My research focuses on supporting two-way communication between humans and machines in the context of automating machine learning (ML)/data science life cycle tasks such as data engineering and reporting to stakeholders about fitted models and their fairness, accountability, and transparency (FAT). My research brings together ML/data science, knowledge-based programming, natural language technology and information visualization (InfoVis). I am an inventor on several US patents related to natural language-based AI technology. I am one of the founders of Arria (www.arria.com), a company specializing in data-to-text (D2T) natural language generation (NLG).
Recognising visual patterns to communicate gas turbine time-series data
Yu, J., Hunter, J., Reiter, E. B., Sripada, S.
Applications and Innovations in Intelligent Systems X: Proceedings of ES2002, the Twenty-Second SGAI International Conference on Knowledge Based Systems and Applied Artificial Intelligence. Macintosh, A. L., Ellis, R., Coenen, F. (eds.). Springer, pp. 105-118, 14 pages
Chapters in Books, Reports and Conference Proceedings: Chapters
Segmenting time series for weather forecasting
Sripada, S. G., Reiter, E. B., Hunter, J., Yu, J.
Chapters in Books, Reports and Conference Proceedings: Conference Proceedings
SumTime-Turbine: A knowledge-based system to communicate gas turbine time-series data
Yu, J., Reiter, E., Hunter, J., Sripada, S.
Developments in Applied Artificial Intelligence: International Conference on Industrial and Engineering Applications of Artificial Intelligence and Expert Systems, IEA/AIE 2003, Loughborough, UK, June 23-26, 2003: proceedings. Chung, P. W. H., Hinde, C., Ali, M. (eds.). Springer Verlag, pp. 379-384, 6 pages
Chapters in Books, Reports and Conference Proceedings: Chapters
Summarizing neonatal time series data
Sripada, S. G., Reiter, E., Hunter, J., Yu, J.
Chapters in Books, Reports and Conference Proceedings: Conference Proceedings