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Daniel Kumor

Researcher at Purdue University

Publications -  19
Citations -  1513

Daniel Kumor is an academic researcher from Purdue University. The author has contributed to research in topics: Quantum cryptography & Causal model. The author has an hindex of 7, co-authored 17 publications receiving 1159 citations. Previous affiliations of Daniel Kumor include University of Illinois at Urbana–Champaign.

Papers
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Proceedings Article

Causal Imitation Learning With Unobserved Confounders

TL;DR: This paper provides a non-parametric, graphical criterion that is complete (both necessary and sufficient) for determining the feasibility of imitation from the combinations of demonstration data and qualitative assumptions about the underlying environment and develops an efficient procedure for learning the imitating policy from experts’ trajectories.
Proceedings Article

Sensitivity Analysis of Linear Structural Causal Models

TL;DR: A formal, systematic approach to sensitivity analysis for arbitrary linear Structural Causal Models (SCMs) is developed, starting by formalizing sensitivity analysis as a constrained identification problem and developing an efficient, graph-based identification algorithm that exploits non-zero constraints on both directed and bidirected edges.
Posted Content

Identification and Model Testing in Linear Structural Equation Models using Auxiliary Variables

TL;DR: This paper provides an algorithm for the identification of causal parameters in linear structural models that subsumes previous state-of-the-art methods and builds on a graph-theoretic characterization of conditional independence relations between auxiliary and model variables.