Proceedings of the 2019 International Conference on Modeling, Simulation and Big Data Analysis (MSBDA 2019)

Study of Employment Salary Forecast using KNN Algorithm

Authors
Junyu Zhang, Jinyong Cheng
Corresponding Author
Jinyong Cheng
Available Online August 2019.
DOI
10.2991/msbda-19.2019.26How to use a DOI?
Keywords
KNN, Prediction, Salary
Abstract

In the market analysis of the 2018 national recruitment data and the employment situation in a city, it was found that the current college students have serious imbalances in their actual ability and employment salary expectations. In order to predict the salary of employment, doing this research. For the Java back-end engineer position, there are the following seven influencing factors: computer network scores, Java programming basic results, database principle results, java web scores, framework programming scores, Linux scores, education. The above seven factors affect the salary of the java back-end engineers, using different levels of salary as a marker to build a sample set, using the KNN algorithm to build a salary level prediction classifier. The conclusion is as follows: When K=7, the classifier has better prediction effect with an accuracy of 88.10%. This model has better predictive effect when the degree is undergraduate.

Copyright
© 2019, the Authors. Published by Atlantis Press.
Open Access
This is an open access article distributed under the CC BY-NC license (http://creativecommons.org/licenses/by-nc/4.0/).

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Volume Title
Proceedings of the 2019 International Conference on Modeling, Simulation and Big Data Analysis (MSBDA 2019)
Series
Advances in Computer Science Research
Publication Date
August 2019
ISBN
978-94-6252-784-3
ISSN
2352-538X
DOI
10.2991/msbda-19.2019.26How to use a DOI?
Copyright
© 2019, the Authors. Published by Atlantis Press.
Open Access
This is an open access article distributed under the CC BY-NC license (http://creativecommons.org/licenses/by-nc/4.0/).

Cite this article

TY  - CONF
AU  - Junyu Zhang
AU  - Jinyong Cheng
PY  - 2019/08
DA  - 2019/08
TI  - Study of Employment Salary Forecast using KNN Algorithm
BT  - Proceedings of the 2019 International Conference on Modeling, Simulation and Big Data Analysis (MSBDA 2019)
PB  - Atlantis Press
SP  - 166
EP  - 170
SN  - 2352-538X
UR  - https://doi.org/10.2991/msbda-19.2019.26
DO  - 10.2991/msbda-19.2019.26
ID  - Zhang2019/08
ER  -