Author

Chenfei Ma

University of EdinburghORCID 0000-0003-3136-0765Unclaimed ORCID profile · follow to get notified of new preprints

Biology Disciplines

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Signature Assays, Organisms & Methods

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Research Focus:benchmarking· 3 Approach:machine learning (classical)· 3 Assay:electronic health records· 2 Assay:electrophysiology· 1

Frequent Co-Authors

Kianoush NazarpouriD· 3 shared Xinyu JiangiD· 3 shared

Activity by Year

2023-2025 · peak 2/yr

Co-Author Collaboration Network

2 top collaborators · 1 mutual co-author link

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3 shared papersNeuroscience

Kianoush NazarpourORCID

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3 papers

Recent·Most cited

Scalability of Random Forest in Myoelectric Control

Xinyu Jiang, Chenfei Ma, Kianoush Nazarpour

This paper explores the scalability of random forest models in myoelectric control, showing they can be reduced in size with minimal accuracy loss and benefit from higher input dimensions.

Journal of Neural Engineering · Dec 4, 2025Peer-reviewedBioengineering

Plug-and-Play Myoelectric Control via a Self-Calibrating Random Forest Common Model

Xinyu Jiang, Chenfei Ma, Kianoush Nazarpour

This paper introduces a self-calibrating random forest model for myoelectric control that improves performance over time with minimal data and user adaptation.

Journal of Neural Engineering · Jan 23, 2025Peer-reviewedNeuroscience

One-Shot Random Forest Model Calibration for Hand Gesture Decoding

Xinyu Jiang, Chenfei Ma, Kianoush Nazarpour

This paper develops a one-shot random forest model calibration method for hand gesture decoding using minimal user-specific EMG data, achieving higher accuracy than benchmark models.

Journal of Neural Engineering · Dec 20, 2023Peer-reviewedNeuroscience