3 papers
cs.CL2024
PEFT for Speech: Unveiling Optimal Placement, Merging Strategies, and Ensemble Techniques
Tzu-Han Lin, How-Shing Wang, Hao-Yung Weng +3
Parameter-Efficient Fine-Tuning (PEFT) is increasingly recognized as an effective method in speech processing. However, the optimal approach and the placement of PEFT methods remai…
q-bio.QM2016
A W-test collapsing method for rare variant testing with applications to exome sequencing data of hypertensive disorder
Rui Sun, Haoyi Weng, Inchi Hu +4
Advancement in sequencing technology enables the study of association between complex disorders and rare variants with low minor allele frequencies. One of the major challenges in…
q-bio.GN2016
Enhancing power of rare variant association test by Zoom-Focus Algorithm (ZFA) to locate optimal testing region
Maggie Haitian Wang, Haoyi Weng, Rui Sun +1
Motivation: Exome or targeted sequencing data exerts analytical challenge to test single nucleotide polymorphisms (SNPs) with extremely small minor allele frequency (MAF). Various…