PUBLICATION – Data Mining Lab

A climate-adaptive transfer learning framework for improving soil moisture estimation in the Qinghai-Tibet Plateau.

Journal of Hydrology (IF:6.708), 2024

Official Link: https://www.sciencedirect.com/journal/journal-of-hydrology

Junran Yang, Qinli Yang*, Feichi Hu, Junming Shao, Guoqing Wang.

Synchronization-Inspired Interpretable Neural Networks

IEEE Transactions on Neural Networks and Learning Systems (TNNLS, IF=14.255), 2024

Official Link: https://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=5962385

Wei Han, Zhili Qin, Jiaming Liu, Christian Böhm, Junming Shao*.

A Reliable Adaptive Prototype-Based Learning for Evolving Data Streams with Limited Labels

Information Processing & Management (IF:8.6), 2024

Official Link: https://www.sciencedirect.com/journal/information-processing-and-management

Salah Ud Din, Aman Ullah, Cobbinah B. Mawuli, Qinli Yang, and Junming Shao*.

An attention-mechanism-based deep fusion model for improving quantitative precipitation estimation in a sparsely-gauged basin.

Journal of Hydrology (IF:6.708), 2023

Official Link: https://www.sciencedirect.com/science/article/abs/pii/S002216942301510X

Hongyuan Liu, Qinli Yang*, Zhaoyu Liu, Junming Shao, Guoqing Wang.

FedSULP: A Communication-efficient Federated Learning Framework with Selective Updating and Loss Penalization

Information Sciences (IF:8.1), 2023

Official Link: https://www.sciencedirect.com/science/article/abs/pii/S0020025523013105

Nanor Ebenezer, Cobbinah Mawuli B., Qinli Yang, Junming Shao*, Kobiah Christian.

Fine-tuning Happens in Tiny Subspaces: Exploring Intrinsic Task-specific Subspaces of Pre-trained Language Models

The 61st Annual Meeting of the Association for Computational Linguistics (ACL, CCF A), 2023

Official Link: https://2023.aclweb.org/

Zhong Zhang, Bang Liu, Junming Shao*.

Open-world Semi-supervised Novel Class Discovery

International Joint Conference on Artificial Intelligence (IJCAI, CCF A), 2023

Official Link: https://ijcai-23.org/

Jiaming Liu, Yangqiming Wang, Tongze Zhang, Yulu Fan, Qinli Yang, Junming Shao*.

A context-enhanced Dirichlet model for online clustering in short text streams

Expert Systems with Applications (IF=8.665), 2023

Official Link: https://www.sciencedirect.com/journal/expert-systems-with-applications

Jay Kumar, Junming Shao*, Rajesh Kumar, Salah Ud Din, Cobbinah B Mawuli, Qinli Yang.

LSS: A locality-based structure system to evaluate the spreader’s importance in social complex networks

Expert Systems with Applications (IF=8.665), 2023

Official Link: https://www.sciencedirect.com/journal/expert-systems-with-applications

Aman Ullah, Junming Shao*, Qinli Yang, Nasrullah Khan, Cobbinah M Bernard, Rajesh Kumar.

Finding critical nodes in a complex network from information diffusion and Matthew effect aggregation

Expert Systems with Applications (IF=8.665), 2023

Official Link: https://www.sciencedirect.com/journal/expert-systems-with-applications

Zejun Sun*, Yanan Sun, Xinfeng Chang, Feifei Wang, Qiming Wang, Aman Ullah, Junming Shao.

FedStream: Prototype-Based Federated Learning on Distributed Concept-Drifting Data Streams

IEEE Transactions on Systems, Man, and Cybernetics: Systems (IF=11.471), 2023

Official Link: https://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6221021

Cobbinah B Mawuli, Liwei Che, Jay Kumar, Salah Ud Din, Zhili Qin, Qinli Yang, Junming Shao*.

Online Semi-Supervised Classification on Multilabel Evolving High-Dimensional Text Streams

IEEE Transactions on Systems, Man, and Cybernetics: Systems (IF=11.471), 2023

Official Link: https://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6221021

Jay Kumar, Junming Shao*, Rajesh Kumar, Salah Ud Din, Cobbinah B Mawuli, Qinli Yang.

