Can You Explain That, Better? Comprehensible Text Analytics for SE Applications
Amritanshu Agrawal,
Huy Tu,
Tim Menzies
Abstract:Text mining methods are used for a wide range of Software Engineering (SE) tasks. The biggest challenge of text mining is high dimensional data, i.e., a corpus of documents can contain 10 4 to 10 6 unique words. To address this complexity, some very convoluted text mining methods have been applied. Is that complexity necessary? Are there simpler ways to quickly generate models that perform as well as the more convoluted methods and also be human-readable?To answer these questions, we explore a combination of L… Show more
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