Erin Denton
Biographic Data
| ID | 223194 |
|---|---|
| NAME | Erin Denton |
| GIVEN NAMES | Erin |
| FAMILY NAME | Denton |
| SIGNATURE | DENTON E |
| AFFILIATIONS | Google (United States) |
| ORCID | 0000-0003-4915-0512 |
| VERIFIED | Yes |
| TOTAL WORKS | 5 |
| TOTAL CITATIONS | 29 |
| WORKS AS AUTHOR | 5 |
| WORKS AS EDITOR | 0 |
| FIRST PUBLICATION YEAR | 2010 |
| LATEST PUBLICATION YEAR | 2021 |
| H-INDEX | 2 |
Notes on Problem Formulation in Machine Learning
Our work starts by offering two statements, given in different historical times and in different epistemic contexts, which reveal two radically different visions of what a problem is and how we should engage with it
On the genealogy of machine learning datasets
In response to growing concerns of bias, discrimination, and unfairness perpetuated by algorithmic systems, the datasets used to train and evaluate machine learning models have come under increased scrutiny. Many of these examinations have focused on the contents of machine learning datasets, finding glaring underrepresentation of minoritized groups. In contrast, relatively little work has been done to examine the norms, values, and assumptions e…
Anatomy of Offending
Research on human trafficking to date reveals certain limitations. First, little empirical research exists that focuses specifically on analyzing occurrences of human-trafficking incidents. Second, investigations of disaggregated data on persons and circumstances remain rare. As a consequence, who does what to whom, and how often, remains unclear. This is problematic because current trends in trafficking research affect the direction of legislati…
Global human trafficking
In a research field that has been largely monopolised by publications lacking the traditional industry-standard empirical study, Dragiewicz has successfully compiled a compelling and multidimension
International News Coverage of Human Trafficking Arrests and Prosecutions
Trafficking in human beings is a growing phenomenon with an expanding body of literature. This article provides a content analysis of 191 incidents of human trafficking that were reported in electronic international print media stories. The purpose of this study is twofold: to create a greater understanding of the trafficking act and the actors involved and to assess the implications of how trafficking is framed in the media. The results of this …
On the genealogy of machine learning datasets
In response to growing concerns of bias, discrimination, and unfairness perpetuated by algorithmic systems, the datasets used to train and evaluate machine learning models have come under increased scrutiny. Many of these examinations have focused on the contents of machine learning datasets, finding glaring underrepresentation of minoritized groups. In contrast, relatively little work has been done to examine the norms, values, and assumptions e…
Anatomy of Offending
Research on human trafficking to date reveals certain limitations. First, little empirical research exists that focuses specifically on analyzing occurrences of human-trafficking incidents. Second, investigations of disaggregated data on persons and circumstances remain rare. As a consequence, who does what to whom, and how often, remains unclear. This is problematic because current trends in trafficking research affect the direction of legislati…
International News Coverage of Human Trafficking Arrests and Prosecutions
Trafficking in human beings is a growing phenomenon with an expanding body of literature. This article provides a content analysis of 191 incidents of human trafficking that were reported in electronic international print media stories. The purpose of this study is twofold: to create a greater understanding of the trafficking act and the actors involved and to assess the implications of how trafficking is framed in the media. The results of this …
Global human trafficking
In a research field that has been largely monopolised by publications lacking the traditional industry-standard empirical study, Dragiewicz has successfully compiled a compelling and multidimension
Anatomy of Offending
Research on human trafficking to date reveals certain limitations. First, little empirical research exists that focuses specifically on analyzing occurrences of human-trafficking incidents. Second, investigations of disaggregated data on persons and circumstances remain rare. As a consequence, who does what to whom, and how often, remains unclear. This is problematic because current trends in trafficking research affect the direction of legislati…
Notes on Problem Formulation in Machine Learning
Our work starts by offering two statements, given in different historical times and in different epistemic contexts, which reveal two radically different visions of what a problem is and how we should engage with it
On the genealogy of machine learning datasets
In response to growing concerns of bias, discrimination, and unfairness perpetuated by algorithmic systems, the datasets used to train and evaluate machine learning models have come under increased scrutiny. Many of these examinations have focused on the contents of machine learning datasets, finding glaring underrepresentation of minoritized groups. In contrast, relatively little work has been done to examine the norms, values, and assumptions e…
Political science (4 works) · Criminology (3 works) · Human trafficking (3 works) · Sex work and related issues (3 works) · Artificial Intelligence (2 works) · Computer Science (2 works) · Epistemology (2 works) · Ethics and Social Impacts of AI (2 works) · Explainable Artificial Intelligence (XAI (2 works) · Law (2 works)