Semi-supervised Federated Learning on Evolving Data Streams

Information Sciences (IF:8.1), 2023

Official Link: https://www.journals.elsevier.com/information-sciences

Cobbinah B Mawuli, Jay Kumar, Ebenezer Nanor, Shangxuan Fu, Liangxu Pan, Qinli Yang, Wei Zhang, Junming Shao*.

An End-to-end Learning Framework for Joint Compensation of Impairments in Coherent Optical Communication Systems

IEEE Conference on Computer Communications (IEEE INFOCOM, CCF A), 2023

Official Link: https://www.visualdatascience.org/2022/

Rui Zhang, Min Liao, Jun Chen, Xusong Ning, Lin Li, Qinli Yang, Yongsheng Xu, Junming Shao*.

Learning multiple gaussian prototypes for open-set recognition

Information Sciences (IF:8.1), 2023

Official Link: https://www.journals.elsevier.com/information-sciences

Jiaming Liu, Jun Tian, Wei Han, Zhili Qin, Yulu Fan, Junming Shao*.

A new few-shot learning model for runoff prediction: Demonstration in two data scarce regions

Environmental Modelling & Software (IF=5.471), 2023

Official Link: https://www.sciencedirect.com/journal/environmental-modelling-and-software

Minghong Yang, Qinli Yang*, Junming Shao, Guoqing Wang, Wei Zhang.

An Interpretable Neuron Embedding for Static Knowledge Distillation

Visualization in Data Science VDS@ KDD 2022, 2022

Official Link: https://www.visualdatascience.org/2022/

Wei Han, Yangqiming Wang, Christian Böhm, Junming Shao*.

Reducing variations in multi-center Alzheimer’s disease classification with convolutional adversarial autoencoder

Medical image analysis (JCR-1, IF:10.9), 2022

Official Link: https://www.sciencedirect.com/journal/medical-image-analysis

Bernard M Cobbinah, Christian Sorg, Qinli Yang, Arvid Ternblom, Changgang Zheng, Wei Han, Liwei Che, Junming Shao*.

Improving daily precipitation estimation in the data scarce area by merging rain gauge and TRMM data with a transfer learning framework

Journal of Hydrology (JCR-2, IF:6.4), 2022

Official Link: https://www.sciencedirect.com/journal/journal-of-hydrology

Zhaoyu Liu, Qinli Yang*, Junming Shao, Guoqing Wang, Hongyuan Liu, Xiongpeng Tang, Yunhong Xue, Linlong Bai.

Multi-instance attention network for few-shot learning

Information Sciences (JCR-2, IF:8.1), 2022

Official Link: https://www.journals.elsevier.com/information-sciences

Zhili Qin, Han Wang, Cobbinah Bernard Mawuli, Wei Han, Rui Zhang, Qinli Yang, Junming Shao*.

Visualization in Data Science VDS@ KDD 2022

Proceedings of the 28th ACM SIGKDD Conference on Knowledge Discovery and Data Mining, 2022

Official Link: https://www.visualdatascience.org/2022/

Claudia Plant, Nina C Hubig, Junming Shao, Alvitta Ottley, Liang Gou, Torsten Möller, Adam Perer, Alexander Lex, Anamaria Crisan.

Runoff Prediction in a Data Scarce Region Based on Few-Shot Learning

IEEE International Geoscience and Remote Sensing Symposium (IGARSS 2022-2022 ), 2022

Official Link: https://www.igarss2022.org/

Minghong Yang, Qinli Yang*, Junming Shao, Guoqing Wang.

Community detection in subspace of attribute

Information Sciences (JCR-2, IF:8.1), 2022

Official Link: https://www.journals.elsevier.com/information-sciences

Haoran Chen, Zhongjing Yu, Qinli Yang, Junming Shao*.

Mixhead: Breaking The Low-Rank Bottleneck in Multi-Head Attention Language Models

Knowledge-Based Systems (JCR-2, IF:8.038), 2022

Official Link: https://www.journals.elsevier.com/knowledge-based-systems

Zhong Zhang, Nian Shao, Chongming Gao, Rui Miao, Qinli Yang,Junming Shao*.

