Publications

[Book] [Conference Paper] [Journal Article] Chronologically: [2016] [2015] [2014] [2013] [2012] [2011] [2010] [2009-2007]

List by Topics: [Data Mining] [Recommder System] [Neuroimaging] [Environmental Data Mining]

Data Mining

  • Henning Peters, Junming Shao, Martin Scherr, Dirk Schwerthöffer, Claus Zimmer, Hans Förstl, Josef Bäuml, Afra Wohlschläger, Valentin Riedl, Kathrin Koch*, Christian Sorg*. More Consistently Altered Connectivity Patterns for Cerebellum and Medial Temporal Lobes than for Amygdala and Striatum in Schizophrenia, Frontiers in human neuroscience, 10:55, 2016. [PDF] [Bibtex]
  • Jin-Hu Liu, Jun Wang, Junming Shao*, Tao Zhou*. Online Social Activity Reflects Economic Status, Physical A, 2016, to appear. [PDF] [Bibtex]
  • Junming Shao*, Zhichao Han, Qinli Yang, Tao Zhou. Community Detection based on Distance Dynamics, Proceedings of the 21th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining (KDD), pp. 1075-1084. 2015. [PDF] [Bibtex]
  • LianLi Gao, Jingkuan Song, Junming Shao, Xiaofeng Zhu, HengTao Shen. Zero-shot Image Categorization by Image Correlation Exploration, Proceedings of the 5th ACM on International Conference on Multimedia Retrieval (ICMR), pp. 487-490. 2015. [PDF] [Bibtex]
  • Lianli Gao*, Jingkuan Song, Xingyi Liu, Junming Shao, Jiajun Liu, Jie Shao. Learning in high-dimensional multimedia data: the state of the art, Multimedia Systems, pp. 1-11, 2015. [PDF] [Bibtex]
  • Junming Shao, Zahra Ahmadi, Stefan Kramer*. Prototype-based learning on concept-drifting data streams, Proceedings of the 20th ACM SIGKDD international conference on Knowledge discovery and data mining (KDD), pp. 412-421. 2014. [PDF] [Bibtex]
  • Junming Shao, Xiao He, Qinli Yang, Claudia Plant, Christian Böhm*. Robust synchronization-based graph clustering, Advances in Knowledge Discovery and Data Mining, 249-260, 2013. [PDF] [Bibtex]
  • Masoud Tahmasian*, David C Knight, Andrei Manoliu, D Schwerthoffer, Martin Scherr, Chun Meng, Junming Shao, Henning Peters, Anselm Doll, Hatxtolah Khazaie, Alexander Drzezga, J Bauml, Claus Zimmer, Hans Forstl, AM Wohlschlager, Valentin Riedl, Christian Sorg. Aberrant intrinsic connectivity of hippocampus and amygdala overlap in the fronto-insular and dorsomedial-prefrontal cortex in major depressive disorder, Front Hum Neurosci, 7. 639. 10. 3389, 2013. [PDF] [Bibtex]
  • Junming Shao*, Xiao He, Christian Bohm, Qinli Yang, Claudia Plant. Synchronization-inspired partitioning and hierarchical clustering, IEEE Transactions on Knowledge and Data Engineering (TKDE), 25 (4), 893-905, 2013. [PDF] [Bibtex]
  • Junming Shao, Claudia Plant, Qinli Yang, Christian Böhm. Detection of arbitrarily oriented synchronized clusters in high-dimensional data. IEEE International Conference on Data Mining (ICDM), 607-616, 2011. [PDF] [Bibtex]
  • Junming Shao. Synchronization Inspired Data Mining. Doctorial Thesis, LMU, 2011. [PDF] [Bibtex]
  • Nikola Mueller, KatrinHaegler, Junming Shao, Claudia Plant, Christian Böhm. Weighted Graph Compression for Parameter-free Clustering WithPaCCo. SDM, 932-943, 2011. [PDF] [Bibtex]
  • Junming Shao*, Klaus Hahn, Qinli Yang, Christian Böhm, AfraWohlschläger, Nicholas Myers, Claudia Plant. Combining time series similarity with density-based clustering to identify fiber bundles in the human brain. IEEE International Conference on Data Mining Workshops (ICDMW), 747-754, 2010. (Best paper award) [PDF] [Bibtex]
  • Junming Shao, Christian Böhm, Qinli Yang, Claudia Plant. Synchronization based outlier detection. Machine Learning and Knowledge Discovery in Databases (ECML/PKDD), 245-260, 2010. [PDF] [Bibtex]
  • Christian Böhm, Claudia Plant, Junming Shao*, Qinli Yang. Clustering by synchronization. Proceedings of the 16th ACM SIGKDD international conference on Knowledge discovery and data mining (KDD), 583-592, 2010. [PDF] [Bibtex]

