Song Bian

M.Phil. Candidate

Rm 615, William M.W. Mong Engineering Building
Dept. of Systems Engineering and Engineering Management
The Chinese University of Hong Kong
Shatin, N.T., Hong Kong

Email: biansonghz at gmail dot com / songbian at link dot cuhk dot edu dot hk


Biography

I am currently a second-year M.Phil. student at the Department of Systems Engineering and Engineering Management, The Chinese University of Hong Kong (CUHK), supervised by Prof. Jeffrey Xu Yu. Previously, I received the B. Eng. from Computer Science at Zhejiang University in 2019.

My research interests include algorithms with theoretical guarantees and using ML/DL to cope with classic data management problems

Publications

                  
DataPrep.EDA: Task-Centric Exploratory Data Analysis for Statistical Modeling in Python
Jinglin Peng*, Weiyuan Wu*, Brandon Lockhart, Song Bian, Jing Nathan Yan, Linghao Xu, Zhixuan Chi, Jeff Rzeszotarski, Jiannan Wang
Proceedings of the ACM SIGMOD International Conference on Management of Data (SIGMOD), 2021. [paper][code]

Efficient Algorithms for Budgeted Influence Maximization on Massive Social Networks
Song Bian, Qintian Guo, Sibo Wang, Jeffrey Xu Yu
Proceedings of the VLDB Endowment (PVLDB), 2020. [paper][code]

CrowdTC: Crowd-powered Learning for Text Classification
Keyu Yang, Yunjun Gao, Lei Liang, Song Bian, Lu Chen, Baihua Zheng
ACM Transactions on Knowledge Discovery from Data (TKDD), 2020.

Are Powerful Graph Neural Nets Necessary? A Dissection on Graph Classification
Ting Chen, Song Bian, Yizhou Sun
Technical Report , 2019. [paper][code]

Graph Feature Networks
Ting Chen, Song Bian, Yizhou Sun.
Representation Learning on Graphs and Manifolds (ICLR Workshop), 2019. [paper]

SimGNN: A Neural Network Approach to Fast Graph Similarity Computation
Yunsheng Bai, Hao Ding, Song Bian, Ting Chen, Yizhou Sun, Wei Wang.
ACM International Conference on Web Search and Data Mining (WSDM), 2019. [paper][code]

Experience

Honors & Awards

VLDB Student Registration Support, 2020
Zhijun He Scholarship (Top 1%), 2019
Outstanding graduates of university in Zhejiang Province
Meritorious Winner, Mathematical Contest in Modeling, 2017
Zhejiang Province Government Scholarship, 2016, 2017, 2018
First-Class Scholarship for Outstanding Merits (Top 3%), 2016

Teaching Assistant

CSCI2100 Data Structures, 2019-2020, Spring
SEEM3550 Fundamentals in Information Systems, 2019-2020, Spring
FTEC4001 Advanced Database Technologies, 2020-2021, Fall


© Song Bian | Last updated: November 2020