Learning Evolving Concepts with Online Class Posterior Probability

27th International Conference on Database Systems for Advanced Applications (DASFAA-2022) (CCF B, 2022)

Official Link: https://www.dasfaa2022.org/

Junming Shao, Kai Wang, Jianyun Lu, Zhili Qin, Qiming Wangyang, Qinli Yang.

Enhanced LSTM model for daily runoff prediction in the Upper Huai River basin, China

Engineering (JCR-1, IF：7.553), 2022

Official Link: https://www.journals.elsevier.com/engineering

Yuanyuan Man, Qinli Yang*, Junming Shao, Quoqing Wang, Linlong Bai, Yunhong Xue.

Towards Noise-resistant Graph Embedding with Subspace Clustering Information

IEEE Transactions On Cybernetics (JCR-1, IF:11.097), 2022

Official Link: https://www.ieeesmc.org/publications/transactions-on-cybernetics/

Zhongjing Yu, Gangyi Zhang, Jingyu Chen, Haoran Chen, Duo Zhang, Qinli Yang, Junming Shao*.

Learning Dynamic User Behavior Based on Error-driven Event Representation

The Web Conference(WWW, CCF A), 2021

Official Link: https://www2021.thewebconf.org/

Honglian Wang, Peiyan Li, Wujun Tao, Bailin Feng and Junming Shao*.

Flexible, Robust, Scalable Semi-supervised Learning via Reliability Propagation

21th IEEE International Conference on Data Mining (CCF B,ICDM), 2021

Official Link: https://icdm2021.auckland.ac.nz/

Chen Huang, Liangxu Pan, Qinli Yang, Hongliang Wang, and Junming Shao*

A general framework for mining concept-drifting data streams with evolvable features

21th IEEE International Conference on Data Mining (CCF B, ICDM), 2021

Official Link: https://icdm2021.auckland.ac.nz/

Jiaqi Peng, Jinxia Guo, Qinli Yang, Jianyun Lu, and Junming Shao*

An Online Semantic-enhanced Graphical Model for Evolving Short Text Stream Clustering

IEEE Transactions On Cybernetics (JCR-1, IF:11.097), 2021

Official Link: https://www.ieeesmc.org/publications/transactions-on-cybernetics/

Jay Kumar, Salah Uddin; Qinli Yang ; Rajesh Kumar; Junming Shao*.

Data Stream Classification with Novel Class Detection: A Review, Comparison and Challenges

Knowledge and Information Systems(CCF B, IF:2.822), 2021

Official Link: https://www.springer.com/journal/10115

Salah Uddin; Junming Shao*; Jay Kumar; Cobbinah Bernard Mawuli; S.M. Hasan Mahmud; Wei Zhang; Qinli Yang.

Modular Neural Network via Exploring Category Hierarchy

Information Sciences (JCR-2, IF:6.795), 2021

Official Link: https://www.journals.elsevier.com/information-sciences

Wei Han; Changgang Zheng; Rui Zhang; Jinxia Guo; Qinli Yang, Junming Shao*.

Learning High Dimensional Evolving Data Streams with Limited Labels

IEEE Transactions On Cybernetics(JCR-1, IF:11.097), 2021

Official Link: https://www.ieeesmc.org/publications/transactions-on-cybernetics/

Salah Ud Din, Jay Kumar, Junming Shao*, Cobbinah Bernard Mawuli and Waldiodio David Ndiaye.

Towards real-time demand-aware sequential POI recommendation

Information Sciences (JCR-2, IF:6.795), 547:482-497, 2021.

Official Link: https://doi.org/10.1016/j.ins.2020.08.088

Honglian Wang, Peiyan Li, Yang Liu, Junming Shao*

Online Semi-supervised Multi-label Classification with Label Compression and Local Smooth Regression

International Joint Conference on Artificial Intelligence (IJCAI, CCF A), 1359-1365, 2020.

Official Link: https://www.ijcai.org/Proceedings/2020/0189.pdf

Peiyan Li, Honglian Wang, Christian Böhm, Junming Shao*

A spatiotemporal deep fusion model for merging satellite and gauge precipitation in China

Journal of Hydrology, 584:124664, 2020.

