Search Results for author: Sichao Li

Found 4 papers, 2 papers with code

Diverse Explanations from Data-driven and Domain-driven Perspectives for Machine Learning Models

no code implementations1 Feb 2024 Sichao Li, Amanda Barnard

Explanations of machine learning models are important, especially in scientific areas such as chemistry, biology, and physics, where they guide future laboratory experiments and resource requirements.

Explainable artificial intelligence Explainable Artificial Intelligence (XAI)

Exploring the cloud of feature interaction scores in a Rashomon set

no code implementations17 May 2023 Sichao Li, Rong Wang, Quanling Deng, Amanda Barnard

Thus, we recommend exploring feature interaction strengths in a model class of approximately equally accurate predictive models.

Image Classification

Simultaneous prediction of hand gestures, handedness, and hand keypoints using thermal images

1 code implementation2 Mar 2023 Sichao Li, Sean Banerjee, Natasha Kholgade Banerjee, Soumyabrata Dey

In this work, we propose a technique for simultaneous hand gesture classification, handedness detection, and hand keypoints localization using thermal data captured by an infrared camera.

Multi-Task Learning

Variance Tolerance Factors For Interpreting ALL Neural Networks

1 code implementation28 Sep 2022 Sichao Li, Amanda Barnard

Black box models only provide results for deep learning tasks, and lack informative details about how these results were obtained.

Feature Importance feature selection

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