Publications by authors named "Shihai Ling"
Multi-type classification of lung nodules based on CT radiomics and ensemble learning for diversity weighting.
Quant Imaging Med Surg
December 2024
Article Synopsis
- The study focuses on improving the classification of lung nodules using computed tomography (CT) radiomics and ensemble learning techniques to better inform lung cancer treatment and prognosis.
- Two classification models were tested: an equal-weighted voting ensemble classifier (M1) and a diversity-weighted voting ensemble classifier (M2), with results evaluated on metrics like accuracy and AUC scores.
- The diversity-weighted model (M2) significantly outperformed the equal-weighted model (M1), achieving high AUC and accuracy in distinguishing various types of lung nodules, including their texture and calcification levels.
A Biometric Identification for Multi-Modal Biomedical Signals in Geriatric Care.
Sensors (Basel)
October 2024
With the acceleration of global population aging, the elderly have an increasing demand for home care and nursing institutions, and the significance of health prevention and management of the elderly has become increasingly prominent. In this context, we propose a biometric recognition method for multi-modal biomedical signals. This article focuses on three key signals that can be picked up by wearable devices: ECG, PPG, and breath (RESP).
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