Official Link: https://doi.org/10.1016/j.jhydrol.2020.124664

Hongcai Wu, Qinli Yang*, Jiaming Liu, Guoqing Wang.

An Online Semantic-enhanced Dirichlet Model for Short Text Stream Clustering

Annual Conference of the Association for Computational Linguistics (ACL, CCF A), 766-776, 2020.

Official Link: https://www.aclweb.org/anthology/2020.acl-main.70/ [Code]

Jay Kumar, Junming Shao*, Salah Uddin and Wazir Ali

Revisiting Representation Degeneration Problem in Language Modeling

Empirical Methods in Natural Language Processing(EMNLP), Findings, 2020

Official Link: https://www.aclweb.org/anthology/2020.findings-emnlp.46 [Code]

Zhong Zhang, Chongming Gao, Cong Xu, Rui Miao, Qinli Yang and Junming Shao*.

Community Attention Network for Semi-supervised Node Classification

20th IEEE International Conference on Data Mining (ICDM), accepted, 2020

Official Link: http://icdm2020.bigke.org [Code]

Zhongjing Yu, Han Wang, Yang Liu, Christian Böhm, and Junming Shao*.

Community Detection with Local Metric Learning

20th IEEE International Conference on Data Mining (ICDM), accepted, 2020

Official Link: http://icdm2020.bigke.org

Peiyan Li, Honglian Wang, Jianyun Lu, Qinli Yang, and Junming Shao*

Exploiting Inconsistency Problem in Multi-label Classification via Metric Learning

20th IEEE International Conference on Data Mining (ICDM), accepted, 2020

Official Link: http://icdm2020.bigke.org

Peiyan Li, Zhili Qin, Honglian Wang, Qinli Yang, and Junming Shao*

Semantic Trajectory Representation and Retrieval via Hierarchical Embedding

Knowledge-based Systems, 538:176-192, 2020.

Official Link: https://doi.org/10.1016/j.ins.2020.05.107

Chongming Gao; Zhong Zhang; Chen Huang; Hongzhi Yin; Qinli Yang; Junming Shao*.

Attributed Graph Clustering with Subspace Stochastic Block Model

Information Sciences, 535:130-141, 2020.

Official Link: https://doi.org/10.1016/j.ins.2020.05.044

Haoran Chen; Zhongjing Yu; Qinli Yang; Junming Shao*

Online Reliable Semi-supervised Learning on Evolving Data Streams

Information Sciences, 525:153-171, 2020.

Official Link: https://doi.org/10.1016/j.ins.2020.03.052 [Code]

Salah Ud Din, Junming Shao*, Jay Kumar, Waqar Ali, Jiaming Liu, Yu Ye

Learning evolving user’s behaviors on location-based social networks

GeoInformatica, 713-743, 2020.

Official Link: https://link.springer.com/content/pdf/10.1007/s10707-020-00400-3.pdf

Ruizhi Wu, Guangchun Luo*, Qi Jin, Junming Shao, Chang-Tien Lu.

Selective Prototype-based Learning on Concept-drifting Data Streams

Information Sciences, 516:20-32, 2020.

Official Link: https://doi.org/10.1016/j.ins.2019.12.046 [Code]

Dongzi Chen, Qinli Yang*, Jiaming Liu

Structured Subspace Embedding on Attributed Networks

Information Sciences, 512:726-740, 2020.

Official Link: https://doi.org/10.1016/j.ins.2019.10.015 [Code]

Zhongjing Yu, Zhong Zhang, Haoran Chen, Junming Shao*

Large-scale Multi-view Subspace Clustering in Linear Time

Thirty-Fourth AAAI Conference on Artificial Intelligence (AAAI), 4412-4419, 2020.

Official Link: https://arxiv.org/abs/1911.09290

Zhao Kang, Wangtao Zhou, Zhitong Zhao, Junming Shao, Meng Han, Zenglin Xu

Exploiting Evolving Micro-clusters for Data Stream Classification with Emerging Class Detection

Information Sciences, 507:404–420, 2020

Official Link: https://doi.org/10.1016/j.ins.2019.08.050 [Code]

Salah Ud Din, Junming Shao*

Online Budgeted Least Squares with Unlabeled Data

IEEE International Conference on Data Mining (ICDM) 309-318, 2019.

