TY - GEN
T1 - Autonomous Ability Evaluation Method for Intelligent Decision System Based on Machine Learning
AU - Yang, Jiashu
AU - Guo, Dan
AU - Zhai, Jia
AU - Du, Xiaoyong
AU - Bai, Chengzu
AU - Wang, Pengyu
AU - Liu, Huanyu
N1 - Publisher Copyright:
© The Author(s), under exclusive license to Springer Nature Singapore Pte Ltd. 2025.
PY - 2025
Y1 - 2025
N2 - The intelligent decision-making system has a wide range of applications in airborne and other aspects. There is no perfect evaluation system for the reliability of the intelligent decision-making system. Therefore, this paper establishes a reliability evaluation model of the intelligent decision-making system and proposes an intelligent decision- making system. The credibility evaluation method of decision-making system and a user-friendly visual intelligent decision-making system credibility evaluation platform are built. The reliability evaluation model of intelligent decision-making system is driven by data, researches the index system for comprehensive evaluation of reliability, and forms the reliability evaluation index of intelligent decision-making system. The reliability of the system is evaluated through generalization and robustness, and a generalization ability evaluation index system and a robust ability evaluation index system are constructed. The intelligent decision-making system credibility evaluation platform integrates the test case generation module, the system generalization index calculation module, and the system robustness index calculation module and evaluates the intelligent decision system from different perspectives of generalization and robustness.
AB - The intelligent decision-making system has a wide range of applications in airborne and other aspects. There is no perfect evaluation system for the reliability of the intelligent decision-making system. Therefore, this paper establishes a reliability evaluation model of the intelligent decision-making system and proposes an intelligent decision- making system. The credibility evaluation method of decision-making system and a user-friendly visual intelligent decision-making system credibility evaluation platform are built. The reliability evaluation model of intelligent decision-making system is driven by data, researches the index system for comprehensive evaluation of reliability, and forms the reliability evaluation index of intelligent decision-making system. The reliability of the system is evaluated through generalization and robustness, and a generalization ability evaluation index system and a robust ability evaluation index system are constructed. The intelligent decision-making system credibility evaluation platform integrates the test case generation module, the system generalization index calculation module, and the system robustness index calculation module and evaluates the intelligent decision system from different perspectives of generalization and robustness.
KW - Generalization ability
KW - Intelligent decision system
KW - Reliability assessment
KW - Robustness ability
UR - https://www.scopus.com/pages/publications/105003909829
U2 - 10.1007/978-981-97-8764-7_19
DO - 10.1007/978-981-97-8764-7_19
M3 - 会议稿件
AN - SCOPUS:105003909829
SN - 9789819787630
T3 - Smart Innovation, Systems and Technologies
SP - 199
EP - 210
BT - Advances in Intelligent Information Hiding and Multimedia Signal Processing, Volume 1 - Proceeding of the 19th International Conference on IIH-MSP in conjunction with 11th International Conference on Orange Technology, Applications and Tools
A2 - Tseng, Shih-Pang
A2 - Paul, Anand
A2 - Pan, Jeng-Shyang
A2 - Favorskaya, Margarita
PB - Springer Science and Business Media Deutschland GmbH
T2 - 19th International Conference on Intelligent Information Hiding and Multimedia Signal Processing, IIH-MSP 2023, in conjunction with the 11th International Conference on Orange Technology, Applications, and Tools, ICOT 2023
Y2 - 5 December 2023 through 7 December 2023
ER -