Skyler Speakman

Publication Activity (10 Years)

Years Active: 2013-2023
Publications (10 Years): 29

Top Topics

Machine Learning

Pattern Detection

Weakly Supervised

Top Venues

Publications

Hannah Kim, Celia Cintas, Girmaw Abebe Tadesse, Skyler Speakman
Spatially Constrained Adversarial Attack Detection and Localization in the Representation Space of Optical Flow Networks. IJCAI (2023)
Girmaw Abebe Tadesse, Celia Cintas, Kush R. Varshney, Peter W. J. Staar, Chinyere Agunwa, Skyler Speakman, Justin Jia, Elizabeth E. Bailey, Ademide Adelekun, Jules Lipoff, Ginikanwa Onyekaba, Jenna C. Lester, Veronica Rotemberg, James Zou, Roxana Daneshjou
Skin Tone Analysis for Representation in Educational Materials (STAR-ED) using machine learning. npj Digit. Medicine 6 (2023)
Skyler Speakman, Girmaw Abebe Tadesse, Celia Cintas, William Ogallo, Tanya Akumu, Adebayo Oshingbesan
Detecting Systematic Deviations in Data and Models. Computer 56 (2) (2023)
Tanya Akumu, Celia Cintas, Girmaw Abebe Tadesse, Adebayo Oshingbesan, Skyler Speakman, Edward McFowland III
Efficient Representation of the Activation Space in Deep Neural Networks. CoRR (2023)
Miriam Rateike, Celia Cintas, John Wamburu, Tanya Akumu, Skyler Speakman
Weakly Supervised Detection of Hallucinations in LLM Activations. CoRR (2023)
Girmaw Abebe Tadesse, William Ogallo, Celia Cintas, Skyler Speakman
Model-free feature selection to facilitate automatic discovery of divergent subgroups in tabular data. CoRR (2022)
Girmaw Abebe Tadesse, William Ogallo, Catherine Wanjiru, Charles Wachira, Isaiah Onando Mulang', Vibha Anand, Aisha Walcott-Bryant, Skyler Speakman
Sparsity-based Feature Selection for Anomalous Subgroup Discovery. CoRR (2022)
Girmaw Abebe Tadesse, William Ogallo, Celia Cintas, Skyler Speakman
Model-free feature selection to facilitate automatic discovery of divergent subgroups in tabular data. Big Data (2022)
Celia Cintas, Skyler Speakman, Girmaw Abebe Tadesse, Victor Akinwande, Edward McFowland III, Komminist Weldemariam
Pattern detection in the activation space for identifying synthesized content. Pattern Recognit. Lett. 153 (2022)
Hannah Kim, Girmaw Abebe Tadesse, Celia Cintas, Skyler Speakman, Kush R. Varshney
Out-of-Distribution Detection in Dermatology Using Input Perturbation and Subset Scanning. ISBI (2022)
Celia Cintas, Payel Das, Brian Quanz, Girmaw Abebe Tadesse, Skyler Speakman, Pin-Yu Chen
Towards Creativity Characterization of Generative Models via Group-based Subset Scanning. CoRR (2022)
Girmaw Abebe Tadesse, Megan Marx Delaney, Victor Akinwande, William Ogallo, Claire-Helene Mershon, Katherine Semrau, Skyler Speakman
Principled Subpopulation Analysis of the BetterBirth Study and the Impact of WHO's Safe Childbirth Checklist Intervention. AMIA (2022)
John Wamburu, Girmaw Abebe Tadesse, Celia Cintas, Adebayo Oshingbesan, Tanya Akumu, Skyler Speakman
Systematic Discovery of Bias in Data. Big Data (2022)
Celia Cintas, Payel Das, Brian Quanz, Girmaw Abebe Tadesse, Skyler Speakman, Pin-Yu Chen
Towards Creativity Characterization of Generative Models via Group-Based Subset Scanning. IJCAI (2022)
Celia Cintas, Payel Das, Brian Quanz, Skyler Speakman, Victor Akinwande, Pin-Yu Chen
Towards creativity characterization of generative models via group-based subset scanning. CoRR (2021)
