doi.bio/shantanu_jain


Shantanu Jain

Shantanu Jain is a research scientist at the [[Institute for Experiential AI] [at Northeastern University], where he previously served as an associate research scientist at the Radivojac bioinformatics lab in the [[Khoury College of Computer Sciences] [/Northeastern University].]

Education

Jain received his [[bachelor's in computer engineering] [from Nirma University] in [India] in [2008], before moving to the US to pursue graduate studies. He holds a [[PhD in computer science] and a [master's in statistics] and [computer science] from [Indiana University], where he graduated in [2016] with a [3.97 GPA] and received the [Graduate Research Award] for his research contributions.

Research Focus

Jain's research interests lie in the field of [[statistical modelling] and [machine learning],] with a focus on developing [[semi-supervised methods to address data constraints] and issues arising from [[biased estimates] and [missing labels] in binary classification.] He is also interested in solving fundamental problems in machine learning that arise from the [[constraints and demands of real-world data],] especially in the field of [[computational biology] and its applications in healthcare.

Publications

Jain's research has been published in several journals, including:

Professional Experience

Prior to joining Northeastern University in [[2018],] Jain worked as a [[web developer at the Center of Survey Research] at Indiana University in [2008],] and as a [[programmer analyst trainee in Pune, India.] He has also served as an [instructor for the graduate-level course "Unsupervised Machine Learning and Data Mining" at Northeastern University], and is an [active member of the Impact of Genomic Variation on Function (IGVF) consortium] and the [Critical Assessment of Genome Interpretation (CAGI) consortium.]

Skills

Jain is skilled in various programming languages and tools, including:

Google Scholar

Shantanu Jain

Research Scientist, Khoury College of Computer Sciences, Northeastern University

N/A

Estimating the class prior and posterior from noisy positives and unlabeled data S Jain, M White, P Radivojac Advances in Neural Information Processing Systems, 2693-2701, 2016 Link: https://scholar.google.com/citations?viewop=viewcitation&hl=en&user=3twSpvoAAAAJ&citationforview=3twSpvoAAAAJ:9yKSN-GCB0IC

Recovering true classifier performance in positive-unlabeled learning S Jain, M White, P Radivojac Thirty-First AAAI Conference on Artificial Intelligence, 2066-2072, 2017 Link: https://scholar.google.com/citations?viewop=viewcitation&hl=en&user=3twSpvoAAAAJ&citationforview=3twSpvoAAAAJ:d1gkVwhDpl0C

Nonparametric semi-supervised learning of class proportions S Jain, M White, MW Trosset, P Radivojac arXiv preprint arXiv:1601.01944, 2016 Link: https://scholar.google.com/citations?viewop=viewcitation&hl=en&user=3twSpvoAAAAJ&citationforview=3twSpvoAAAAJ:u5HHmVD_uO8C

Fast Nonparametric Estimation of Class Proportions in the Positive-Unlabeled Classification Setting D Zeiberg, S Jain, P Radivojac Thirty-Fourth AAAI Conference on Artificial Intelligence, 2020 Link: https://scholar.google.com/citations?viewop=viewcitation&hl=en&user=3twSpvoAAAAJ&citationforview=3twSpvoAAAAJ:zYLM7Y9cAGgC

The loss and gain of functional amino acid residues is a common mechanism causing human inherited disease J Lugo-Martinez, V Pejaver, KA Pagel, S Jain, M Mort, DN Cooper, … PLoS Computational Biology 12 (8), e1005091, 2016 Link: https://scholar.google.com/citations?viewop=viewcitation&hl=en&user=3twSpvoAAAAJ&citationforview=3twSpvoAAAAJ:qjMakFHDy7sC

Estimating classification accuracy in positive-unlabeled learning: characterization and correction strategies. R Ramola, S Jain, P Radivojac Pacific Symposium on Biocomputing, 124-135, 2019 Link: https://scholar.google.com/citations?viewop=viewcitation&hl=en&user=3twSpvoAAAAJ&citationforview=3twSpvoAAAAJ:2osOgNQ5qMEC

Class Prior Estimation with Biased Positives and Unlabeled Examples S Jain, DJ Delano, H Sharma, P Radivojac Thirty-Fourth AAAI Conference on Artificial Intelligence, 2020 Link: https://scholar.google.com/citations?viewop=viewcitation&hl=en&user=3twSpvoAAAAJ&citationforview=3twSpvoAAAAJ:Y0pCki6q_DkC

