Skyler Speakman

Orcid: 0000-0003-0337-2312

According to our database1, Skyler Speakman authored at least 30 papers between 2013 and 2023.

Collaborative distances:
  • Dijkstra number2 of four.
  • Erdős number3 of four.

Timeline

Legend:

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PhD thesis 
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Links

On csauthors.net:

Bibliography

2023
Detecting Systematic Deviations in Data and Models.
Computer, February, 2023

Skin Tone Analysis for Representation in Educational Materials (STAR-ED) using machine learning.
npj Digit. Medicine, 2023

Efficient Representation of the Activation Space in Deep Neural Networks.
CoRR, 2023

Weakly Supervised Detection of Hallucinations in LLM Activations.
CoRR, 2023

Spatially Constrained Adversarial Attack Detection and Localization in the Representation Space of Optical Flow Networks.
Proceedings of the Thirty-Second International Joint Conference on Artificial Intelligence, 2023

2022
Pattern detection in the activation space for identifying synthesized content.
Pattern Recognit. Lett., 2022

Sparsity-based Feature Selection for Anomalous Subgroup Discovery.
CoRR, 2022

Out-of-Distribution Detection in Dermatology Using Input Perturbation and Subset Scanning.
Proceedings of the 19th IEEE International Symposium on Biomedical Imaging, 2022

Towards Creativity Characterization of Generative Models via Group-Based Subset Scanning.
Proceedings of the Thirty-First International Joint Conference on Artificial Intelligence, 2022

Systematic Discovery of Bias in Data.
Proceedings of the IEEE International Conference on Big Data, 2022

Model-free feature selection to facilitate automatic discovery of divergent subgroups in tabular data.
Proceedings of the IEEE International Conference on Big Data, 2022

Principled Subpopulation Analysis of the BetterBirth Study and the Impact of WHO's Safe Childbirth Checklist Intervention.
Proceedings of the AMIA 2022, 2022

2021
Towards creativity characterization of generative models via group-based subset scanning.
CoRR, 2021

Racial Representation Analysis in Dermatology Academic Materials.
Proceedings of the AMIA 2021, American Medical Informatics Association Annual Symposium, San Diego, CA, USA, October 30, 2021, 2021

Automatic Stratification of Tabular Health Data.
Proceedings of the AMIA 2021, American Medical Informatics Association Annual Symposium, San Diego, CA, USA, October 30, 2021, 2021

2020
Prediction of neonatal mortality in Sub-Saharan African countries using data-level linkage of multiple surveys.
CoRR, 2020

Identifying Audio Adversarial Examples via Anomalous Pattern Detection.
CoRR, 2020

Inspection of Blackbox Models for Evaluating Vulnerability in Maternal, Newborn, and Child Health.
Proceedings of the Twenty-Ninth International Joint Conference on Artificial Intelligence, 2020

Detecting Adversarial Attacks via Subset Scanning of Autoencoder Activations and Reconstruction Error.
Proceedings of the Twenty-Ninth International Joint Conference on Artificial Intelligence, 2020

Preservation of Anomalous Subgroups On Variational Autoencoder Transformed Data.
Proceedings of the 2020 IEEE International Conference on Acoustics, 2020

Identifying Factors Associated with Neonatal Mortality in Sub-Saharan Africa using Machine Learning.
Proceedings of the AMIA 2020, 2020

2019
Smooth Grad-CAM++: An Enhanced Inference Level Visualization Technique for Deep Convolutional Neural Network Models.
CoRR, 2019

Fair Transfer Learning with Missing Protected Attributes.
Proceedings of the 2019 AAAI/ACM Conference on AI, Ethics, and Society, 2019

2018
Disease Surveillance: Case Study.
Proceedings of the Encyclopedia of Social Network Analysis and Mining, 2nd Edition, 2018

Subset Scanning Over Neural Network Activations.
CoRR, 2018

Three Population Covariate Shift for Mobile Phone-based Credit Scoring.
Proceedings of the 1st ACM SIGCAS Conference on Computing and Sustainable Societies, 2018

2014
Disease Surveillance, Case Study.
Encyclopedia of Social Network Analysis and Mining, 2014

Fast Constrained Subset Scanning for Pattern Detection.
PhD thesis, 2014

2013
Fast generalized subset scan for anomalous pattern detection.
J. Mach. Learn. Res., 2013

Dynamic Pattern Detection with Temporal Consistency and Connectivity Constraints.
Proceedings of the 2013 IEEE 13th International Conference on Data Mining, 2013


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