• Ian E.H. Yen, Chun-Fu Chang, Ting-Wei Lin, Shan-Wei Lin, Shou-De Lin, “Indexed Block Coordinate Descent for Large-Scale Linear Classification with Limited Memory”, ACM SIGKDD 2013
  • Tsung-Ting Kuo, Rui Yan, Yu-Yang Huang, Perng-Hwa Kung, Shou-De Lin, “Unsupervised Link Prediction Using Aggregative Statistics on Heterogeneous Social Networks”, ACM SIGKDD 2013
  • Cheng-Lun Yang, Perng-Hwa Kung, Chun-An Chen, Shou-De Lin, “Semantically Sampling in Heterogeneous Social Networks”, WWW 2013.
  • Yu-Chun Shen, Tsung-Ting Kuo, I-Ning Yeh, Tzu-Ting Chen, Shou-De Lin, “Exploiting Temporal Information in a Two-stage Classification Framework for Content-based Depression Detection”, PAKDD 2013.
  • Jung-Wei Chou, Yi-Lin Tsai, Min-Huang Chu, Shou-De Lin, Yun Jin, Chen-Mou Cheng, “Exploiting Machine Learning Techniques to Perform Side Channel Attack”, PAKDD 2013.
  • Jing-Kai Lou, Fu-Min Wang, Chin-Hua Tsai, San-Chuan Hung, Perng-Hwa Kung, and Shou-De Lin, “Modeling the Diffusion of Preferences Through Social Networks”, SIAM SDM 2013.


  • Cheng-Te Li, Tsung-Ting Kuo, Chien-Tung Ho, San-Chuan Hong, Wei-Shih Lin, and Shou-De Lin, “Modeling and Evaluating Information Propagation in a Microblogging Social Network.”, Socal Network Analysis and Mining, 2012
  • En-Hsu Yen, Nanyun Peng, Po-Wei Wang, Shou-de Lin, “On Convergence Rate of Concave-Convex Procedure for Nonsmooth Problem”, NIPS Optimization Workshop 2012.
  • Tsung-Hsien Chiang, Hung-Yi Lo, and Shou-de Lin, A Ranking-based KNN Approach for Multi-Label Classification, accepted to appear in to Asia Conference on Machine Learning (ACML 2012).
  • Jung-Wei Chou, Shou-De Lin and Chen-Mou Cheng , “On the Effectiveness of using State-of-the-art Machine Learning Techniques to Launch Cryptographic Distinguishing Attacks”. 5th ACM Workshop on Artificial Intelligence and Security (AISEC 2012)
  • Min-Huang Chu, Wen-Yu Chen, Shou-De Lin. “A Learning-based Framework to Utilize E-HowNet Ontology and Wikipedia Sources to Generate Multiple-Choice Factual Questions”. TAAI 2012
  • Wan-Chen Lin, Tsung-Ting Kuo, Tung-Jia Chang, Chueh-An Yen, Chao-Ju Chen and Shou-de Lin, “Exploiting Machine Learning Models for Chinese Legal Documents Labeling, Case Classification, and Sentencing Prediction”, ROCLING 2012
  • Po-Tzu Chang, Yen-Chieh Huang, Cheng-Lun Yang, Shou-De Lin, Pu-Jen Cheng. “Learning-Based Time-Sensitive Re-Ranking for Web Search.” SIGIR 2012 (poster)
  • Cheng-Te Li and Shou-De Lin. “EvaPlanner: An Evacuation Planner with Social-based Flocking Kinetics.” SIGKDD 2012 (Demo).
  • Hun-Hsuan Chen, Yan-Bin Ciou, Shou-De Lin. “Information Propagation Game: a Tool to Acquire Human Playing Data for Multi-Player Influence Maximization on Social Networks.” SIGKDD 2012 (Demo).
  • Po-Tzu Chang, Yen-Chieh Huang, Cheng-Lun Yang, Shou-De Lin, Pu-Jen Cheng. “Learning-Based Time-Sensitive Re-Ranking for Web Search.” SIGIR 2012 (poster)
  • Hung-Che Lai, Cheng-Te Li, Yi-Chen Lo, and Shou-De Lin. “Exploiting and Evaluating MapReduce for Large-Scale Graph Mining.” ASONAM 2012 (Full, 16% acceptance ratio).
  • Hsun-Ping Hsieh, Cheng-Te Li, and Shou-De Lin. “TripRec: Recommending Trip Routes from Large Scale Check-in Data.” WWW 2012. (poster, 28% acceptance ratio)
  • Hsun-Ping Hsieh, Cheng-Te Li, and Shou-De Lin. “Temporal Social Behavior Search in Heterogeneous Information Networks.” WWW2012. (poster)
  • Cheng-Te Li, Man-Kwan Shan, and Shou-De Lin. “Dynamic Selection of Activation Targets to Boost the Influence Spread in Social Networks.” WWW 2012. (poster) 
  • Cheng-Te Li, Hsun-Ping Hsieh, Shou-De Lin, and Man-Kwan Shan. “Finding Influential Seed Successors in Social Networks.” WWW2012. (poster) 
  • Cheng-Te Li, Man-Kwan Shan, and Shou-De Lin. “Regional Subgraph Discovery in Social Networks.” WWW 2012. (poster) 
  • Cheng-Te Li, Shou-De Lin, and Man-Kwan Shan. “Influence Propagation and Maximization in Heterogeneous Social Networks.” WWW2012. (poster)
  • Cheng-Te Li, Hsun-Ping Hsieh, and Shou-De Lin. “CrowDiffuse: Information Diffusion over Crowds with Social Network.” ACM SIGGRAPH 2012. (poster)
  • Wan-Yu Lin, Nanyun Peng, Chun-Chao Yen, Shou-De Lin. “Online Plagiarism Detection Through Exploiting Lexical, Syntactic, and Semantic Information.” ACL 2012 System Demonstrations. 
  • Tsung-Ting Kuo, San-Chuan Hung, Wei-Shih Lin, Nanyun Peng, Shou-De Lin, and Wei-Fen Lin. “Exploiting Latent Information to Predict Diffusions of Novel Topics on Social Networks.” ACL 2012 (short, 20% acceptance ratio)
  • Hung-Yi Lo, Shou-De Lin, and Hsin-Min Wang, “Generalized k-Labelset Ensemble for Multi-label Classification,” in IEEE Int. Conf. Acoustics, Speech, and Signal Processing (ICASSP2012), Kyoto, Japan, March 2012. 



