Publications

2022
[13] OrganoID: A versatile deep learning platform for tracking and analysis of single-organoid dynamics (, , , , , , , , , , , , and ), In PLOS Computational Biology, Public Library of Science, volume 18, . [bibtex] [url] [doi]
2021
[12] Computer vision reveals hidden variables underlying NF-κB activation in single cells (, , , and ), In Science Advances, volume 7, . [bibtex] [url] [doi]
2019
[11] Disciplinary learning from an authentic engineering context (, , , , , and ), In Journal of Pre-College Engineering Education Research (J-PEER), Purdue University Press, volume 9, . [bibtex] [url] [doi]
2018
[10] Learning with rationales for document classification ( and ), In Machine Learning, . [bibtex] [pdf] [doi]
2017
[9] Evidence-based uncertainty sampling for active learning ( and ), In Data Mining and Knowledge Discovery, volume 31, . [bibtex] [pdf] [doi]
[8] Active learning: an empirical study of common baselines (, , and ), In Data Mining and Knowledge Discovery, volume 31, . [bibtex] [pdf] [doi]
[7] Active inference for dynamic Bayesian networks with an application to tissue engineering (, , , , , and ), In Knowledge and Information Systems, volume 50, . [bibtex] [pdf] [doi]
2011
[6] Dynamic Processing Allocation in Video (, , and ), In IEEE Transactions on Pattern Analysis and Machine Intelligence, IEEE Computer Society, volume 33, . [bibtex] [pdf]
[5] Value of Information Lattice: Exploiting Probabilistic Independence for Effective Feature Subset Acquisition ( and ), In Journal of Artificial Intelligence Research (JAIR), volume 41, . [bibtex] [pdf]
2010
[4]Collective Classification (, , and ), In Encyclopedia of Machine Learning, . [bibtex]
2009
[3] Reflect and Correct: A Misclassification Prediction Approach to Active Inference ( and ), In ACM Transactions on Knowledge Discovery from Data, volume 3, . [bibtex] [pdf]
2008
[2] Collective Classification in Network Data (, , , , and ), In AI Magazine, volume 29, . [bibtex] [pdf]
[1] Interactive Entity Resolution in Relational Data: A Visual Analytic Tool and Its Evaluation (, , and ), In IEEE Transactions on Visualization and Computer Graphics, volume 14, . [bibtex] [pdf]