Probing ML models for fairness with the what-if tool and SHAP

Autor: Andrew Zaldivar, Sara Robinson, James Wexler, Mahima Pushkarna, Tolga Bolukbasi

Publikováno v: FAT*

As more and more industries use machine learning, it's important to understand how these models make predictions, and where bias can be introduced in the process. In this tutorial we'll walk through two open source frameworks for analyzing your model

Externí odkaz: https://explore.openaire.eu/search/publication?articleId=doi_________::355acff64b1aae7c0de5ae2db40963bc
https://doi.org/10.1145/3351095.3375662

Model Cards for Model Reporting

Autor: Timnit Gebru, Andrew Zaldivar, Simone Wu, Margaret Mitchell, Elena Spitzer, Inioluwa Deborah Raji, Ben Hutchinson, Parker Barnes, Lucy Vasserman

Publikováno v: FAT

Trained machine learning models are increasingly used to perform high-impact tasks in areas such as law enforcement, medicine, education, and employment. In order to clarify the intended use cases of machine learning models and minimize their usage i

Externí odkaz: https://explore.openaire.eu/search/publication?articleId=doi_dedup___::0be00e1c08e0830bfda0fa838b008f0f

Allen Brain Atlas-Driven Visualizations: a web-based gene expression energy visualization tool

Autor: Andrew Zaldivar, Jeffrey L. Krichmar

Publikováno v: Frontiers in neuroinformatics, vol 8, iss MAY
Zaldivar, A; & Krichmar, JL. (2014). Allen Brain Atlas-Driven Visualizations: A web-based gene expression energy visualization tool. Frontiers in Neuroinformatics, 8(MAY). doi: 10.3389/fninf.2014.00051. UC Irvine: Retrieved from: http://www.escholarship.org/uc/item/7c23670s
Frontiers in Neuroinformatics
Frontiers in Neuroinformatics, Vol 8 (2014)

The Allen Brain Atlas-Driven Visualizations (ABADV) is a publicly accessible web-based tool created to retrieve and visualize expression energy data from the Allen Brain Atlas (ABA) across multiple genes and brain structures. Though the ABA offers th

Externí odkaz: https://explore.openaire.eu/search/publication?articleId=doi_dedup___::5d43c09bc4cd268ff7215c7882d635f3

Interactions between the neuromodulatory systems and the amygdala: exploratory survey using the Allen Mouse Brain Atlas

Autor: Andrew Zaldivar, Jeffrey L. Krichmar

Publikováno v: Brain Structure & Function
Brain structure & function, vol 218, iss 6

Neuromodulatory systems originate in nuclei localized in the subcortical region of the brain and control fundamental behaviors by interacting with many areas of the central nervous system. An exploratory survey of the cholinergic, dopaminergic, norad

Externí odkaz: https://explore.openaire.eu/search/publication?articleId=doi_dedup___::acf97d628928dfdaa923e04065236b3a
https://pubmed.ncbi.nlm.nih.gov/23143393

Who are the crowdworkers?

Autor: Bill Tomlinson, Andrew Zaldivar, Joel Ross, M. Six Silberman, Lilly Irani

Publikováno v: CHI Extended Abstracts

Amazon Mechanical Turk (MTurk) is a crowdsourcing system in which tasks are distributed to a population of thousands of anonymous workers for completion. This system is increasingly popular with researchers and developers. Here we extend previous stu

Externí odkaz: https://explore.openaire.eu/search/publication?articleId=doi_________::0e2c64ed4ca8e1ab06f1c7b56f0c05a5
https://doi.org/10.1145/1753846.1753873