  • Tsung-Ting Kuo, Shou-De Lin “Learning-Based Concept-Hierarchy Refinement through Exploiting Topology, Content and Social Information” to appear in Information Sciences, v.181, i.12, June 2011 (SCI, IF=3.291)

  • Hung-Yi Lo, Ju-Chiang Wang, Hsin-Min Wang, Shou-De Lin “Cost-sensitive Multi-label Learning for Audio Tag Annotation and Retrieval” IEEE Transactions on Multimedia. Accepted in 2011.

  • Cheng-Te Li, Chien-Yuan Wang, Chien-Lin Tseng, and Shou-De Lin. “MemeTube: A Sentiment-based Audiovisual System for Analyzing and Displaying Microblog Messages.” ACL 2011

  • Jui-Yu Weng, Cheng-Lun Yang, Bo-Nian Chen, Yen-Kai Wang, Shou-De Lin. “IMASS: An Intelligent Microblog Analysis and Summarization System.” ACL 2011 System Demonstrations.

  • Hsiang-Fu Yu, Hung-Yi Lo, Hsun-Ping Hsieh, Jing-Kai Lou, Todd G. McKenzie, Jung-Wei Chou, Po-Han Chung, Chia-Hua Ho, Chun-Fu Chang, Yin-Hsuan Wei, Jui-Yu Weng, En-Syu Yan, Che-Wei Chang, Tsung-Ting Kuo, Yi-Chen Lo, Po Tzu Chang, Chieh Po, Chien-Yuan Wang, Yi-Hung Huang, Chen-Wei Hung, Yu-Xun Ruan, Yu-Shi Lin, Shou-de Lin, Hsuan-Tien Lin, Chih-Jen Lin “Feature engineering and classifier ensemble for KDD Cup 2010”, to appear in Journal of Machine Learning Research, Workshop and Conference Proceedings, 2011

  • Hung-Yi Lo, Ju-Chiang Wang, Hsin-Min Wang, Shou-De Lin “Cost-sensitive Stacking for Audio Tag Annotation and Retrieval”  to appear in ICASSP 2011

  • Cheng-Te Li, Shou-De Lin, and Man-Kwan Shan. “Exploiting Endorsement Information and Social Influence for Item Recommendation.” SIGIR 2011 Poster Paper.

  • Cheng-Te Li, Shou-De Lin, and Man-Kwan Shan. “Finding Influential Mediators in Social Networks.” to appear in WWW'11(Poster paper), 2011 

  • Hung-Yi Lo, Shou-De LinHsin-Min Wang: “Audio Tag Annotation and Retrieval Using Tag Count Information”. MMM (1) 2011: 339-349


  • Cheng-Te Li, Shou-De Lin: “Communication Structure Discovery via Information Asymmetry in an Organizational Social Network”. IEEE/WIC/ACM International Conference on Web Intelligence (WI'10), Toronto, Canada, 2010.

  • Cheng-Te Li, Hung-Che Lai, Chien-Tung Ho, Chien-Lin Tseng, Shou-De Lin:  "Pusic: musicalize microblog messages for summarization and exploration" WWW 2010 Poster Paper.

  • Jing-Kai Lou,  Shou-De Lin, Kuan-Ta Chen, Chin-Laung Lei “What can the Temporal Social Behavior Tell Us? An Estimation of Vertex-Betweenness Using Dynamic Social Information” in ASONAM 2010, Denmark.

  • Tsung-Ting Kuo, Jung-Jung Yeh, Chia-Jen Lin, Shou-De Lin “Designing, Analyzing and Exploiting Stake-based Social Networks” Poster Paper in ASONAM 2010, Denmark.

  • Cheng-Te Li Hsun-Ping Hsieh, Tsung-Ting Kuo, Shou-De Lin “SocioCrowd: A Social‐Network‐Based Framework for Crowd Simulation” SIGGRAPH 2010 Poster Paper

  • Tsung-Ting Kuo, Jung-Jung Yeh ; Chia-Jen Lin ; Shou-De Lin, “StakeNet: Devise, Study and Utilize Social Networks using Stakeholder Information”, 2010 Conference on Technologies and Applications of Artificial Intelligence

  • Chun-Chao Yen ; Liang-Chieh Chen,  Shou-de Lin “Unsupervised Feature Selection: Minimize Information Redundancy of Features” 2010 Conference on Technologies and Applications of Artificial Intelligence (Merit Paper Award)

  • Anta Huang; Tsung-Ting Kuo; Ying-Chun Lai; Shou-De Lin “Identifying Correction Rules for Auto Editing” in Proceedings of the 22nd Conference on Computational Linguistics and Speech Processing, 2010. 

  • Cheng-Te Li,  Shou-De Lin “Mining Heterogeneous Social Networks for Egocentric Information Abstraction” in book "From Sociology to Computing in Social Networks: Theory, Foundations and Applications” , p35-p57, Spring 2010


Before 2009

Knowledge Discovery and Social Network Analysis

Natural Language Processing and Web Search