My research focuses on the ways that technology mediates knowledge, understanding, and our practice of giving and receiving explanations.
This work in involves the theoretical and philosophical foundations of scientific explanation and their potential for enabling understanding. My work also involves applying these theoretical foundations toward use cases, such as explanatory frameworks for reccommender systems that promote epistemic values, such as diversity of viewpoint, credibility detection, critical thinking, and understanding.
2019 May: "Model-Based Explanations"
Lund University; Sweeden
2019 June: "Explainability Frameworks of Algorithms" Cambridge University
(Drafts available upon request)
Explainability Frameworks of Algorithms
In this comprehensive computer science literature review I develop an explanation taxonomy for various types of algorithms based on complexity the risk of the application domain.
Machine Learning and Understanding
In this paper, I explore what sort of understanding of phenomena we can receive from opaque machine learning models
Annotating Bias in Credibility Datasets
Working with a team of computer science and communication science researchers, we analyze various news credibility datasets that are used for automated news credibility assessment for potential biases in the dataset.
Formal Network Epistemology
Working with the DHEPCAT team at TU Delft and TU/e, we argue in favor of a formal graph-theoretical approach to testimonial networks and apply this approach to discussions of vaccine safety on Twitter.
Epistemic Value and Understanding
I argue that the value of understanding lies in its social function as a marker of epistemic authority.
Understanding and Grasping
I survey the extent to which a theory of grasping has been put forward in the understanding literature and make progress toward building such a theory.
2019, Australasian Journal of Philosophy
with Kareem Khalifa
Deliver the Wisdom of Crowds?
2019. Oxford Studies in Experimental Philosophy.
First author, with Sondag, M., Rutter, I., Meulemans, W., Cunningham, S.,
Speckmann, B., & Alfano M.
Second author, with Nava Tintarev, Dror Guldin, Sihang Qiu, and Daan Odjik
Copyright Emily Sullivan. All rights reserved.