Narayanan Unny Edakunni

Researcher, American Express

Joined

May 2023

Names

Narayanan Unny Edakunni (Preferred)

Emails

****@gmail.com (Confirmed)

Personal Links

Career & Education History

Researcher

American Express (aexp.com)

2019 – Present

Advisors, Relations & Conflicts

No relations added

Expertise

Probabilistic models

Present

Bayesian statistics

Present

Explainability

Present

Fairness

Present

Publications

Statistical Guarantees for Fairness Aware Plug-In Algorithms
Drona Khurana, Srinivasan Ravichandran, Sparsh Jain, Narayanan Unny Edakunni
- 2021 (modified: 15 May 2022)
- CoRR 2021
- Readers: Everyone
Simple is better: Making Decision Trees faster using random sampling
Vignesh Nanda Kumar, Narayanan Unny Edakunni
- Published: 01 Jan 2021, Last Modified: 12 May 2023
- CoRR 2021
- Readers: Everyone
FairXGBoost: Fairness-aware Classification in XGBoost
Srinivasan Ravichandran, Drona Khurana, Bharath Venkatesh, Narayanan Unny Edakunni
- 2020 (modified: 15 May 2022)
- CoRR 2020
- Readers: Everyone
Accurate and Intuitive Contextual Explanations using Linear Model Trees
Aditya Lahiri, Narayanan Unny Edakunni
- Published: 01 Jan 2020, Last Modified: 12 May 2023
- CoRR 2020
- Readers: Everyone
Cost-sensitive boosting algorithms: Do we really need them?
Nikolaos Nikolaou, Narayanan Unny Edakunni, Meelis Kull, Peter A. Flach, Gavin Brown
- 2016 (modified: 12 May 2023)
- Mach. Learn. 2016
- Readers: Everyone
Probabilistic Dependency Networks for Prediction and Diagnostics
Narayanan Unny Edakunni, Aditi Raghunathan, Abhishek Tripathi, John Handley, Frédéric Roulland
- Published: 01 Jan 2015, Last Modified: 12 May 2023
- CoRR 2015
- Readers: Everyone
Beyond Fano's inequality: bounds on the optimal F-score, BER, and cost-sensitive risk and their implications
Ming-Jie Zhao, Narayanan Unny Edakunni, Adam Craig Pocock, Gavin Brown
- Published: 01 Jan 2013, Last Modified: 12 May 2023
- J. Mach. Learn. Res. 2013
- Readers: Everyone
Boosting as a Product of Experts
Narayanan Unny Edakunni, Gary Brown, Tim Kovacs
- Published: 01 Jan 2012, Last Modified: 12 May 2023
- CoRR 2012
- Readers: Everyone
Accuracy exponentiation in UCS and its effect on voting margins
Tim Kovacs, Narayanan Unny Edakunni, Gavin Brown
- Published: 01 Jan 2011, Last Modified: 12 May 2023
- GECCO 2011
- Readers: Everyone
Online, GA based mixture of experts: a probabilistic model of ucs
Narayanan Unny Edakunni, Gavin Brown, Tim Kovacs
- Published: 01 Jan 2011, Last Modified: 12 May 2023
- GECCO 2011
- Readers: Everyone

View all 13 publications

Co-Authors