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Jamshid Sourati
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Towards robust and reproducible active learning using neural networks
P Munjal, N Hayat, M Hayat, J Sourati, S Khan
Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern …, 2022
602022
Intelligent labeling based on fisher information for medical image segmentation using deep learning
J Sourati, A Gholipour, JG Dy, X Tomas-Fernandez, S Kurugol, ...
IEEE transactions on medical imaging 38 (11), 2642-2653, 2019
482019
Active deep learning with fisher information for patch-wise semantic segmentation
J Sourati, A Gholipour, JG Dy, S Kurugol, SK Warfield
International Workshop on Deep Learning in Medical Image Analysis, 83-91, 2018
362018
Classification active learning based on mutual information
J Sourati, M Akcakaya, JG Dy, TK Leen, D Erdogmus
Entropy 18 (2), 51, 2016
342016
Asymptotic analysis of objectives based on fisher information in active learning
J Sourati, M Akcakaya, TK Leen, D Erdogmus, JG Dy
Journal of Machine Learning Research 18 (34), 1-41, 2017
312017
Accelerating science with human-aware artificial intelligence
J Sourati, JA Evans
Nature Human Behaviour 7 (10), 1682-1696, 2023
272023
A probabilistic active learning algorithm based on fisher information ratio
J Sourati, M Akcakaya, D Erdogmus, TK Leen, JG Dy
IEEE transactions on pattern analysis and machine intelligence 40 (8), 2023-2029, 2017
272017
An active RBSE framework to generate optimal stimulus sequences in a BCI for spelling
M Moghadamfalahi, M Akcakaya, H Nezamfar, J Sourati, D Erdogmus
IEEE Transactions on Signal Processing 65 (20), 5381-5392, 2017
152017
Accelerated learning-based interactive image segmentation using pairwise constraints
J Sourati, D Erdogmus, JG Dy, DH Brooks
IEEE transactions on image processing 23 (7), 3057-3070, 2014
122014
Temperature-dependent droplet impact dynamics of a water droplet on hydrophobic and superhydrophobic surfaces: An experimental and predictive machine learning–based study
S Keshavarzi, J Sourati, G Momen, R Jafari
International Journal of Heat and Mass Transfer 195, 123190, 2022
102022
Accelerating science with human versus alien artificial intelligences
J Sourati, J Evans
arXiv:2104.05188, 2021
62021
Data on how science is made can make science better
J Sourati, A Belikov, J Evans
Harvard Data Science Review 4 (2), 2022
52022
Constrained spectral clustering for image segmentation
J Sourati, DH Brooks, JG Dy, D Erdogmus
2012 IEEE International Workshop on Machine Learning for Signal Processing, 1-6, 2012
52012
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 Akcakaya, H Nezamfar, M Haghighi, ...
2015 IEEE 25th International Workshop on Machine Learning for Signal …, 2015
42015
Assessing subsets of analytes in context of detecting laboratory errors
J Sourati, SC Kazmierczak, M Akçakaya, JG Dy, TK Leen, D Erdogmus
2016 38th Annual International Conference of the IEEE Engineering in …, 2016
22016
Asymptotic analysis of objectives based on fisher information in active learning
J Sourati, M Akcakaya, TK Leen, D Erdogmus, JG Dy
arXiv preprint arXiv:1605.08798, 2016
22016
Complementary artificial intelligence designed to augment human discovery
J Sourati, J Evans
arXiv preprint arXiv:2207.00902, 2022
12022
Systems and methods for high-order modeling of predictive hypotheses
J Evans, F Shi, J Sourati
US Patent App. 17/451,320, 2022
12022
Information theoretic active learning in unsupervised and supervised problems
J Sourati
Northeastern University, 2016
12016
A novel delta check method for detecting laboratory errors
J Sourati, D Erdogmus, M Akçakaya, SC Kazmierczak, TK Leen
2015 IEEE 25th International Workshop on Machine Learning for Signal …, 2015
12015
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Articles 1–20