Moninder Singh

Title

Research Staff Member

Bio

I have been with IBM Research since October, 1998. I received my Ph.D. in Computer and Information Science from the University of Pennsylvania in May 1998.

I am a research staff member in IBM Research AI, and am primarily interested in developing and deploying solutions for interesting analytics and decision support problems. My main research areas are machine learning and data mining, artificial intelligence, data privacy, information retrieval, probabilistic modeling and reasoning, and text mining.

Publications

Comparison of Methods to Reduce Bias from Clinical Prediction Models of Postpartum Depression
- - Yoonyoung Park
  - Jianying Hu
  - et al.
- 2021
- JAMA network open
Anomaly Attribution with Likelihood Compensation
- - Tsuyoshi Ide
  - Amit Dhurandhar
  - et al.
- 2021
- AAAI 2021
Bias in Clinical Risk Prediction Models: Challenges in Application to Observational Health Data
- - Yoonyoung Park
  - Moninder Singh
  - et al.
- 2021
- AAAI 2021
Algorithmic Selection of Patients for Case Management: Alternative Proxies to Healthcare Costs
- - Moninder Singh
- 2021
- AAAI 2021
Empirical and Theoretical Relationships Among Pillars of Trustworthy Machine Learning
- - Kush R. Varshney
  - Moninder Singh
- 2020
- INFORMS 2020
Ai explainability 360: An extensible toolkit for understanding data and machine learning models
- - Vijay Arya
  - Rachel Bellamy
  - et al.
- 2020
- JMLR
Introduction to explainable AI
- - Q. Vera Liao
  - Moninder Singh
  - et al.
- 2020
- CHI EA 2020
Introduction to AI fairness
- - Yunfeng Zhang
  - Rachel Bellamy
  - et al.
- 2020
- CHI EA 2020
AI Explainability 360 Toolkit
- - Vijay Arya
  - Rachel Bellamy
  - et al.
- 2021
- CODS-COMAD 2021
Teaching AI agents ethical values using reinforcement learning and policy orchestration (extended abstract)
- - Ritesh Noothigattu
  - Djallel Bouneffouf
  - et al.
- 2019
- IJCAI 2019

Patents

- 14 Jul 2008
- US
- 7401352
Secure System And Method For Enforcement Of Privacy Policy And Protection Of Confidentiality
- 01 Apr 2008
- US
- 7353532
Secure System And Method For Enforcement Of Privacy Policy And Protection Of Confidentiality

Top collaborators

Moninder Singh

Title

Bio

Publications

Comparison of Methods to Reduce Bias from Clinical Prediction Models of Postpartum Depression

Anomaly Attribution with Likelihood Compensation

Bias in Clinical Risk Prediction Models: Challenges in Application to Observational Health Data

Algorithmic Selection of Patients for Case Management: Alternative Proxies to Healthcare Costs

Empirical and Theoretical Relationships Among Pillars of Trustworthy Machine Learning

Ai explainability 360: An extensible toolkit for understanding data and machine learning models

Introduction to explainable AI

Introduction to AI fairness

AI Explainability 360 Toolkit

Teaching AI agents ethical values using reinforcement learning and policy orchestration (extended abstract)

Patents

Secure System And Method For Enforcement Of Privacy Policy And Protection Of Confidentiality

Secure System And Method For Enforcement Of Privacy Policy And Protection Of Confidentiality

Top collaborators

Dennis Wei

Rachel Bellamy

Amit Dhurandhar

Ioana Baldini