activity
20162023
most citedA Hierarchy of Limitations in Machine Learning

51 citations · 72 across the 6 of their papers we have counts for

collaborators

6 papers

cs.LG2023★ 19 cited

REFORMS: Reporting Standards for Machine Learning Based Science

Sayash Kapoor, Emily Cantrell, Kenny Peng +16

Machine learning (ML) methods are proliferating in scientific research. However, the adoption of these methods has been accompanied by failures of validity, reproducibility, and ge…

cs.SI2022★ 1 cited

Glowing Experience or Bad Trip? A Quantitative Analysis of User Reported Drug Experiences on Erowid.org

Angelina Mooseder, Momin M. Malik, Hemank Lamba +3

Erowid.org is a website dedicated to documenting information about psychoactive substances, with over 36,000 user-submitted drug Experience Reports. We study the potential of these…

cs.SI2021

Media Cloud: Massive Open Source Collection of Global News on the Open Web

Hal Roberts, Rahul Bhargava, Linas Valiukas +15

We present the first full description of Media Cloud, an open source platform based on crawling hyperlink structure in operation for over 10 years, that for many uses will be the b…

cs.SI2020

Can Smartphone Co-locations Detect Friendship? It Depends How You Model It

Momin M. Malik, Afsaneh Doryab, Michael Merrill +2

We present a study to detect friendship, its strength, and its change from smartphone location data collectedamong members of a fraternity. We extract a rich set of co-location fea…

cs.CY2020★ 51 cited

A Hierarchy of Limitations in Machine Learning

Momin M. Malik

"All models are wrong, but some are useful", wrote George E. P. Box (1979). Machine learning has focused on the usefulness of probability models for prediction in social systems, b…

cs.SE2016★ 1 cited

Do #ifdefs Influence the Occurrence of Vulnerabilities? An Empirical Study of the Linux Kernel

Gabriel Ferreira, Momin Malik, Christian Kästner +2

Preprocessors support the diversification of software products with #ifdefs, but also require additional effort from developers to maintain and understand variable code. We conject…