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Authors: Zunhe Liu ; Yan Liu ; Xiao Yang ; Shengyu Guo and Buyang Cao

Affiliation: Tongji University, China

ISBN: 978-989-758-075-8

Keyword(s): Correlation Analysis, TF-IDF, Jobname Clustering, Hadoop Anomaly Detection.

Related Ontology Subjects/Areas/Topics: Applications ; Information Systems ; Maintenance ; Methodologies and Technologies ; Operational Research ; Pattern Recognition ; Software Engineering

Abstract: Job name clustering gradually becomes more and more important in terms of numerous anomaly detections and analysis of cloud performance nowadays. Unlike crude texts, job name is a kind of sequential characters or tokens. This made it a challenge for clustering based on job name text. In this paper we analysis the correlation between columns and use user-job correlation to improve classic algorithm TF-IDF. We optimize words tokenizing and feature sets generating. We use hierarchical clustering methods to implement experience. Finally we develop a module and evaluate the performance of optimized algorithm, delivering it as a product to a prestige e-commerce company.

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Paper citation in several formats:
Liu, Z.; Liu, Y.; Yang, X.; Guo, S. and Cao, B. (2015). Croujaction - A Novel Approach to Text-based Job Name Clustering with Correlation Analysis.In Proceedings of the International Conference on Operations Research and Enterprise Systems - Volume 1: ICORES, ISBN 978-989-758-075-8, pages 199-204. DOI: 10.5220/0005271601990204

@conference{icores15,
author={Zunhe Liu. and Yan Liu. and Xiao Yang. and Shengyu Guo. and Buyang Cao.},
title={Croujaction - A Novel Approach to Text-based Job Name Clustering with Correlation Analysis},
booktitle={Proceedings of the International Conference on Operations Research and Enterprise Systems - Volume 1: ICORES,},
year={2015},
pages={199-204},
publisher={SciTePress},
organization={INSTICC},
doi={10.5220/0005271601990204},
isbn={978-989-758-075-8},
}

TY - CONF

JO - Proceedings of the International Conference on Operations Research and Enterprise Systems - Volume 1: ICORES,
TI - Croujaction - A Novel Approach to Text-based Job Name Clustering with Correlation Analysis
SN - 978-989-758-075-8
AU - Liu, Z.
AU - Liu, Y.
AU - Yang, X.
AU - Guo, S.
AU - Cao, B.
PY - 2015
SP - 199
EP - 204
DO - 10.5220/0005271601990204

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