIES DATA MINING

Abstract

Time series data mining plays a major role in organizations decision making. Time series data mining involves extraction of all meaningful knowledge and patterns from data collected over a period of time. Various data mining techniques like classification, clustering, segmentation, anomaly detection, prediction are applied to different type of time series data to find useful and interesting patterns from it. This paper focuses on one such important mining task performed on time series data - prediction. Various statistical methods used for time series prediction includes regression, exponential smoothing, moving averages, autoregressive and moving average models, etc. Many times complexity underlying these methods precludes its use by those less acquainted with them. So it is possible to use heuristic method which gives approximated, but satisfactory solution for such class of problems. This paper proposes heuristic approach for time series data mining task-prediction. The approach used is based on evolutionary computation technique- genetic algorithm. Prediction results are evaluated on the basis of R2 and Root mean square error value (RMSE).

Key Words

Time series, Time series data mining, prediction, genetic algorithm

Cite This Article

"APPLICATION OF GENETIC ALGORITHM TO TIME SERIES DATA MINING", International Journal of Emerging Technologies and Innovative Research (www.jetir.org), ISSN:2349-5162, Vol.5, Issue 7, page no.207-211, July-2018, Available :http://www.jetir.org/papers/JETIR1807927.pdf

ISSN


2349-5162 | Impact Factor 7.95 Calculate by Google Scholar

An International Scholarly Open Access Journal, Peer-Reviewed, Refereed Journal Impact Factor 7.95 Calculate by Google Scholar and Semantic Scholar | AI-Powered Research Tool, Multidisciplinary, Monthly, Multilanguage Journal Indexing in All Major Database & Metadata, Citation Generator

Cite This Article

"APPLICATION OF GENETIC ALGORITHM TO TIME SERIES DATA MINING", International Journal of Emerging Technologies and Innovative Research (www.jetir.org | UGC and issn Approved), ISSN:2349-5162, Vol.5, Issue 7, page no. pp207-211, July-2018, Available at : http://www.jetir.org/papers/JETIR1807927.pdf

Publication Details

Published Paper ID: JETIR1807927
Registration ID: 185790
Published In: Volume 5 | Issue 7 | Year July-2018
DOI (Digital Object Identifier):
Page No: 207-211
Country: nagpur, maharashtra, India .
Area: Engineering
ISSN Number: 2349-5162


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