UGC Approved Journal no 63975(19)

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Published in:

Volume 6 Issue 5
May-2019
eISSN: 2349-5162

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

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Published Paper ID:
JETIR1905F78


Registration ID:
211221

Page Number

519-523

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Title

Comparative Study of Machine Learning Models in Weather Forecasting

Abstract

Weather forecasting plays an integral role in our daily lives and influences a wide array of activities. This paper presents a survey on the various statistical approaches to weather prediction. The need for this methodology is governed by the instability and high cost associated with the physical model. A comparative study is performed and the aptness of each model is discussed. Various environmental parameters such as temperature, rainfall, humidity are evaluated with the help of these models. Among the existing machine learning techniques, prominent techniques such as Linear and Functional Regression, Artificial Neural Networks and Support Vector Machines are analysed. The results show that the models compare well against the numerical models and the efficacy of the Support Vector Machines and Neural Networks exceeds that of Regression models.

Key Words

Functional Regression, Linear Regression, Neural Networks, Numerical Weather prediction, Statistical Learning Theory, Support Vector Machines, Weather Forecasting

Cite This Article

"Comparative Study of Machine Learning Models in Weather Forecasting", International Journal of Emerging Technologies and Innovative Research (www.jetir.org), ISSN:2349-5162, Vol.6, Issue 5, page no.519-523, May-2019, Available :http://www.jetir.org/papers/JETIR1905F78.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

"Comparative Study of Machine Learning Models in Weather Forecasting", International Journal of Emerging Technologies and Innovative Research (www.jetir.org | UGC and issn Approved), ISSN:2349-5162, Vol.6, Issue 5, page no. pp519-523, May-2019, Available at : http://www.jetir.org/papers/JETIR1905F78.pdf

Publication Details

Published Paper ID: JETIR1905F78
Registration ID: 211221
Published In: Volume 6 | Issue 5 | Year May-2019
DOI (Digital Object Identifier):
Page No: 519-523
Country: Bangalore, Karnataka, India .
Area: Engineering
ISSN Number: 2349-5162
Publisher: IJ Publication


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