Network science and big data analytics
A few papers (pdf files):
- Ping-En Lu and Cheng-Shang Chang,"Explainable, stable, and scalable graph convolutional networks for learning graph representation,"
arXiv:2009.10367. Sept. 2020.
- Yu-Hsien Peng, Ping-En Lu, Cheng-Shang Chang, Duan-Shin Lee,"Percolation threshold for competitive influence in random networks,"
arXiv:1904.05754. Apr. 2019. IEEE Transactions on Computational Social Systems, vol. 7, no. 4, AUGUST. pp. 991--1003, 2020.
- Cheng-Shang Chang, Ching-Chu Huang, Chia-Tai Chang, Duan-Shin Lee, and Ping-En Lu,"Generalized modularity embedding: a general framework for network embedding," Online Social Networks: Perspectives, Applications and Developments, Nova Science Publisher, 2020.
- Duan-Shin Lee, Cheng-Shang Chang, Miao Zhu, and Hung-Chih Li,"A generalized configuration model with degree correlations and its percolation analysis,"
Applied Network Science 4, 124, 2019.
- Cheng-Hsun Chang, Cheng-Shang Chang, Chia-Tai Chang, Duan-Shin Lee, and Ping-En Lu,"Exponentially twisted sampling for centrality analysis in attributed networks,"
IEEE Transactions on Network Science and Engineering, vol. 6, no. 4, pp. 684--697, 2019.
(Conference version in IEEE ICC, May 2018).
- Ping-En Lu, Cheng-Shang Chang, Duan-Shin Lee, and Ching-Chu Huang,
"Centrality analysis in d-regular directed acyclic random networks and its applications in top-k recommendations,"
IEEE Transactions on Computational Social Systems, vol. 6, no. 5, pp. 968--980, Aug. 2019.
- Tsunghan Wu, Cheng-Shang Chang and Wanjiun Liao,
"Tracking network evolution and their applications in structural network analysis,"
IEEE Transactions on Network Science and Engineering, vol. 6, no. 3, July-Sept., pp. 562-575, 2019.
- Cheng-Shang Chang, Duan-Shin Lee, Li-Heng Liou, Sheng-Min Lu, and
Mu-Huan Wu,
"A probabilistic framework for structural analysis
and community detection in directed networks,"
IEEE/ACM Transactions on Networking, vol. 26, no. 1, pp. 31--46, 2018.
(Conference version in IEEE ICC 2016).
- Cheng-Shang Chang, Po-Tai Cheng, Duan-Shin Lee, and Kai-Hsiang Yang,
"A mathematical theory for multistage battery switching networks," accepted by
IEEE Transactions on Network Science and Engineering.
- Yung-Yin Lo, Wanjiun Liao, Cheng-Shang Chang, and Ying-Chin Lee,
"Temporal matrix factorization for tracking concept drift in individual user preferences,"
IEEE Transactions on Computational Social Systems, vol. 5, no. 1, pp. 156--168, March, 2018.
- Cheng-Shang Chang, Duan-Shin Lee, Li-Heng Liou and Sheng-Min Lu,
"Community detection in signed networks: an error-correcting code approach,"
The 3rd IEEE International Conference on Internet of People (IoP), August 2017.
- Cheng-Shang Chang, Chia-Tai Chang, Duan-Shin Lee and Li-Heng Liou,
"K-sets+: a linear-time clustering algorithm for data points with a sparse similarity measure,"
The 3rd IEEE Int'l Conf. on Cloud and Big Data Computing (CBDCom),
August 2017.
- Duan-Shin Lee, Cheng-Shang Chang and Ying Liu,
"Consensus and polarization of binary opinions in
structurally balanced networks,"
IEEE Transactions on Computational Social Systems, vol. 3, no. 4,
pp. 141-150, 2016.
- Duan-Shin Lee, Cheng-Shang Chang and Hao-Neng Chang,
"Analyses of the clustering coefficient and the
Pearson degree correlation coefficient of Chung's duplication model,"
IEEE Transactions on Network Science and Engineering, vol. 3, no. 3, pp. 117-131, 2016.
- Cheng-Shang Chang, Wanjiun Liao, Yu-Sheng Chen and Li-Heng Liou,
"A mathematical theory for clustering in metric spaces,"
IEEE Transactions on Network Science and Engineering, vol. 3, no. 1, pp. 2-16, 2016.
- Kuei-Hsiang Peng, Li-Heng Liou, Cheng-Shang Chang, and Duan-Shin Lee,
"Predicting personality traits of Chinese users
based on Facebook wall posts,"
Wireless and Optical Communication (WOCC), 2015.
- Cheng-Shang Chang, Chih-Jung Chang, Wen-Ting Hsieh, Duan-Shin Lee, Li-Heng Liou, and Wanjiun Liao,
"Relative centrality and local community detection,"
Network Science, vol. 3, no. 4, pp. 445-479, December 2015.
- Tsunghan Wu, Sheau-Harn Yu, Wanjiun Liao and Cheng-Shang Chang, "Temporal bipartite projection and link prediction for online social networks,"
IEEE International Conference on Big Data'14 SCDM, 2014.
- Chun-Hao Fu, Cheng-Shang Chang, and Duan-Shin Lee, "A proximity measure for link prediction in social
user-item networks,"
IEEE International Workshop on
Data Integration and Mining, 2014.
- Duan-Shin Lee, Cheng-Shang Chang, Wen-Gui Ye, and Min-Chien Cheng,
"Analysis of clustering coefficients of online social networks by duplication models,"
IEEE ICC 2014.
- Ching-Min Lien, Shu-Hao Chang, Cheng-Shang Chang, and Duan-Shin Lee,
"Anchored desynchronization," Proceedings of IEEE INFOCOM miniconference 2012.
- Cheng-Shang Chang, Chin-Yi Hsu, Jay Cheng, and Duan-Shin Lee,
"A general probabilistic framework for detecting
community structure in networks," IEEE INFOCOM 2011.
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