Mutation Operator Reduction for Cost-effective Deep Learning Software Testing via Decision Boundary Change Measurement,ERICDATA高等教育知識庫
高等教育出版
熱門: 謝傳崇  羅文君  葉俊廷  紀金山  簡淑芸  SDGs  
高等教育出版
首頁 臺灣期刊   學校系所   學協會   民間出版   大陸/海外期刊   政府機關   學校系所   學協會   民間出版   DOI註冊服務
篇名
Mutation Operator Reduction for Cost-effective Deep Learning Software Testing via Decision Boundary Change Measurement
並列篇名
Mutation Operator Reduction for Cost-effective Deep Learning Software Testing via Decision Boundary Change Measurement
作者 Li-Chao FengXing-Ya WangShi-Yu ZhangRui-Zhi GaoZhi-Hong Zhao
英文摘要

Mutation testing has been deemed an effective way to ensure Deep Learning (DL) software quality. Due to the requirements of generating and executing mass mutants, mutation testing suffers low-efficiency problems. In regard to traditional software, mutation operators that are hard to cause program logic changes can be reduced. Thus, the number of the mutants, as well as their executions, can be effectively decreased. However, DL software relies on model logic to make a decision. Decision boundaries characterize its logic. In this paper, we propose a DL software mutation operator reduction technique. Specifically, for each group of DL operators, we propose and use DocEntropy to measure the model’s decision boundary changes among mutants generated and the original model. Then, we select the operator group with the highest entropy value and use the involved operators for further mutation testing. An empirical study on two DL models verified that the proposed approach could lead to cost-effective DL software mutation testing (i.e., 33.61% mutants and their executions decreased on average) and archive more accuracy mutation scores (i.e., 9.45% accuracy increased on average).

 

起訖頁 601-610
關鍵詞 DL softwareMutation testingDecision boundaryMutation operator reduction
刊名 網際網路技術學刊  
期數 202205 (23:3期)
出版單位 台灣學術網路管理委員會
DOI 10.53106/160792642022052303018  複製DOI
QR Code
該期刊
上一篇
Dark Channel Based Visibility Measuring from Daytime Scene Videos
該期刊
下一篇
Medicine Safety Assessment Method based on Dynamic Dual Optimization

高等教育知識庫  閱讀計畫  教育研究月刊  新書優惠  

教師服務
合作出版
期刊徵稿
聯絡高教
高教FB
讀者服務
圖書目錄
教育期刊
訂購服務
活動訊息
數位服務
高等教育知識庫
國際資料庫收錄
投審稿系統
DOI註冊
線上購買
高點網路書店 
元照網路書店
博客來網路書店
教育資源
教育網站
國際教育網站
關於高教
高教簡介
出版授權
合作單位
知識達 知識達 知識達 知識達 知識達 知識達
版權所有‧轉載必究 Copyright2011 高等教育文化事業有限公司  All Rights Reserved
服務信箱:edubook@edubook.com.tw 台北市館前路 26 號 6 樓 Tel:+886-2-23885899 Fax:+886-2-23892500