UGC Approved Journal no 63975(19)

ISSN: 2349-5162 | ESTD Year : 2014
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Volume 11 | Issue 5 | May 2024

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Published in:

Volume 11 Issue 4
April-2024
eISSN: 2349-5162

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

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Published Paper ID:
JETIR2404G78


Registration ID:
536979

Page Number

p593-p604

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Title

ENSEMBLE MACHINE LEARNING ALGORITHMS BASED ON ROAD TRAFFIC ACCIDENT DATA PREDICTION

Abstract

Traffic is a major reason for road accidents. Due to road accidents occurred injuries and lives loss both. So safe driving and observe the road traffic to find information regarding road accidents. If you understand this situation, study road accidents and it helped us develop novel strategies to avoid road accidents. So many factors like road conditions, and traffic accidents impact accidents. To overcome this problem, make an accident prediction model. In our research, we use machine learning and ensemble learning. In our research study, compare all models and ensemble models with the road traffic accident dataset. We find the accuracy of all models. We observe support vector machines and decision trees predict a lower accuracy rate compared with other models. Ensemble models also do not give much accuracy compared to individual models. Finally, extra trees predict the highest accuracy rate.

Key Words

Ensemble learning, Road traffic accident, data prediction, Machine learning

Cite This Article

"ENSEMBLE MACHINE LEARNING ALGORITHMS BASED ON ROAD TRAFFIC ACCIDENT DATA PREDICTION", International Journal of Emerging Technologies and Innovative Research (www.jetir.org), ISSN:2349-5162, Vol.11, Issue 4, page no.p593-p604, April-2024, Available :http://www.jetir.org/papers/JETIR2404G78.pdf

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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

"ENSEMBLE MACHINE LEARNING ALGORITHMS BASED ON ROAD TRAFFIC ACCIDENT DATA PREDICTION", International Journal of Emerging Technologies and Innovative Research (www.jetir.org | UGC and issn Approved), ISSN:2349-5162, Vol.11, Issue 4, page no. ppp593-p604, April-2024, Available at : http://www.jetir.org/papers/JETIR2404G78.pdf

Publication Details

Published Paper ID: JETIR2404G78
Registration ID: 536979
Published In: Volume 11 | Issue 4 | Year April-2024
DOI (Digital Object Identifier):
Page No: p593-p604
Country: Medchal malkajgiri, Telangana, India .
Area: Engineering
ISSN Number: 2349-5162
Publisher: IJ Publication


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