Sarah Tan
Cited by
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“No fracking way!” Documentary film, discursive opportunity, and local opposition against hydraulic fracturing in the United States, 2010 to 2013
IB Vasi, ET Walker, JS Johnson, HF Tan
American Sociological Review 80 (5), 934-959, 2015
Distill-and-Compare: Auditing Black-Box Models Using Transparent Model Distillation
S Tan, R Caruana, G Hooker, Y Lou
Proceedings of the 2018 AAAI/ACM Conference on AI, Ethics, and Society, 2018
Learning Global Additive Explanations For Neural Nets Using Model Distillation
S Tan, R Caruana, G Hooker, P Koch, A Gordo
arXiv preprint arXiv:1801.08640, 2018
Tree space prototypes: Another look at making tree ensembles interpretable
S Tan, M Soloviev, G Hooker, MT Wells
Proceedings of the 2020 ACM-IMS on Foundations of Data Science Conference, 23-34, 2020
Investigating Human+ Machine Complementarity: A Case Study on Recidivism
S Tan, J Adebayo, K Inkpen, E Kamar
arXiv preprint arXiv:1808.09123, 2018
"Why Should You Trust My Explanation?" Understanding Uncertainty in LIME Explanations
Y Zhang, K Song, Y Sun, S Tan, M Udell
arXiv preprint arXiv:1904.12991, 2019
Axiomatic Interpretability for Multiclass Additive Models
X Zhang, S Tan, P Koch, Y Lou, U Chajewska, R Caruana
Proceedings of the 25th ACM SIGKDD International Conference on Knowledge …, 2019
A Bayesian Evidence Synthesis Approach to Estimate Disease Prevalence in Hard-To-Reach Populations: Hepatitis C in New York City
S Tan, S Makela, D Heller, K Konty, S Balter, T Zheng, JH Stark
Epidemics 23 (June 2018), 96-109, 2018
Interpretable Approaches to Detect Bias in Black-Box Models
S Tan
Proceedings of the 2018 AAAI/ACM Conference on AI, Ethics, and Society …, 2018
How Interpretable and Trustworthy are GAMs?
CH Chang, S Tan, B Lengerich, A Goldenberg, R Caruana
arXiv preprint arXiv:2006.06466, 2020
Purifying Interaction Effects with the Functional ANOVA: An Efficient Algorithm for Recovering Identifiable Additive Models
B Lengerich, S Tan, CH Chang, G Hooker, R Caruana
International Conference on Artificial Intelligence and Statistics, 2402-2412, 2020
Do I Look Like a Criminal? Examining how Race Presentation Impacts Human Judgement of Recidivism
K Mallari, K Inkpen, P Johns, S Tan, D Ramesh, E Kamar
Proceedings of the 2020 CHI Conference on Human Factors in Computing Systems …, 2020
A Double Parametric Bootstrap Test for Topic Models
S Seto, S Tan, G Hooker, MT Wells
arXiv preprint arXiv:1711.07104, 2017
Probabilistic Matching: Incorporating Uncertainty to Correct for Selection Bias
HF Tan, GJ Hooker, MT Wells
NIPS Causal Inference Workshop, 2016
Two Ways of Modeling Hospital Readmissions: Mixed and Marginal Models
HF Tan, R Low, S Ito, R Gregory, L Bielory, V Dunn
Proceedings of the Joint Statistical Meetings, 2013
Using PROC GENMOD to Investigate Drug Interactions: Beta Blockers and Beta Agonists and Their Association with Hospital Admissions
HF Tan, R Low, S Ito, R Gregory, V Dunn
Proceedings of SAS Global Forum, 2013
Hospital Readmission Rates: Related To Ed Volume, Population, And Economic Variables
RB Low, S Ito, R Gregory, L Rassi, HF Tan, C Jacobs
Academic Emergency Medicine 19 (4), S208-S209, 2012
Friends Don’t Let Friends Deploy Black-Box Models: Detecting and Preventing Bias via Transparent Modeling
R Caruana, Y Lou, S Tan, J Gehrke, P Koch, M Sturm, N Elhadad, ...
Interactive Machine Learning via Transparent Modeling: Putting Human Experts in the Driver’s Seat
R Caruana, S Tan, Y Lou, J Gehrke, P Koch, M Sturm, N Elhadad, ...
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