Skip to content

Commit

Permalink
Update software.md
Browse files Browse the repository at this point in the history
  • Loading branch information
xueweic committed Sep 21, 2023
1 parent aef5f9c commit e59f6f5
Showing 1 changed file with 11 additions and 1 deletion.
12 changes: 11 additions & 1 deletion _pages/software.md
Original file line number Diff line number Diff line change
Expand Up @@ -3,4 +3,14 @@ layout: archive
title: "Software"
permalink: /software/
author_profile: true
---
---


## [R/GPN](https://github.com/xueweic/GPN)
A novel method for multiple phenotype association studies by constructing a bipartite signed network, linking phenotypes and genotypes into a Genotype and Phenotype Network (GPN), which is a new insight to investigate correlation among phenotypes. The GPN can be constructed by both quantitative and qualitative traits, especially phenotypes have extremely unbalanced case-control ratios.

## [R/TGPred](https://github.com/xueweic/TGPred) and [Python/TGPred](https://github.com/tobefuture/TGPred)
R and Python software including six efficient methods for predicting target genes of a transcription factor by integrating statistics, machine learning, and optimization.

## [Python/CLCLSA](https://github.com/xueweic/CLCLSA)
A deep learning method for multi-omics integration with incomplete data by Cross-omics Linked unified embedding with Contrastive Learning and Self Attention (CLCLSA). Utilizing complete multi-omics data as supervision, the model uses cross-omics autoencoders to learn the feature representation across different types of biological data. The multi-view contrastive learning, which is used to maximize the mutual information between different types of omics, is employed before latent feature concatenation. Also, the feature-level self-attention and omics-level self-attention are employed to dynamically select the most informative features for multi-omics data integration.

0 comments on commit e59f6f5

Please sign in to comment.