Abstract
Increasingly competitive software industry, where multiple systems serve the same application domain and compete for customers, favors software with creative features. To promote software creativity, research has proposed multi-day workshops with experienced facilitators, and semi-automated tools to provide a limited support for creative thinking. Such approach is either time-consuming and demands substantial involvement from analysts with creative abilities, or useful only for existing large-scale software with a rich issue tracking system. In this paper, we present a novel framework, useful for both new and existing systems, providing an end-to-end automation to support creativity. In particular, the framework reuses freely available requirements for similar software, leverages state-of-the-art natural language processing and machine learning techniques, and generates candidate creative requirements. We apply the framework on three application domains: Antivirus, Web Browser, and File Sharing, and further report a human subject evaluation. The results demonstrate our framework’s ability to generate creative features and provoke innovative thinking among developers with various experience levels.
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