A novel multi-task linear mixed model for smartphone-based telemonitoring

Expert Systems with Applications（2021）

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摘要

•Propose a new Multi-task Linear Mixed Model (MultiLMM) in a single framework.•Develop an efficient and converging algorithm for parameter estimation.•Provide theoretical analysis to demonstrate why MultiLMM outperforms LMM.•Apply MultiLMM to telemonitoring data for patient prognosis.

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关键词

Telemonitoring,Parkinson’s disease,Multi-task learning,Mixed effects model,mHealth,Smartphone

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