User profiles for Pengyi Yang
Pengyi YangUnit Head at CMRI; Charles Perkins Centre, Associate Professor, University of Sydney Verified email at sydney.edu.au Cited by 5442 |
A review of ensemble methods in bioinformatics
P Yang, Y Hwa Yang, BB Zhou… - Current …, 2010 - ingentaconnect.com
Ensemble learning is an intensively studied technique in machine learning and pattern
recognition. Recent work in computational biology has seen an increasing use of ensemble …
recognition. Recent work in computational biology has seen an increasing use of ensemble …
[PDF][PDF] Dynamic adipocyte phosphoproteome reveals that Akt directly regulates mTORC2
A major challenge of the post-genomics era is to define the connectivity of protein
phosphorylation networks. Here, we quantitatively delineate the insulin signaling network in …
phosphorylation networks. Here, we quantitatively delineate the insulin signaling network in …
[PDF][PDF] Global phosphoproteomic analysis of human skeletal muscle reveals a network of exercise-regulated kinases and AMPK substrates
Exercise is essential in regulating energy metabolism and whole-body insulin sensitivity. To
explore the exercise signaling network, we undertook a global analysis of protein …
explore the exercise signaling network, we undertook a global analysis of protein …
Ensemble deep learning in bioinformatics
The remarkable flexibility and adaptability of ensemble methods and deep learning models
have led to the proliferation of their application in bioinformatics research. Traditionally, …
have led to the proliferation of their application in bioinformatics research. Traditionally, …
[HTML][HTML] DNMT1 is essential for mammary and cancer stem cell maintenance and tumorigenesis
Mammary stem/progenitor cells (MaSCs) maintain self-renewal of the mammary epithelium
during puberty and pregnancy. DNA methylation provides a potential epigenetic mechanism …
during puberty and pregnancy. DNA methylation provides a potential epigenetic mechanism …
[HTML][HTML] Histone-fold domain protein NF-Y promotes chromatin accessibility for cell type-specific master transcription factors
Cell type-specific master transcription factors (TFs) play vital roles in defining cell identity
and function. However, the roles ubiquitous factors play in the specification of cell identity …
and function. However, the roles ubiquitous factors play in the specification of cell identity …
[HTML][HTML] Benchmarking clustering algorithms on estimating the number of cell types from single-cell RNA-sequencing data
Background A key task in single-cell RNA-seq (scRNA-seq) data analysis is to accurately
detect the number of cell types in the sample, which can be critical for downstream analyses …
detect the number of cell types in the sample, which can be critical for downstream analyses …
Fip1 regulates mRNA alternative polyadenylation to promote stem cell self‐renewal
mRNA alternative polyadenylation (APA) plays a critical role in post‐transcriptional gene
control and is highly regulated during development and disease. However, the regulatory …
control and is highly regulated during development and disease. However, the regulatory …
Decoding the function of bivalent chromatin in development and cancer
Bivalent chromatin is characterized by the simultaneous presence of H3K4me3 and H3K27me3,
histone modifications generally associated with transcriptionally active and repressed …
histone modifications generally associated with transcriptionally active and repressed …
[HTML][HTML] Feature selection revisited in the single-cell era
Recent advances in single-cell biotechnologies have resulted in high-dimensional datasets
with increased complexity, making feature selection an essential technique for single-cell …
with increased complexity, making feature selection an essential technique for single-cell …