Search Results for author: Jilei Yang

Found 6 papers, 2 papers with code

Epsilon*: Privacy Metric for Machine Learning Models

no code implementations21 Jul 2023 Diana M. Negoescu, Humberto Gonzalez, Saad Eddin Al Orjany, Jilei Yang, Yuliia Lut, Rahul Tandra, Xiaowen Zhang, Xinyi Zheng, Zach Douglas, Vidita Nolkha, Parvez Ahammad, Gennady Samorodnitsky

We introduce Epsilon*, a new privacy metric for measuring the privacy risk of a single model instance prior to, during, or after deployment of privacy mitigation strategies.

Inference Attack Membership Inference Attack

Unlocking Sales Growth: Account Prioritization Engine with Explainable AI

no code implementations12 Jun 2023 Suvendu Jena, Jilei Yang, Fangfang Tan

B2B sales requires effective prediction of customer growth, identification of upsell potential, and mitigation of churn risks.

Confounder Analysis in Measuring Representation in Product Funnels

no code implementations7 Jun 2022 Jilei Yang, Wentao Su

This paper discusses an application of Shapley values in the causal inference field, specifically on how to select the top confounder variables for coarsened exact matching method in a scalable way.

Causal Inference

Fast TreeSHAP: Accelerating SHAP Value Computation for Trees

1 code implementation20 Sep 2021 Jilei Yang

We empirically find that Fast TreeSHAP v1 is 1. 5x faster than TreeSHAP while keeping the memory cost unchanged.

BIG-bench Machine Learning Computational Efficiency

CrystalCandle: A User-Facing Model Explainer for Narrative Explanations

no code implementations27 May 2021 Jilei Yang, Diana Negoescu, Parvez Ahammad

Predictive machine learning models often lack interpretability, resulting in low trust from model end users despite having high predictive performance.

BIG-bench Machine Learning

Estimating Time-Varying Graphical Models

2 code implementations11 Apr 2018 Jilei Yang, Jie Peng

In this paper, we study time-varying graphical models based on data measured over a temporal grid.

Computational Efficiency

Cannot find the paper you are looking for? You can Submit a new open access paper.