An empirical study of bugs in machine learning systems

• Main Authors: THUNG, Ferdian, WANG, Shaowei, LO, David, JIANG, Lingxiao
• Format: text
• Language: English
• Published: Institutional Knowledge at Singapore Management University 2012
• Subjects: Software Engineering
• Online Access: https://ink.library.smu.edu.sg/sis_research/1587; https://ink.library.smu.edu.sg/context/sis_research/article/2586/viewcontent/issre12_EmpiricalStudyBugsMachineLearningSys.pdf
• Institution: Singapore Management University

Many machine learning systems that include various data mining, information retrieval, and natural language processing code and libraries have being used in real world applications. Search engines, internet advertising systems, product recommendation systems are sample users of these algorithm inten...