Article ID Journal Published Year Pages File Type
383196 Expert Systems with Applications 2013 10 Pages PDF
Abstract

A new trend of researches on knowledge discovery and chance discovery is to identify human insights through data synthesis rather than to discover facts through data analysis. In this paper, we propose a systematic approach named idea discovery which is committed to turning data into effective human insights. Idea discovery focuses on dynamic and sustainable process for high-quality ideas cultivation, construction, integration and evaluation through human–computer and human–human interaction. It mainly relies on latent information and its dynamic changes to drive ideas creation, integration and evaluation during sustainable creativity process. The process of idea discovery is in accordance with a dynamic model which contains two key components: (1) mining algorithms to turn data into scenario maps for eliciting human insights; (2) scenario-based creativity support activities towards actionable ideas generation. An intelligence system called Galaxy integrated with IdeaGraph algorithm has been developed to support the dynamic process of idea discovery. A case study in an automobile company has validated the effectiveness of proposed method and system.

► We propose a systematic approach named idea discovery to identify human insights through data synthesis. ► Idea discovery focuses on uncovering latent information and its dynamic changes for ideas creation and evaluation. ► We have developed an intelligence system called Galaxy to support idea discovery process. ► A case study in one of world famous auto companies has verified the effectiveness of proposed method and system.

Keywords
Related Topics
Physical Sciences and Engineering Computer Science Artificial Intelligence
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