Furui Cheng
Furui Cheng
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Polyphony: incorporate experts' knowledge into ML models
Polyphony facilitates interactions between biologists and single-cell omics data annotation ML models with the integration of visualization and anchor-based interactive transfer learning.
Furui Cheng
,
Mark S Keller
,
Huamin Qu
,
Nils Gehlenborg
,
Qianwen Wang
PDF
Code
VBridge: AI-informed clinical decision-making
VBridge incorporates ML explanations into clinicians’ decision-making workflow by connecting the dots between ML features, data and explanations in healthcare models.
Furui Cheng
,
Dongyu Liu
,
Fan Du
,
Yanna Lin
,
Alexandra Zytek
,
Haomin Li
,
Huamin Qu
,
Kalyan Veeramachaneni
PDF
Code
DECE: explore ML models with counterfactual explanations
DECE supports exploratory visual analysis on ML models with counterfactual explanations. The system helps non-expert users propose, verify, and refine their hypotheses on ML predictions.
Furui Cheng
,
Yao Ming
,
Huamin Qu
PDF
Code
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