Recommender System

  • Wei Zeng, An Zeng, Hao Liu, Ming-sheng Shang and Tao Zhou. Uncovering the information core in recommender systems, Scientific Report, 4: 6140, 2014. [PDF] [Bibtex]
  • Wei Zeng, An Zeng, Hao Liu, Ming-Sheng Shang, Yi-Cheng Zhang. Similarity from multi-dimensional scaling: solving the accuracy and diversity dilemma in information filtering, PLoS ONE 9: e111005, 2014. [PDF] [Bibtex]
  • Wei Zeng, An Zeng, Ming-sheng Shang and Yi-cheng Zhang. Information filtering in sparse online systems: recommendation via semi-local diffusion., PLoS ONE 8: e79354, 2013. [PDF] [Bibtex]
  • Wei Zeng, Li Chen. Recommending Interest Groups to Social Media Users by Incorporating Heterogeneous Resources., In Proceedings of 26th International Conference on Industrial, Engineering & Other Applications of Applied Intelligent Systems (IEA/AIE’13), Amsterdam, Netherlands, June 17-21, 2013. [PDF] [Bibtex]
  • Wei Zeng, Li Chen. Heterogeneous Data Fusion via Matrix Factorization for Augmenting Item, Group and Friend Recommendations., The 28th ACM Symposium On Applied Computing, SAC 2013, Coimbra, Portugal, March 18 – 22, 2013. [PDF] [Bibtex]
  • Li Chen, Wei Zeng, Quan Yuan. A unified framework for recommending items, groups and friends in social media environment via mutual resource fusion., Expert Syst. Appl., 40: 2889-2903, 2013. [PDF] [Bibtex]
  • Wei Zeng , Ming-Sheng Shang, Qian-Ming Zhang, LinYuan Lü, Tao Zhou. Can dissimilar users contribute to accuracy and diversity of personalized recommendation? International Journal of Modern Physics C, 21: 1217-1227, 2010. [PDF] [Bibtex]

Neuroimaging

  • Maoud Tahmasian*, Junming Shao, Chun Meng, Timo Grimmer, Janine Diehl-Schmid, Behrooz H Yousefi, Stefan Förster, Valentin Riedl, Alexander Drzezga, Christian Sorg. Based on the network degeneration hypothesis: separating individual patients with different neurodegenerative syndromes in a preliminary hybrid PET/MR study, Journal of Nuclear Medicine, jnumed. 115.165464. 2015. [PDF] [Bibtex]
  • Chun Meng, Felix Brandl, Masoud Tahmasian, Junming Shao, Andrei Manoliu, Martin Scherr, Dirk Schwerthöffer, Josef Bäuml, Hans Förstl, Claus Zimmer, Afra M Wohlschläger, Valentin Riedl, Christian Sorg*. Aberrant topology of striatum’s connectivity is associated with the number of episodes in depression, Brain, 137:598–609, 2014. [PDF] [Bibtex]
  • Junming Shao*, Qinli Yang, Afra Wohlschlaeger, Christian Sorg. Discovering Aberrant Patterns of Human Connectome in Alzheimer’s Disease via Subgraph Mining, IEEE International Conference on Data Mining Workshops (ICDMW), 86-93, 2012. [PDF] [Bibtex]
  • Claudia Plant, Son Mai Thai, Junming Shao, Fabian J Theis, Anke Meyer-Baese, Christian Böhm. Measuring non-gaussianity by phi-transformed and fuzzy histograms., Advances in Artificial Neural Systems. 2012 (3), 2012. [PDF] [Bibtex]
  • Junming Shao, Qinli Yang, AfraWohlschläger, Christian Sorg. Insight into Disrupted Spatial Patterns of Human Connectome in Alzheimer’s Disease via Subgraph Mining., International Journal of Knowledge Discovery in Bioinformatics (IJKDB), 3 (1), 23-38, 2012. [PDF] [Bibtex]
  • Christian Böhm, Jing Feng, Xiao He, Son T Mai, Claudia Plant, Junming Shao. A novel similarity measure for fiber clustering using longest common subsequence. Proceedings of the 2011 workshop on Data mining for medicine and healthcare, 1-9, 2011. [PDF] [Bibtex]
  • Junming Shao*, Klaus Hahn, Qinli Yang, AfraWohlschläeger, Christian Boehm, Nicholas Myers and Claudia Plant. Hierarchical Density-based Clustering of White Matter Tracts in the Human Brain, International Journal of Knowledge Discovery in Bioinformatics 1(4), 1-26, 2010. (Best paper award) [PDF] [Bibtex]
  • Bianca Wackersreuther, Annahita Oswald, Peter Wackersreuther, Junming Shao, Karsten M Borgwardt. Graph Mining on Brain Co-activation Networks. Database Technology For Life Sciences And Medicine (Book Chapter), 279-293, 2010. [PDF] [Bibtex]

