===== Community/Role Extraction ===== *成員:政德、文正、立暐 ===== Progress Report ===== ^Date^Slides^ |20180622|[[https://drive.google.com/open?id=1Dp2JicMfd6WcR_KwL5oPdS6vR_1J2Hpa|Slide 1]][[https://drive.google.com/open?id=1yPLnKwhTffhazKr171UE175l5edxCENm|Slide2]]| |20180706|[[https://drive.google.com/open?id=1gdWamg9V_ojF9msS2FYJzA6yfq_5Xsh0|Slide 1]]| |20180720|[[https://drive.google.com/file/d/13Ndq_e09_L5U-28i6U03Ju7o8O0ED-nf/view?usp=sharing|Slide 1]]| |20180803|[[https://drive.google.com/file/d/1cLXJvW-lcmK3ocUsCI29LYNapEM86YXN/view?usp=sharing|Slide 1]]| |20180817|[[https://drive.google.com/file/d/1_iBw64KBkmhTs1LQWUyEKjjlKqzUZxSv/view?usp=sharing|Slide 1]]| ===== References ===== ^Year^Source^Title^Brief Description^link^ |2012|KDD|Rolx: structural role extraction & mining in large graphs| | | |2013|KDD|Guided learning for role discovery (GLRD): framework, algorithms, and applications| | | |2014|IEEE TKDE|Role Discovery in Networks| | | |2014|ACM COSN|Simultaneous detection of communities and roles from large networks| | | |2015|ICDM|Hierarchies in Directed Networks| | | |2015|DMKD|Dynamic inference of social roles in information cascades| | | |2016|SDM|Integrating community and role detection in information networks| | | |2016|KAIS|Measuring in-network node similarity based on neighborhoods: a unified parametric approach| | | |2017|DMKD|Tiers for peers: a practical algorithm for discovering hierarchy in weighted networks| | | |2017|KDD|struc2vec: Learning Node Representations from Structural Identity| | | |2018|arXiV|Learning Role-based Graph Embeddings| | | ===== Learning Resources ===== [[https://www.dropbox.com/s/zjlbki39z0du2lb/sna18_lecture03_community.pdf?dl=0|Community Detection Slide - Cheng-Te Li]] [[http://snap.stanford.edu/proj/embeddings-www/|Representation Learning on Networks - WWW-18 Tutorial]]