Must Watch Conferences (https://ccfddl.github.io/) 总体建议: 理论的我们需要花时间啃来支撑我们的工作. 但我们不是做数学的,因此需要花非常多的时间来理清理论中的逻辑,然后应用+稍加改动以适应我们的问题, 同时考虑一些数据结构方法技巧，学会分析复杂度和正确性，这样就是数学和计算机两者都结合起来了
You can obtain the following conference from the corresponding homepage or DBLP search engine (i.e., https://dblp.uni-trier.de/).
We should pay attention to SIGMOD, VLDB, ICDE, KDD, WWW, NeurIPS, ICLR, ICML, AAAI, and IJCAI.
Clustering (做这个研究的可以重点关注Renchi Yang、Xinwang Liu和Feiping Nie的工作, 适合本科生和硕士研究生)
| URLS |
Name |
Affilication |
Toptic |
| https://renchi.ac.cn/#publications |
Renchi Yang |
HKBU |
Graph Clustering |
| https://xinwangliu.github.io/ |
Xinwang Liu |
NUDT |
Graph Clustering |
| https://dblp.org/pid/80/5755.html |
Feiping Nie |
NPU |
Graph Clustering |
| https://dblp.org/pid/l/XuelongLi.html |
Xuelong Li |
NPU |
Graph Clustering |
| https://dongqifu.github.io/ |
Dongqi Fu |
UIUC |
Higher-order Clustering |
| https://veldt.engr.tamu.edu/ |
Nate Veldt |
Texas A&M University |
Hypergraph Clustering (theory) |
| https://www.cs.purdue.edu/homes/dgleich/ |
dgleich |
Purdue University |
Local Clustering (theory) |
| https://opallab.ca/publications/ |
Kimon Fountoulakis |
University of Waterloo |
Local Clustering (theory) |
| http://cs-www.cs.yale.edu/homes/spielman/ |
Daniel A. Spielman |
Yale Univeristy |
Spectral Graph Theory (theory) |
| http://zeyuan.allen-zhu.com/ |
Zeyuan ALLEN-ZHU |
Meta FAIR Labs |
Local Clustering/Improve Cluster (theory) |
| https://cs.uwaterloo.ca/~lapchi/index.htm |
Lap Chi Lau |
University of Waterloo |
Spectral Graph Theory (theory) |
| http://www.cs.cornell.edu/~arb/#papers |
Austin R. Benson |
Cornell University |
Higher-order Clustering (theory) |
| https://theory.epfl.ch/kapralov/ |
Michael Kapralov |
EPFL |
Spectral Graph Theory (theory） |
| https://homepages.inf.ed.ac.uk/hsun4/index.html |
He Sun |
University of Edinburgh |
Local Clustering (theory) |
PPR (做这个研究的适合对算法，数据结构这些感兴趣的同学，本科生不一定能行)
| URLS |
Name |
Affilication |
Toptic |
| https://mhliao516.github.io/ |
Meihao Liao |
BIT |
PPR |
| https://wanghzccls.github.io/ |
Hanzhi Wang |
RUC |
PPR and GNN |
| https://www1.se.cuhk.edu.hk/~swang/ |
Sibo Wang |
Chinese University of Hong Kong(CUHK) |
PPR and GNN |
| https://sites.google.com/view/panli-purdue/publications |
Pan Li |
Purdue University |
PPR and GNN |
| https://jinhongjung.github.io/ |
Jinhong Jung |
Jeonbuk National University |
PPR |
| https://weizhewei.com/ |
Zhewei Wei |
RUC |
PPR and GNN |
| https://ronghuali.github.io/ |
Ronghua Li |
BIT |
PPR and GNN |
| https://dongqifu.github.io/ |
Dongqi Fu |
UIUC |
PPR and GNN |
| URLS |
Name |
Affilication |
Toptic |
| https://users.soe.ucsc.edu/~sesh/index.html |
C. Seshadhri |
University of California |
Subgraph Counting |
| https://sjain12.github.io |
Shweta Jain |
University of Utah |
Subgraph Counting(Turan theorem for counting) |
| https://people.csail.mit.edu/jshun/research.shtml |
Julian Shun |
MIT |
Parallel Algorithms for cohesive subgraph |
| https://fangyixiang.github.io/ |
Yixiang fang |
CUHK(Shenzhen) |
Community Search/(higher-order) Densest Subgraph |
| https://sariyuce.com/ |
A. Erdem Sarıyüce |
University at Buffalo |
Hierarchical Dense Subgraph/Nucleus Decomposition |
| https://kijungs.github.io/#research |
Kijung Shin |
KAIST |
Cohesive Subgraph |
| https://ronghuali.github.io/ |
Ronghua Li |
BIT |
Kcore/Clique |
| https://www.comp.hkbu.edu.hk/~xinhuang/index.html |
Xin Huang |
HKBU |
ktruss Community Search by Index |
| https://users.ics.aalto.fi/gionis/ |
Aristides Gionis |
KTH |
Densest Subgraph |
| https://lijunchang.github.io/publication.html |
Lijun Chang |
USYD |
Cohesive Subgraph book |
| https://tsourakakis.com/ |
Charalampos E. Tsourakakis |
Boston University |
(Higher-order)Densest subgraph |
Some learning websites
| URLS |
Topic |
Author |
| http://web.stanford.edu/class/cs224w/ |
CS224W: Machine Learning with Graphs |
By Jure Leskovec |
| https://tcs.nju.edu.cn/ |
Theoretical Computer Science at Nanjing University |
Yitong Yin |
| https://yufeizhao.com/gtacbook/ |
Graph Theory and Additive Combinatorics |
Yufei Zhao |
| https://theory.stanford.edu/~trevisan/cs359g/ |
Graph Partitioning |
Luca Trevis |
| https://www.cse.cuhk.edu.hk/~taoyf/course/5610/20-spring/ |
《Advanced Data Structures》 |
Yufei Tao |
| http://courses.csail.mit.edu/6.851/spring14/lectures/ |
《Advanced Data Structures》 |
Erik Demaine |
| https://zh-v2.d2l.ai/index.html |
《动手学习深度学习》 |
Mu Li |
| http://www.mmds.org/ |
《Mining of Massive Datasets》 |
Jure Leskovec |