Skyler Speakman, Girmaw Abebe Tadesse, Victor Akinwande, William Ogallo, Claire-Helene Mershon, Nosa Orobaton, Daniel B. Neill
Automatic Stratification of Tabular Health Data. AMIA (2021)
Hannah Kim, Girmaw Abebe Tadesse, Celia Cintas, Skyler Speakman, Kush R. Varshney
Out-of-Distribution Detection in Dermatology using Input Perturbation and Subset Scanning. CoRR (2021)
Celia Cintas, Skyler Speakman, Girmaw Abebe Tadesse, Victor Akinwande, Edward McFowland III, Komminist Weldemariam
Pattern Detection in the Activation Space for Identifying Synthesized Content. CoRR (2021)
Girmaw Abebe Tadesse, Celia Cintas, Roxana Daneshjou, Kush R. Varshney, Peter Staar, Skyler Speakman, Kenya Andrews, Chinyere Agunwa, Justin Jia, Elizabeth E. Bailey, Jules Lipoff, Ginikanwa Onyekaba, Veronica Rotemberg, Ademide Adelekun, James Y. Zou
Racial Representation Analysis in Dermatology Academic Materials. AMIA (2021)
William Ogallo, Skyler Speakman, Victor Akinwande, Kush R. Varshney, Aisha Walcott, Charity Wayua, Komminist Weldemariam, Claire-Helene Mershon, Nosa Orobaton
Identifying Factors Associated with Neonatal Mortality in Sub-Saharan Africa using Machine Learning. AMIA (2020)
Victor Akinwande, Celia Cintas, Skyler Speakman, Srihari Sridharan
Identifying Audio Adversarial Examples via Anomalous Pattern Detection. CoRR (2020)
William Ogallo, Skyler Speakman, Victor Akinwande, Kush R. Varshney, Aisha Walcott-Bryant, Charity Wayua, Komminist Weldemariam
Inspection of Blackbox Models for Evaluating Vulnerability in Maternal, Newborn, and Child Health. IJCAI (2020)
Celia Cintas, Skyler Speakman, Victor Akinwande, William Ogallo, Komminist Weldemariam, Srihari Sridharan, Edward McFowland
Detecting Adversarial Attacks via Subset Scanning of Autoencoder Activations and Reconstruction Error. IJCAI (2020)
Girmaw Abebe Tadesse, Celia Cintas, Skyler Speakman, Komminist Weldemariam
Prediction of neonatal mortality in Sub-Saharan African countries using data-level linkage of multiple surveys. CoRR (2020)
Samuel C. Maina, Reginald E. Bryant, William O. Ogallo, Kush R. Varshney, Skyler Speakman, Celia Cintas, Aisha Walcott-Bryant, Robert-Florian Samoilescu, Komminist Weldemariam
Preservation of Anomalous Subgroups On Variational Autoencoder Transformed Data. ICASSP (2020)
Daniel Omeiza, Skyler Speakman, Celia Cintas, Komminist Weldemariam
Smooth Grad-CAM++: An Enhanced Inference Level Visualization Technique for Deep Convolutional Neural Network Models. CoRR (2019)
Amanda Coston, Karthikeyan Natesan Ramamurthy, Dennis Wei, Kush R. Varshney, Skyler Speakman, Zairah Mustahsan, Supriyo Chakraborty
Fair Transfer Learning with Missing Protected Attributes. AIES (2019)
Skyler Speakman, Srihari Sridharan, Sekou L. Remy, Komminist Weldemariam, Edward McFowland
Subset Scanning Over Neural Network Activations. CoRR (2018)
Skyler Speakman, Srihari Sridharan, Isaac M. Markus
Three Population Covariate Shift for Mobile Phone-based Credit Scoring. COMPASS (2018)
Skyler Speakman, Yating Zhang, Daniel B. Neill
Dynamic Pattern Detection with Temporal Consistency and Connectivity Constraints. ICDM (2013)
Edward McFowland, Skyler Speakman, Daniel B. Neill
Fast generalized subset scan for anomalous pattern detection. J. Mach. Learn. Res. 14 (1) (2013)