John Wesley Hostetter
Computer Sci-Engr Grads & Temp
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Works (3)
Updated: April 5th, 2024 18:37
2023 article
Latent Space Encoding for Interpretable Fuzzy Logic Rules in Continuous and Noisy High-Dimensional Spaces
2023 IEEE INTERNATIONAL CONFERENCE ON FUZZY SYSTEMS, FUZZ.
TL;DR:
The efficacy of the proposed method is showcased through its application in predicting the acceleration of one of the links for the Unimation Puma 560 robot arm, effectively overcoming the challenges posed by non-linearity and noise in the dataset.
(via Semantic Scholar)
Source: Web Of Science
Added: February 12, 2024
2023 article proceedings
Leveraging Fuzzy Logic Towards More Explainable Reinforcement Learning-Induced Pedagogical Policies on Intelligent Tutoring Systems
Presented at the 2023 IEEE International Conference on Fuzzy Systems (FUZZ).
Event: 2023 IEEE International Conference on Fuzzy Systems (FUZZ)
TL;DR:
F fuzzy logic is applied to distill knowledge from Deep RL-induced policies into interpretable IF-THEN Fuzzy Logic Controller (FLC) rules, showing that these FLC policies significantly outperform expert policy and student decisions, demonstrating the effectiveness of this approach.
(via Semantic Scholar)
Sources: Web Of Science, Crossref, NC State University Libraries
Added: December 6, 2023
2023 conference paper
XAI to Increase the Effectiveness of an Intelligent Pedagogical Agent
Proceedings of the 23rd ACM International Conference on Intelligent Virtual Agents. (IVA’23). Presented at the 23rd ACM International Conference on Intelligent Virtual Agents. (IVA’23), Würzburg, Germany.
Event: 23rd ACM International Conference on Intelligent Virtual Agents. (IVA’23) at Würzburg, Germany on September 19-22, 2023
TL;DR:
Empirical study shows the IPA with personalized explanations significantly improves students' learning outcomes compared to the other versions of the Intelligent Pedagogical Agent.
(via Semantic Scholar)
dl.acm.org (publisher PDF)
Sources: Web Of Science, NC State University Libraries, NC State University Libraries
Added: December 17, 2023
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