About Me

My name is Meng Liu. Currently, I am a second year Phd student at the Department of Computer Science, Purdue University, West Lafayette. My advisor is Dr. David F. Gleich.

Here is my latest resume (updated on 10/11/2018).

Education

Spring 2017 - Current

Phd at the Departement of Computer Science, Purdue, West Lafayette

Fall 2016 - Spring 2017

Master's degree at the Department of Mechanical Engineering, Purdue, West Lafayette

Fall 2015 - Spring 2016

Exchange student at the Department of Mechanical Engineering, Purdue, West Lafayette

Fall 2012 - Spring 2016

Bachelor's degree at the Departement of Mechanical Engineering, Shanghai Jiao Tong University

Research

My research insterests include graph theory, fast matrix computation algorithm and optimization, especially with application to data mining and machine learning

A Different Deconvolution Approach for Separating Cell Types in Complex Tissues

  • Deconvolve expression profile of individual cell types from tumor biopsies, to gain a mechanistic understanding of tumor- immune interactions.

Multimodal Network Diffusion Predicts Future Disease-Gene-Chemical Associations

  • Study multimodal networks linking diseases, genes, and chemicals (drugs) by applying three network diffusion algorithms (random walk, graph-based information diffusion and adaptive PageRank) and varying information content.

Local Graph Clustering and Diffusion

  • A universal code framework providing methods that can either find local clusters without touching the whole graph, or improve a given cluster in a local area that is the most interesting to the user, or find a global graph partitioning directly.
    Code

Course Projects

  • Interior Point Solver for Linear Programming
    Code

  • Benchmark on different ranking algorithms.
    Code     Report

Publications

Multimodal network diffusion predicts future disease-gene-chemical associations, Chih-Hsu Lin, Daniel M. Konecki, Meng Liu, Stephen J. Wilson, Huda Nassar, Angela D. Wilkins, David F. Gleich and Olivier Lichtarge, 2018, submitted to Bioinformatics.

A numerical investigation on the heat conduction in high filler loading particulate composites, Zhen Tong, Meng Liu, Hua Bao, International Journal of Heat and Mass Transfer, 2016.

Award

Awarded with a Meritorious Winner in MCM/ICM (American Mathematical Contest In Modeling/Interdisciplinary Contest In Modeling) as team leader in 2015.

Awarded with the scholarship of government sponsorship for overseas study ($1500 each month) from China Scholarship Council to study in Purdue as an exchange student in 2015.

Awarded with the Jin Longyu Scholarship (one of the highest scholarship in Shanghai Jiao Tong University) in 2014.

Awarded with the second prize in China Undergraduate Mathematical Contest in Modeling as team member in 2014.

Awarded with the second prize in The Chinese Undergraduate Mathematical Competitions in 2014

Awarded with the Academic Excellence Scholarship (Third-Class) of Shanghai Jiao Tong University in 2013.

Awarded with the first prize in High School Math League held by Chinese Mathematical Olympiad in 2012.

Contact

Residence      Department of Computer Science
            305 North University Street
            Purdue University
            West Lafayette, IN, 47907
Email      liu1740@purdue.edu
Phone      +1-765-586-2708