Zihao's Homepage

Lightweight MapReduce Framework

mapreduce overview

We implemented a cross-platform MapReduce framework written in C++, and integrated several built-in machine learning algorithms (e.g. naive bayes, logistic regression etc.) on top of it.

Single Cell Classification

single cell classification overview

We designed an algorithm combining PCA, SVM and ensemble method to predict cell type out of its scRNA-seq gene expression profile with an accuracy of 53.5%.