J. Sourati

Most-cited papers

Towards Robust and Reproducible Active Learning using Neural Networks
Prateek Munjal, Nasir Hayat, Munawar Hayat, J. Sourati +1 more
2020Computer Vision and Pattern Recognition96 citations Open access
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Accelerating science with human-aware artificial intelligence
J. Sourati, James A. Evans
2023Nature Human Behaviour91 citations Open access
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Intelligent Labeling Based on Fisher Information for Medical Image Segmentation Using Deep Learning
J. Sourati, A. Gholipour, Jennifer G. Dy, Xavier Tomas-Fernandez +2 more
2019IEEE Transactions on Medical Imaging46 citations Open access
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Active Deep Learning with Fisher Information for Patch-wise Semantic Segmentation
J. Sourati, A. Gholipour, Jennifer G. Dy, S. Kurugol +1 more
2018DLMIA/ML-CDS@MICCAI36 citations
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Asymptotic Analysis of Objectives Based on Fisher Information in Active Learning
J. Sourati, M. Akçakaya, T. Leen, Deniz Erdoğmuş +1 more
2016Journal of machine learning research36 citations
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Classification Active Learning Based on Mutual Information
J. Sourati, M. Akçakaya, Jennifer G. Dy, T. Leen +1 more
2016Entropy28 citations Open access
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A Probabilistic Active Learning Algorithm Based on Fisher Information Ratio
J. Sourati, M. Akçakaya, Deniz Erdoğmuş, T. Leen +1 more
2018IEEE Transactions on Pattern Analysis and Machine Intelligence27 citations Open access
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Temperature-Dependent Droplet Impact Dynamics of a Water Droplet on Hydrophobic and Superhydrophobic Surfaces: An Experimental and Predictive Machine Learning–Based Study
Samaneh Keshavarzi, J. Sourati, G. Momen, Ramezan Jafari
2022Social Science Research Network18 citations Open access
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An Active RBSE Framework to Generate Optimal Stimulus Sequences in a BCI for Spelling
M. Moghadamfalahi, M. Akçakaya, H. Nezamfar, J. Sourati +1 more
2016IEEE Transactions on Signal Processing13 citations Open access
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Accelerated Learning-Based Interactive Image Segmentation using Pairwise Constraints
J. Sourati, Deniz Erdoğmuş, Jennifer G. Dy, D. Brooks
2014IEEE Transactions on Image Processing8 citations Open access
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Accelerating science with human versus alien artificial intelligences
J. Sourati, J. Evans
2021arXiv.org7 citations
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A novel delta check method for detecting laboratory errors
J. Sourati, Deniz Erdoğmuş, M. Akçakaya, S. Kazmierczak +1 more
2015International Workshop on Machine Learning for Signal Processing3 citations
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Active learning for efficient querying from a human oracle with noisy response in a language-model assisted brain computer interface
M. Moghadamfalahi, J. Sourati, M. Akçakaya, H. Nezamfar +2 more
2015International Workshop on Machine Learning for Signal Processing3 citations
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CONSTRAINED SPECTRAL CLUSTERING FOR IMAGE SEGMENTATION
J. Sourati, D. Brooks, Jennifer G. Dy, Deniz Erdoğmuş
20122012 IEEE International Workshop on Machine Learning for Signal Processing3 citations Open access
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Complementary artificial intelligence designed to augment human discovery
J. Sourati, James A. Evans
2022arXiv.org2 citations Open access
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Assessing subsets of analytes in context of detecting laboratory errors
J. Sourati, S. Kazmierczak, M. Akçakaya, Jennifer G. Dy +2 more
2016Annual International Conference of the IEEE Engineering in Medicine and Biology Society1 citations
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Automated localization of wrinkles and the dermo-epidermal junction in obliquely oriented reflectance confocal microscopic images of human skin
J. Sourati, K. Kose, M. Rajadhyaksha, Jennifer G. Dy +2 more
2013Biomedical optics1 citations
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Unsupervised wrinkle detection in reflectance confocal microscopy images of the human skin
J. Sourati, D. Brooks, Jennifer G. Dy, Esra Ataer-Cansizoglu +2 more
2012IEEE International Conference on Acoustics, Speech, and Signal Processing1 citations
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Boosting 30-Day Emergency Department Readmission Predictions with BERT-Powered Community Health Worker Notes
Ankita Mishra, Charmi Patel, N. Veeramreddy, Yiyang Wang +6 more
2026International Joint Conference on Biomedical Engineering Systems and Technologies0 citations
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China leads scientific trends; the West launches new ones
Jeffrey W. Lockhart, J. Sourati, Feng-Yu Shi, James A. Evans
2026arXiv.org0 citations
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Measuring and Analyzing Subjective Uncertainty in Scientific Communications
J. Sourati, Grace Shao
2025arXiv.org0 citations
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Leveraging Hidden Patterns in Open-Ended Community Health Workers’ Notes to Improve Prediction of Patient Readmission
Naveen Kumar Reddy Veeramreddy, Ankita Mishra, Navika Maglani, Sameer Shaik +5 more
2025eScience0 citations
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Information theoretic active learning in unsupervised and supervised problems
J. Sourati
20160 citations
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Assessing subsets of analytes in context of detecting laboratory errors.
J. Sourati, S. Kazmierczak, M. Akçakaya, J. G. Dy +2 more
2016Conference proceedings0 citations
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