TY - JOUR
T1 - CCHZ-DISO: A Timely New Assessment System for Data Quality or Model Performance From Da Dao Zhi Jian
T2 - A Timely New Assessment System for Data Quality or Model Performance From Da Dao Zhi Jian
AU - Hu, Zengyun
AU - Chen, Deliang
AU - Chen, Xi
AU - Zhou, Qiming
AU - Peng, Yuzhou
AU - Li, Jianfeng
AU - Sang, Yanfang
N1 - This study was supported by the National Natural Science Foundation of P.R. China (Grant 42230708, 41971386), the Alliance of International Science Organizations (Grant ANSO‐CR‐KP‐2021‐02), Western Scholars of the Chinese Academy of Sciences (2020‐XBQNXZ‐010), the National Youth Talent Project (E1190301), the Third Xinjiang Scientific Expedition Program (Grant 2021xjkk1300), and the Shenzhen science and technology innovations Committee (JCYJ20210324101406019).
Publisher Copyright:
© 2022. The Authors.
PY - 2022/12/16
Y1 - 2022/12/16
N2 - With the rapid development of big data, assessment of data quality or model performance has become a hot scientific question. However, most existing lots of metrics focus on specific aspects of the assessment, and comprehensive assessment is rare. Therefore, it is very necessary to develop new assessment system. To address this problem, a new assessment system is constructed which is named after Chen, Chen, Hu, and Zhou (CCHZ)-distance between indices of simulation and observation (DISO) according to the contributions of Xi Chen, Deliang Chen, Zengyun Hu, and Qiming Zhou. CCHZ-DISO system builds on the Euclidean Distance and flexible determination of statistical metrics and their numbers. Due to its simplicity and flexibility, CCHZ-DISO can be readily and widely applied to any subject of science. Therefore, it follows the principle of the Chinese philosopher Lao Zi's Da Dao Zhi Jian which means that the most basic truth is very simple.
AB - With the rapid development of big data, assessment of data quality or model performance has become a hot scientific question. However, most existing lots of metrics focus on specific aspects of the assessment, and comprehensive assessment is rare. Therefore, it is very necessary to develop new assessment system. To address this problem, a new assessment system is constructed which is named after Chen, Chen, Hu, and Zhou (CCHZ)-distance between indices of simulation and observation (DISO) according to the contributions of Xi Chen, Deliang Chen, Zengyun Hu, and Qiming Zhou. CCHZ-DISO system builds on the Euclidean Distance and flexible determination of statistical metrics and their numbers. Due to its simplicity and flexibility, CCHZ-DISO can be readily and widely applied to any subject of science. Therefore, it follows the principle of the Chinese philosopher Lao Zi's Da Dao Zhi Jian which means that the most basic truth is very simple.
KW - CCHZ-DISO assessment system
KW - data quality
KW - model performance
KW - statistical metric
UR - http://www.scopus.com/inward/record.url?scp=85144522459&partnerID=8YFLogxK
U2 - 10.1029/2022GL100681
DO - 10.1029/2022GL100681
M3 - Journal article
AN - SCOPUS:85144522459
SN - 0094-8276
VL - 49
JO - Geophysical Research Letters
JF - Geophysical Research Letters
IS - 23
M1 - e2022GL100681
ER -