Official Link: https://doi.org/10.1109/ICDM.2019.00041

Chen Huang, Peiyan Li, Chongming Gao, Qinli Yang, Junming Shao*.

Community Detection based on Information Dynamics

Neurocomputing, 359:341-352, 2019.

Official Link: https://doi.org/10.1016/j.neucom.2019.06.020

Zejun Sun, Bin Wang, Jinfang Sheng, Zhongjing Yu, Rongpei Zhou, Junming Shao*

Triplet Enhanced AutoEncoder: Model-free Discriminative Graph Embedding,

Proceedings of the 28th International Joint Conference on Artificial Intelligence (IJCAI), 5363-5369, 2019.

Official Link: https://www.ijcai.org/Proceedings/2019/745

Yao Yang, Haoran Chen, Junming Shao*

Community Detection and Link Prediction via Cluster-driven Low-rank Matrix Completion

Proceedings of the 28th International Joint Conference on Artificial Intelligence (IJCAI), 3382-3388, 2019.

Official Link: https://doi.org/10.24963/ijcai.2019/469

Junming Shao, Zhong Zhang, Zhongjing Yu, Jun Wang, Yi Zhao, Qinli Yang*

A Reliable Traffic Prediction Approach for Bike-sharing System by Exploiting Rich Information with Temporal Link Prediction Strategy

Transactions in GIS, 23:1125-1151, 2019

Official Link: https://doi.org/10.1111/tgis.12560

Yanxi Li, Qing Zhu, Fen Chen, Junming Shao, Yunxin Luo, Yeting Zhang, Pengcheng Zhang, Weijun Yang

Dynamic Streamflow Simulation via Online Gradient Boosted Regression Tree

Journal of Hydrologic Engineering, 24(10): 04019041, 2019

Official Link: https://doi.org/10.1061/(ASCE)HE.1943-5584.0001822 [Code]

Heng Zhang, Qinli Yang, Junming Shao*, Guoqing Wang

Semantic trajectory compression via multi-resolution synchronization-based clustering

Knowledge-Based Systems, 174:177-193, 2019

Official Link: https://doi.org/10.1016/j.knosys.2019.03.006

Chongming Gao, Yi Zhao, Ruizhi Wu, Qinli Yang, Junming Shao*

Attribution Analysis for Runoff Change on Multiple Scales in a Humid Subtropical Basin Dominated by Forest, East China

Forests, 10(2), 184, 2019

Official Link: https://doi.org/10.3390/f10020184

Qinli Yang, Shasha Luo, Hongcai Wu, Guoqing Wang, Dawei Han, Haishen Lü, Junming Shao*

Low-rank Network Signatures in the Triple Network Separate Schizophrenia and Major Depressive Disorder

NeuroImage: Clinical, 22: 101725, 2019.

Official Link: https://doi.org/10.1016/j.nicl.2019.101725

Wei Han, Christian Sorg, Changgang Zheng, Qinli Yang, Xiaosong Zhang, Arvid Ternblom, Cobbinah B Mawuli, Lianli Gao, Cheng Luo, Dezhong Yao, Tao Li, Sugai Liang, Junming Shao*

BLOMA: Explain Collaborative Filtering via Boosted Local Rank-One Matrix Approximation

International Conference on Database Systems for Advanced Applications(DASFAA), pp.487-490, 2019.

Official Link: https://doi.org/10.1007/978-3-030-18590-9_72

Chongming Gao, Shuai Yuan, Zhong Zhang, Hongzhi Yin, Junming Shao*

Towards Robust Arbitrarily Oriented Subspace Clustering

International Conference on Database Systems for Advanced Applications(DASFAA), pp.276-291, 2019.（Best paper award，最佳论文奖）

Official Link: https://doi.org/10.1007/978-3-030-18576-3_17

Zhong Zhang, Chongming Gao, Qinli Yang, Junming Shao*

SemiSync: Semi-supervised Clustering by Synchronization

International Conference on Database Systems for Advanced Applications(DASFAA), pp.358-362, 2019

