Leveraging Combinatorial Coverage in the Machine Learning Product Lifecycle

IF 2 4区 计算机科学 Q3 COMPUTER SCIENCE, HARDWARE & ARCHITECTURE Computer Pub Date : 2024-06-27 DOI:10.1109/mc.2024.3366142
Jaganmohan Chandrasekaran, Erin Lanus, Tyler Cody, Laura J. Freeman, Raghu N. Kacker, M S Raunak, D. Richard Kuhn
{"title":"Leveraging Combinatorial Coverage in the Machine Learning Product Lifecycle","authors":"Jaganmohan Chandrasekaran, Erin Lanus, Tyler Cody, Laura J. Freeman, Raghu N. Kacker, M S Raunak, D. Richard Kuhn","doi":"10.1109/mc.2024.3366142","DOIUrl":null,"url":null,"abstract":"The data-intensive nature of machine learning (ML)-enabled systems introduces unique challenges in test and evaluation. We present an overview of combinatorial coverage, exploring its applications across the ML-enabled system lifecycle and its potential to address key limitations in performing test and evaluation for ML-enabled systems.","PeriodicalId":10623,"journal":{"name":"Computer","volume":"31 1","pages":""},"PeriodicalIF":2.0000,"publicationDate":"2024-06-27","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"Computer","FirstCategoryId":"94","ListUrlMain":"https://doi.org/10.1109/mc.2024.3366142","RegionNum":4,"RegionCategory":"计算机科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q3","JCRName":"COMPUTER SCIENCE, HARDWARE & ARCHITECTURE","Score":null,"Total":0}
引用次数: 0

Abstract

The data-intensive nature of machine learning (ML)-enabled systems introduces unique challenges in test and evaluation. We present an overview of combinatorial coverage, exploring its applications across the ML-enabled system lifecycle and its potential to address key limitations in performing test and evaluation for ML-enabled systems.
查看原文
分享 分享
微信好友 朋友圈 QQ好友 复制链接
本刊更多论文
在机器学习产品生命周期中利用组合覆盖率
支持机器学习(ML)的系统具有数据密集的特点,这给测试和评估带来了独特的挑战。我们概述了组合覆盖率,探讨了它在支持 ML 的系统生命周期中的应用,以及它在解决支持 ML 的系统测试和评估的关键局限性方面的潜力。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
求助全文
约1分钟内获得全文 去求助
来源期刊
Computer
Computer 工程技术-计算机:软件工程
CiteScore
3.90
自引率
4.50%
发文量
378
审稿时长
12 months
期刊介绍: Computer, the flagship publication of the IEEE Computer Society, publishes peer-reviewed articles written for and by computer researchers and practitioners representing the full spectrum of computing and information technology, from hardware to software and from emerging research to new applications. The aim is to provide more technical substance than trade magazines and more practical ideas than research journals. Computer seeks to deliver useful information for all computing professionals and students, including computer scientists, engineers, and practitioners of all levels.
期刊最新文献
Artificial Intelligence for the Benefit of Everyone Infusing Artificial Intelligence Into Software Engineering and the DevSecOps Continuum Computer Highlights Society Magazines Data Submarines Extended Reality and Artificial Intelligence’s Ethical Crossroads: From Sensory Manipulation to Creative Disruption
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
×
提示
您的信息不完整,为了账户安全,请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
现在去查看 取消
×
提示
确定
0
微信
客服QQ
Book学术公众号 扫码关注我们
反馈
×
意见反馈
请填写您的意见或建议
请填写您的手机或邮箱
已复制链接
已复制链接
快去分享给好友吧!
我知道了
×
扫码分享
扫码分享
Book学术官方微信
Book学术文献互助
Book学术文献互助群
群 号:481959085
Book学术
文献互助 智能选刊 最新文献 互助须知 联系我们:info@booksci.cn
Book学术提供免费学术资源搜索服务,方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。
Copyright © 2023 Book学术 All rights reserved.
ghs 京公网安备 11010802042870号 京ICP备2023020795号-1