Neil Marchant

Bayesian Graphical Entity Resolution using Exchangeable Random Partition Priors

Neil G Marchant, Benjamin IP Rubinstein, Rebecca C Steorts

Journal article  |  2023  |  JOURNAL OF SURVEY STATISTICS AND METHODOLOGY

Abstract Entity resolution (record linkage or deduplication) is the process of identifying and linking duplicate re..

Hard to Forget: Poisoning Attacks on Certified Machine Unlearning

Neil G Marchant, Benjamin IP Rubinstein, Scott Alfeld

Conference Proceedings  |  2022  |  THIRTY-SIXTH AAAI CONFERENCE ON ARTIFICIAL INTELLIGENCE / THIRTY-FOURTH CONFERENCE ON INNOVATIVE APPLICATIONS OF ARTIFICIAL INTELLIGENCE / TWELVETH SYMPOSIUM ON EDUCATIONAL ADVANCES IN ARTIFICIAL INTELLIGENCE

The right to erasure requires removal of a user's information from data held by organizations, with rigorous interpretations exten..

d-blink: Distributed End-to-End Bayesian Entity Resolution

Neil G Marchant, Andee Kaplan, Daniel N Elazar, Benjamin IP Rubinstein, Rebecca C Steorts

Journal article  |  2021  |  JOURNAL OF COMPUTATIONAL AND GRAPHICAL STATISTICS

Entity resolution (ER; also known as record linkage or de-duplication) is the process of merging noisy databases, often in the abs..

Needle in a Haystack: Label-Efficient Evaluation under Extreme Class Imbalance

Neil G Marchant, Benjamin IP Rubinstein

Conference Proceedings  |  2021  |  KDD '21: PROCEEDINGS OF THE 27TH ACM SIGKDD CONFERENCE ON KNOWLEDGE DISCOVERY & DATA MINING

Important tasks like record linkage and extreme classification demonstrate extreme class imbalance, with 1 minority instance to ev..

Statistical Approaches for Entity Resolution under Uncertainty

Neil Grant Marchant

Thesis / Dissertation  |  2020

When real-world entities are referenced in data, their identities are often obscured. This presents a problem for data cleaning an..

In Search of an Entity Resolution OASIS: Optimal Asymptotic Sequential Importance Sampling

Neil G Marchant, Benjamin IP Rubinstein

Journal article  |  2017  |  PROCEEDINGS OF THE VLDB ENDOWMENT

Entity resolution (ER) presents unique challenges for evaluation methodology. While crowdsourcing platforms acquire ground truth, ..

Vortices and vortex lattices in quantum ferrofluids

AM Martin, NG Marchant, DHJ O'Dell, NG Parker

Journal article  |  2017  |  Journal of Physics: Condensed Matter

The experimental realization of quantum-degenerate Bose gases made of atoms with sizeable magnetic dipole moments has created a ne..