New mixture models for decoy-free false discovery rate estimation in mass spectrometry proteomics Y Peng, S Jain, YF Li, M Greguš, AR Ivanov, O Vitek, P Radivojac Bioinformatics 36 (Supplement2), i745-i753, 2020 Link: https://scholar.google.com/citations?viewop=viewcitation&hl=en&user=3twSpvoAAAAJ&citationfor_view=3twSpvoAAAAJ:eQOLeE2rZwMC

Using Association Rules to Understand the Risk of Adverse Pregnancy Outcomes in a Diverse Population H Chu, R Ramola, S Jain, DM Haas, S Natarajan, P Radivojac PACIFIC SYMPOSIUM ON BIOCOMPUTING 2023: Kohala Coast, Hawaii, USA, 3–7 …, 2022 Link: https://scholar.google.com/citations?viewop=viewcitation&hl=en&user=3twSpvoAAAAJ&citationforview=3twSpvoAAAAJ:8k81kl-MbHgC

CAGI, the Critical Assessment of Genome Interpretation, establishes progress and prospects for computational genetic variant interpretation methods N Null, S Jain, C Bakolitsa, SE Brenner, P Radivojac, J Moult, S Repo, … Genome Biology 25 (1), 1-46, 2024 Link: https://scholar.google.com/citations?viewop=viewcitation&hl=en&user=3twSpvoAAAAJ&citationforview=3twSpvoAAAAJ:hC7cP41nSMkC

An approach to identifying and quantifying bias in biomedical data MC De Paolis Kaluza, S Jain, P Radivojac PACIFIC SYMPOSIUM ON BIOCOMPUTING 2023: Kohala Coast, Hawaii, USA, 3–7 …, 2022 Link: https://scholar.google.com/citations?viewop=viewcitation&hl=en&user=3twSpvoAAAAJ&citationforview=3twSpvoAAAAJ:kcbZDykSQC

Identifiability of two‐component skew normal mixtures with one known component S Jain, M Levine, P Radivojac, MW Trosset Scandinavian Journal of Statistics, 2019 Link: https://scholar.google.com/citations?viewop=viewcitation&hl=en&user=3twSpvoAAAAJ&citationforview=3twSpvoAAAAJ:UeHWp8X0CEIC

CAGI, the Critical Assessment of Genome Interpretation, establishes progress and prospects for computational genetic variant interpretation methods Genome Interpretation Consortium arXiv e-prints, arXiv: 2205.05897, 2022 Link: https://scholar.google.com/citations?viewop=viewcitation&hl=en&user=3twSpvoAAAAJ&citationforview=3twSpvoAAAAJ:5nxA0vEk-isC

Multi-objective prioritization of genes for high-throughput functional assays towards improved clinical variant classification Y Chen, S Jain, D Zeiberg, LM Iakoucheva, SD Mooney, P Radivojac, … PACIFIC SYMPOSIUM ON BIOCOMPUTING 2023: Kohala Coast, Hawaii, USA, 3–7 …, 2022 Link: https://scholar.google.com/citations?viewop=viewcitation&hl=en&user=3twSpvoAAAAJ&citationforview=3twSpvoAAAAJ:3fE2CSJIrl8C

February 2017 S Jain, M White, P Radivojac Recovering true classifier performance in positive-unlabeled learning In …, 2017 Link: https://scholar.google.com/citations?viewop=viewcitation&hl=en&user=3twSpvoAAAAJ&citationforview=3twSpvoAAAAJ:MXK_kJrjxJIC

Leveraging structure for improved classification of grouped biased data D Zeiberg, S Jain, P Radivojac Proceedings of the AAAI Conference on Artificial Intelligence 37 (9), 11113 …, 2023 Link: https://scholar.google.com/citations?viewop=viewcitation&hl=en&user=3twSpvoAAAAJ&citationforview=3twSpvoAAAAJ:qxL8FJ1GzNcC

Algorithms and Approaches for Positive-Unlabeled Learning S Jain Indiana University, 2018 Link: https://scholar.google.com/citations?viewop=viewcitation&hl=en&user=3twSpvoAAAAJ&citationforview=3twSpvoAAAAJ:u-x6o8ySG0sC

