An outlier removal method based on PCA-DBSCAN for blood-SERS data analysis

Miaomiao Liu, Tingyin Wang, Qiyi Zhang, Changbin Pan, Shuhang Liu, Yuanmei Chen, Duo Lin, Shangyuan Feng

Analytical Methods · 2024 · 25 citations · 34 references

Concepts

Abstract

1-score. This paper introduces a new outlier removal method that significantly improves the performance of the SERS cancer screening model. Moreover, the proposed method serves as inspiration for outlier detection in other fields, such as biomedical research, environmental monitoring, manufacturing, quality control, and hazard prediction.

References

34