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Name: Wei Liu
Type: User
Company: SWUFE
Bio: Stastistics
Name: Wei Liu
Type: User
Company: SWUFE
Bio: Stastistics
Covariate-augmented generalized factor model
High-Dimensional Covariate-Augmented Overdispersed Poisson Factor Model
Codes for analysis of DR-SC
DR.SC: Joint dimension reduction and spatial clustering for single-cell/spatial transcriptomics data
FAST: a fast and scalable factor analysis for spatially aware dimension reduction of multi-section spatial transcriptomics data
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Generalized factor model for ultrahigh dimensional mixed-type data
Iterative Least Square Estimation or Full Information Maximum Likelihood Estimation for Linear Regression When Data Include Missing Values.
Integrate spatial clustering analysis with hidden Markov random field using empirical Bayes
Generalized Factor Model with MATLAB version
High-dimensional large-scale mixed-type missing data imputation with missing at random
High-Dimensional Covariate-Augmented Overdispersed Multi-Study Poisson Factor Model
Using nonparametric method to estimate regression function and its derivatives
Online Missing Value Imputation for High-Dimensional Mixed-type Data via Generalized Factor Models
an efficient data integration method for multiple spatial transcriptomics data with non- cluster-relevant effects such as the complex batch effects.
Main results in PRECAST
Probabilistic factor analysis for spatially-aware dimension reduction across multi-section spatial transcriptomics data with millions of spatial locations
Repository of read papers
High-Dimensional Spatial Covariate-Augmented Overdispersed Poisson Factor Model
Spatial Transcriptomics Tools Based on A Serirs of Our Developed Methods
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