TY - GEN
T1 - Preliminary literature review of machine learning system development practices
AU - Watanabe, Yasuhiro
AU - Washizaki, Hironori
AU - Sakamoto, Kazunori
AU - Saito, Daisuke
AU - Honda, Kiyoshi
AU - Tsuda, Naohiko
AU - Fukazawa, Yoshiaki
AU - Yoshioka, Nobukazu
N1 - Funding Information:
This work was supported by JST-Mirai Program Grant Number JP18077318, Japan. REFERENCES
Publisher Copyright:
© 2021 IEEE.
PY - 2021/7
Y1 - 2021/7
N2 - To guide practitioners and researchers to design and research Machine Learning (ML) system development processes, we conduct a preliminary literature review on ML system development practices. We identified seven papers and two other papers determined in an ad-hoc review. Our findings include emphasized phases in ML system developments, frequently described ML-specific practices, and tailored traditional practices.
AB - To guide practitioners and researchers to design and research Machine Learning (ML) system development processes, we conduct a preliminary literature review on ML system development practices. We identified seven papers and two other papers determined in an ad-hoc review. Our findings include emphasized phases in ML system developments, frequently described ML-specific practices, and tailored traditional practices.
KW - Software engineering for machine learning
UR - http://www.scopus.com/inward/record.url?scp=85115822429&partnerID=8YFLogxK
UR - http://www.scopus.com/inward/citedby.url?scp=85115822429&partnerID=8YFLogxK
U2 - 10.1109/COMPSAC51774.2021.00207
DO - 10.1109/COMPSAC51774.2021.00207
M3 - Conference contribution
AN - SCOPUS:85115822429
T3 - Proceedings - 2021 IEEE 45th Annual Computers, Software, and Applications Conference, COMPSAC 2021
SP - 1407
EP - 1408
BT - Proceedings - 2021 IEEE 45th Annual Computers, Software, and Applications Conference, COMPSAC 2021
A2 - Chan, W. K.
A2 - Claycomb, Bill
A2 - Takakura, Hiroki
A2 - Yang, Ji-Jiang
A2 - Teranishi, Yuuichi
A2 - Towey, Dave
A2 - Segura, Sergio
A2 - Shahriar, Hossain
A2 - Reisman, Sorel
A2 - Ahamed, Sheikh Iqbal
PB - Institute of Electrical and Electronics Engineers Inc.
T2 - 45th IEEE Annual Computers, Software, and Applications Conference, COMPSAC 2021
Y2 - 12 July 2021 through 16 July 2021
ER -