Environmental Data Mining

  • Qinli Yang, Christian Boehm, Miklas Scholz, Claudia Plant, Junming Shao*. Predicting Multiple Functions of Sustainable Flood Retention Basins under Uncertainty via Multi-Instance Multi-Label Learning, Water, 7(4):1359-1377, 2015. [PDF] [Bibtex]
  • Qinli Yang, Junming Shao, Miklas Scholz*. Self-organizing map to estimate sustainable flood retention basin types and variables, Environmental Engineering and Management Journal, 13(1):129-134, 2014. [PDF] [Bibtex]
  • Qinli Yang, Christian Boehm, Miklas Scholz, Rui Li, Claudia Plant, A Sani, Junming Shao*. Uncertainty analysis in classification of wetlands used for flood and diffuse pollution control, 14th International Water Association (IWA) Conference on Wetland Systems for Water Pollution Control, pp. 145. 2014. [PDF] [Bibtex]
  • Junming Shao, Nicholas Myers, Qinli Yang, Jing Feng, Claudia Plant, Christian Böhm, Hans Förstl, Alexander Kurz, Claus Zimmer, Chun Meng, Valentin Riedl, Afra Wohlschläger, Christian Sorg*. Prediction of Alzheimer’s disease using individual structural connectivity networks., Neurobiology of aging, 33 (12), 2756-2765, 2012. [PDF] [Bibtex]
  • Ebenezer Danso-Amoako, Miklas Scholz, Nickolas Kalimeris, Qinli Yang, Junming Shao. Predicting dam failure risk for sustainable flood retention basins: A generic case study for the wider Greater Manchester area., Computers, Environment and Urban Systems, 36 (5), 423-433, 2012. [PDF] [Bibtex]
  • Qinli Yang,Junming Shao, Miklas Scholz*, Christian Boehm, Claudia Plant. Multi-label classification models for sustainable flood retention basins., Environmental Modelling & Software, 32, 27-36, 2012. [PDF] [Bibtex]
  • Qinli Yang, MiklasScholz, Junming Shao. Application of spatial statistics as a screening tool for sustainable flood retention basin management., Water and Environment Journal, 26 (2), 155-164, 2012. [PDF] [Bibtex]
  • Qinli Yang, Junming Shao, Miklas Scholz*. Geostatistical assessment of wetlands that can be used as sustainable adaptive structural measures for diffuse pollution and flood risk management planning. Proceedings of the 12th International Water Association International Conference on Wetland Systems for Water Pollution Control, 1581-1588, 2010. [PDF] [Bibtex]
  • Qinli Yang, Junming Shao, William McMinn, Miklas Scholz*. Sustainable Flood Retention Basins (SFRB) as adaptive measures. The Strategic Alliace for Integrated Water Management Actions (SAWA) conference, 32-33, 2010. [PDF] [Bibtex]
  • Qinli Yang , Junming Shao, Miklas Scholz*. Assessment of the classification of sustainable flood retention basins with a self-organizing map model. Proceedings of the 12th International Water Association International Conference on Wetland Systems for Water Pollution Control, 1101-1108, 2010. [PDF] [Bibtex]