Evaluating predictors of kinase activity of STK11 variants identified in primary human non-small cell lung cancers Y Chen, K Lee, J Woo, D Kim, C Keum, G Babbi, R Casadio, PL Martelli, … N/A Link: https://scholar.google.com/citations?viewop=viewcitation&hl=en&user=3twSpvoAAAAJ&citationforview=3twSpvoAAAAJ:HDshCWvjkbEC

An algorithm for decoy-free false discovery rate estimation in XL-MS/MS proteomics Y Peng, S Jain, P Radivojac Bioinformatics 40 (Supplement1), i428-i436, 2024 Link: https://scholar.google.com/citations?viewop=viewcitation&hl=en&user=3twSpvoAAAAJ&citationfor_view=3twSpvoAAAAJ:mB3voiENLucC

Evaluation of enzyme activity predictions for variants of unknown significance in Arylsulfatase A S Jain, M Trinidad, TB Nguyen, K Jones, SD Neto, F Ge, A Glagovsky, … bioRxiv, 2024 Link: https://scholar.google.com/citations?viewop=viewcitation&hl=en&user=3twSpvoAAAAJ&citationforview=3twSpvoAAAAJ:hFOr9nPyWt4C

Youtube Videos

Youtube Title: Shantanu - Jain Shravak's Heart Touching Emotional Story | Sadharmik Bandhu Sajjhay With Samvedna |

Youtube Link: link

Youtube Channel Name: Jain Media

Youtube Channel Link: https://www.youtube.com/@JainMedia

Shantanu - Jain Shravak's Heart Touching Emotional Story | Sadharmik Bandhu Sajjhay With Samvedna |

Youtube Title: Shantanu Jain Live@Epicentre , Gurgaon

Youtube Link: link

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Shantanu Jain Live@Epicentre , Gurgaon

Youtube Title: On Amrita Pritam's Poetics : Shantanu Jain

Youtube Link: link

Youtube Channel Name: Anjuman

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On Amrita Pritam's Poetics : Shantanu Jain

Youtube Title: CA on a MISSION to make India FINANCIALLY LITERATE | Ft. CA Shantanu Jain (Founder READON)

Youtube Link: link

Youtube Channel Name: From Struggle to Success

Youtube Channel Link: https://www.youtube.com/@fromstruggletosuccess4252

CA on a MISSION to make India FINANCIALLY LITERATE | Ft. CA Shantanu Jain (Founder READON)

Youtube Title: The REAL Story Behind India’s Tea Addiction! | Shantanu Jain | Feb 2024

Youtube Link: link

Youtube Channel Name: What's New, Shantanu?

Youtube Channel Link: https://www.youtube.com/@cashantanujain

The REAL Story Behind India’s Tea Addiction! | Shantanu Jain | Feb 2024

Youtube Title: I was on Shark Tank! // Neuphony - The Deciding Call with Shantanu Jain // Ria Rustagi

Youtube Link: link

Youtube Channel Name: What's New, Shantanu?

Youtube Channel Link: https://www.youtube.com/@cashantanujain

I was on Shark Tank! // Neuphony - The Deciding Call with Shantanu Jain // Ria Rustagi

Youtube Title: MensXP: Honest Namaste England Review | What Zain And Shantanu Thought About Namaste England

Youtube Link: link

Youtube Channel Name: MensXP

Youtube Channel Link: https://www.youtube.com/@mensxp

MensXP: Honest Namaste England Review | What Zain And Shantanu Thought About Namaste England

Youtube Title: Decluttering News From Noise - Shantanu Jain

Youtube Link: link

Youtube Channel Name: FIC Christ University

Youtube Channel Link: https://www.youtube.com/@ficdps

Decluttering News From Noise - Shantanu Jain

Youtube Title: MensXP | Honest Review | Total Dhamaal Ft. Zain & Shantanu

Youtube Link: link

Youtube Channel Name: MensXP

Youtube Channel Link: https://www.youtube.com/@mensxp

MensXP | Honest Review | Total Dhamaal Ft. Zain & Shantanu

Youtube Title: Sadharmik Bandhu Ne Sambhaal Jo - Jain Sajjhay (Song) | साधर्मिक बंधुने संभाल जो सज्झाय | Lyrical |

Youtube Link: link

Youtube Channel Name: Jain Media

Youtube Channel Link: https://www.youtube.com/@JainMedia

Sadharmik Bandhu Ne Sambhaal Jo - Jain Sajjhay (Song) | साधर्मिक बंधुने संभाल जो सज्झाय | Lyrical |