An Explainable Forecasting System for Humanitarian Needs Assessment
- Rahul Nair
- Bo Schwartz Madsen
- et al.
- 2023
- IAAI 2023
Bio
Rahul Nair is Senior Research Scientist at IBM Research based in Dublin, Ireland. His current research interests are in trusted AI, model transparency, explainability, and technology for development. His expertise is in optimization, machine learning which he has applied across sectors particularly transportation, healthcare, and business computing. He holds a Ph.D. from University of Maryland College Park.
Publications
On the Safety of Interpretable Machine Learning: A Maximum Deviation Approach
- Dennis Wei
- Rahul Nair
- et al.
- 2022
- NeurIPS 2022
Assessing Users' Ability To Modify And Communicate Ai Models' Decision Boundaries Via A Low-code, Rules-based Approach
- 2022
- INFORMS 2022
FROTE: Feedback Rule-Driven Oversampling for Editing Models
- Oznur Alkan
- Dennis Wei
- et al.
- 2022
- MLSys 2022
Boolean Decision Rules for Reinforcement Learning Policy Summarisation
- James McCarthy
- Rahul Nair
- et al.
- 2022
- IJCAI 2022
Contrastive Explanations for Comparing Preferences of Reinforcement Learning
- Jasmina Gajcin
- Rahul Nair
- et al.
- 2022
- AAAI 2022
Prospective Explanations: An Interactive Mechanism for Model Understanding
- Rahul Nair
- Pierpaolo Tommasi
- 2021
- NeurIPS 2021
AIMEE: Interactive model maintenance with rule-based surrogates
- Owen Cornec
- Rahul Nair
- et al.
- 2021
- NeurIPS 2021
What Changed? Interpretable Model Comparison
- Rahul Nair
- Massimiliano Mattetti
- et al.
- 2021
- IJCAI 2021
User Driven Model Adjustment via Boolean Rule Explanations
- Elizabeth Daly
- Massimilliano Mattetti
- et al.
- 2021
- AAAI 2021
Patents
Predictive Capacity Optimizer
- 08 May 2023
- US
- 11645595
Sensitive Data Policy Recommendation Based On Compliance Obligations Of A Data Source
- 23 Jan 2023
- US
- 11562087
Managing Regulatory Compliance For An Entity
- 16 Jan 2023
- US
- 11556938
Ensemble Model Policy Generation For Prediction Systems
- 21 Nov 2022
- US
- 11507890
Extraction Of Compliance Named Entities Of Type Organization
- 08 Aug 2022
- US
- 11410184
Providing Analytics On Compliance Profiles Of Type Organization And Compliance Named Entities Of Type Organization
- 25 Jul 2022
- US
- 11397954
Facilitating Information Technology Solution Templates
- 11 Jul 2022
- US
- 11386265
Self-managed Adaptable Models For Prediction Systems
- 14 Mar 2022
- US
- 11276011
Intelligent Boundary Delineation Of Regions Of Interest Of An Organism From Multispectral Video Streams Using Perfusion Models
- 14 Mar 2022
- US
- 11276176
Intelligent Classification Of Regions Of Interest Of An Organism From Multispectral Video Streams Using Perfusion Models
- 11 Oct 2021
- US
- 11145052
Projects
AIMEE
AI model explorer and editor tool.
Fluorescence-based digital surgery decision support
Analyzing and visualizing differences in blood flow patterns, made visible with fluorescent dyes and multispectral imaging.
Top collaborators
ED
Elizabeth Daly
STSM, Master Inventor, Research Manager, Interactive AI Group
DW
Dennis Wei
Senior Research Scientist
OC
RM
Radu Marinescu
Research Staff Member