Model-agnostic variable importance for predictive uncertainty: an entropy-based approach
Wood, Danny, et al. "Model-agnostic variable importance for predictive uncertainty: an entropy-based approach" Data Mining and Knowledge Discovery (2024).
CV
Education
- Ph.D in Version Control Theory, GitHub University, 2018 (expected)
- M.S. in Jekyll, GitHub University, 2014
- B.S. in GitHub, GitHub University, 2012
Work experience
- Spring 2024: Academic Pages Collaborator
- GitHub University
- Duties includes: Updates and improvements to template
- Supervisor: The Users
- Fall 2015: Research Assistant
- GitHub University
- Duties included: Merging pull requests
- Supervisor: Professor Hub
- Summer 2015: Research Assistant
- GitHub University
- Duties included: Tagging issues
- Supervisor: Professor Git
Skills
- Skill 1
- Skill 2
- Sub-skill 2.1
- Sub-skill 2.2
- Sub-skill 2.3
- Skill 3
Publications
A Unified Theory of Diversity in Ensemble Learning
Wood, Danny, et al. "A Unified Theory of Diversity in Ensemble Learning." arXiv preprint arXiv:2301.03962 (2023).
Bias-Variance Decompositions for Margin Losses
Wood, Danny, Tingting Mu, and Gavin Brown. "Bias-Variance Decompositions for Margin Losses." International Conference on Artificial Intelligence and Statistics. PMLR, 2022.
Two-stage Classification for Detecting Murmurs from Phonocardiograms Using Deep and Expert Features
Summerton, Sara, et al. "Two-stage Classification for Detecting Murmurs from Phonocardiograms Using Deep and Expert Features." Computing in Cardiology 2022: 49th Computing in Cardiology Conference. 2022.
Effects of Network Weight Structure in Echo State Networks
Wood, Danny (2020). "Effects of Network Weight Structure in Echo State Networks." PhD Thesis.
Information Component Analysis for Facial Images
Wood, Danny (2014). "Information Component Analysis for Facial Images" MSc Thesis.
Talks
Conference Proceeding talk 3 on Relevant Topic in Your Field
Conference proceedings talk at Testing Institute of America 2014 Annual Conference, Los Angeles, CA, USA
Talk 2 on Relevant Topic in Your Field
Talk at London School of Testing, London, UK
Tutorial 1 on Relevant Topic in Your Field
Tutorial at UC-Berkeley Institute for Testing Science, Berkeley, CA, USA
Talk 1 on Relevant Topic in Your Field
Talk at UC San Francisco, Department of Testing, San Francisco, CA, USA
Teaching
Service and leadership
- Currently signed in to 43 different slack teams