PRATIK SHAH

Machine Learning Publications

Under review

2019

High accuracy tumor diagnoses and benchmarking of hematoxylin and eosin stained prostate core biopsy images generated by explainable deep neural networks

Aman Rana, Lowe A, Lithgow M, Horback K, Janovitz T, Da Silva A, Tsai H, Shanmugam V, Yoon H, Shah P

Under review

Under review
Proceedings of a Workshop, National Academies of Sciences, Engineering, and Medicine. Washington, DC: The National Academies Press. https://doi.org/10.17226/25404

2019

Improving cancer diagnosis and care: clinical application of computational methods in precision oncology

Pratik Shah

Proceedings of a Workshop, National Academies of Sciences, Engineering, and Medicine. Washington, DC: The National Academies Press. https://doi.org/10.17226/25404

Nature Digital Medicine. DOI: 10.1038/s41746-019-0148-3

2019

Artificial intelligence and machine learning in clinical development: a translational perspective

Pratik Shah* et al.

(*Corresponding author)

Nature Digital Medicine. DOI: 10.1038/s41746-019-0148-3

Trends in Pharmacological Sciences. PMID: 31326235

2019

Artificial Intelligence for clinical trial design

Stefan Harrer, Shah P, Antony P, Hu J

Trends in Pharmacological Sciences. PMID: 31326235

41st IEEE International Engineering in Medicine and Biology Conference-(Accepted for publication)

2019

Automated process incorporating machine learning segmentation and correlation of oral diseases with systemic health

Gregory Yauney, Rana A, Javia P, Wong L, Muftu A, Shah P*

(*Senior author supervising research)

41st IEEE International Engineering in Medicine and Biology Conference-(Accepted for publication)

Proceedings of the 3rd Machine Learning for Healthcare Conference. PMLR 85:161-226

2018

Reinforcement learning with action-derived rewards for chemotherapy and clinical trial dosing regimen selection

Gregory Yauney, Shah P*

(*Senior author supervising research)

Proceedings of the 3rd Machine Learning for Healthcare Conference. PMLR 85:161-226

17th IEEE International Conference of Machine Learning and Applications. DOI: 10.1109/ICMLA.2018.00133

2018

Computational histological staining and destaining of prostate core biopsy RGB images with generative adversarial neural networks

Aman Rana, Yauney G, Lowe A, Shah P*

(*Senior author supervising research)

17th IEEE International Conference of Machine Learning and Applications. DOI: 10.1109/ICMLA.2018.00133

17th IEEE International Conference of Machine Learning and Applications. DOI: 10.1109/ICMLA.2018.00097

2018

Machine learning algorithms for classification of microcirculation images from septic and non-septic patients

Perikumar Javia, Rana A, Shapiro NI, Shah P*

(*Senior author supervising research)

17th IEEE International Conference of Machine Learning and Applications. DOI: 10.1109/ICMLA.2018.00097

17<sup>th</sup> annual IEEE International Conference on BioInformatics and BioEngineering. DOI: 10.1109/BIBE.2017.00-37

2017

Convolutional neural network for combined classification of fluorescent biomarkers and expert annotations using white light images

Gregory Yauney, Angelino K, Edlund D, Shah P*

(*Senior author supervising research, Selected for oral presentation)

17th annual IEEE International Conference on BioInformatics and BioEngineering. DOI: 10.1109/BIBE.2017.00-37

IEEE-NIH 2017 Special Topics Conference on Healthcare Innovations and Point-of-Care Technologies. DOI: 10.1109/HIC.2017.8227605

2017

Automated segmentation of gingival diseases from oral images

Aman Rana, Yauney G, Wong L, Muftu A, Shah P*

(*Senior author supervising research)

IEEE-NIH 2017 Special Topics Conference on Healthcare Innovations and Point-of-Care Technologies. DOI: 10.1109/HIC.2017.8227605