5 citations
3 papers
q-bio.QM2024★ 5 cited
Comparative Analysis of Data Preprocessing Methods, Feature Selection Techniques and Machine Learning Models for Improved Classification and Regression Performance on Imbalanced Genetic Data
Arshmeet Kaur, Morteza Sarmadi
Rapid advancements in genome sequencing have led to the collection of vast amounts of genomics data. Researchers may be interested in using machine learning models on such data to…
math.ST2018★ 2 cited
High Dimensional Robust Inference for Cox Regression Models
Shengchun Kong, Zhuqing Yu, Xianyang Zhang +1
We consider high-dimensional inference for potentially misspecified Cox proportional hazard models based on low dimensional results by Lin and Wei [1989]. A de-sparsified Lasso est…
stat.AP2015
Flexible combination of multiple diagnostic biomarkers to improve diagnostic accuracy
Tu Xu, Yixin Fang, Alan Rong +1
In medical research, it is common to collect information of multiple continuous biomarkers to improve the accuracy of diagnostic tests. Combining the measurements of these biomarke…