Official Link: https://doi.org/10.1007/978-3-030-18590-9_45

Zhong Zhang, Didi Kang, Chongming Gao, Junming Shao*

Dynamic Runoff Simulation in a Changing Environment: A Data Stream Approach

Environmental Modelling & Software, 112:157-165, 2019

Official Link: https://doi.org/10.1016/j.envsoft.2018.11.007

Qinli Yang, Heng Zhang, Guoqing Wang, Shasha Luo, Dongzi Chen, Wanshan Peng, Junming Shao*

Assessing Climate Impact on Forest Cover in Areas Undergoing Substantial Land Cover Change Using Landsat Imagery

Science of The Total Environment, 659:732-745, 2019

Official Link: https://doi.org/10.1016/j.scitotenv.2018.12.290

Qinli Yang, Heng Zhang, Wanshan Peng, Yaoyao Lan, Shasha Luo, Junming Shao, Dongzi Chen, Guoqing Wang*

Overlapping Community Detection Based on Information Dynamics

IEEE Access, 6:2169-3536, 2018

Official Link: https://doi.org/10.1109/ACCESS.2018.2879648

Zejun Sun, Bin Wang, Jinfang Sheng, Zhongjing Yu, Junming Shao*

Synchronization-based Clustering on Evolving Data Stream

Information Sciences, 501:573-587, 2018

Official Link: https://doi.org/10.1016/j.ins.2018.09.035

Junming Shao, Yue Tan, Lianli Gao, Qinli Yang*, Claudia Plant, Ira Assent

Predictive markers of depression in hypertension

Medicine, Volume 97, Issue 32, 2018

Official Link: https://dx.doi.org/10.1097%2FMD.0000000000011768

Xiuli Song, Zhong Zhang, Rui Zhang, Miye Wang, Dongtao Lin, Tao Li, Junming Shao, Xiaohong Ma*

Preference modeling by exploiting latent components of ratings

Knowledge and Information Systems, 60(1):495–521, 2018

Official Link: https://doi.org/10.1007/s10115-018-1198-6

Junhua Chen, Wei Zeng*, Junming Shao, Ge Fan

Classification of First-Episode Schizophrenia Using Multimodal Brain Features: A Combined Structural and Diffusion Imaging Study

Schizophrenia Bulletin, Volume 45, Issue 3, May 2019, Pages 591–599,

Official Link: https://doi.org/10.1093/schbul/sby091

Sugai Liang, Yinfei Li, Zhong Zhang, Xiangzhen Kong, Qiang Wang, Wei Deng, Xiaojing Li, Liansheng Zhao, Mingli Li, Yajing Meng, Feng Huang, Xiaohong Ma, Xin-min Li, Andrew J Greenshaw, Junming Shao,Tao Li*

Multi-view Discriminative Learning via Joint Non-negative Matrix Factorization

International Conference on Database Systems for Advanced Applications(DASFAA), pp.542-557, 2018

Official Link: https://doi.org/10.1007/978-3-319-91458-9_33

Zhong Zhang, Zhili Qin, Peiyan Li, Qinli Yang and Junming Shao*

Graph Clustering with Local Density-Cut

International Conference on Database Systems for Advanced Applications(DASFAA), pp.187-202, 2018.

Official Link: https://doi.org/10.1007/978-3-319-91452-7_13

Junming Shao*, Qinli Yang, Zhong Zhang, Jinhu Liu and Stefan Kramer

ProfitLeader: Identifying Leaders in Networks with Profit Capacity

World Wide Web(WWW), 22(2):533–553, 2018

Official Link: https://doi.org/10.1007/s11280-018-0537-6

Zhongjing Yu, Qinli Yang, Zejun Sun, Junming Shao*

Learning Individual Moving Preference and Social Interaction for Location Prediction

IEEE ACCESS, 6:10675 – 10687, 2018

Official Link: https://doi.org/10.1109/ACCESS.2018.2805831

Ruizhi Wu, Guangchun Luo, Qinli Yang, Junming Shao*

Common and distinct changes of default mode and salience network in schizophrenia and major depression

Brain Imaging and Behavior, 12(6):1708–1719, 2018

Official Link: https://doi.org/10.1007/s11682-018-9838-8

Junming Shao, Chun Meng, Masoud Tahmasian, Felix Brandl, Qinli Yang, Guangchun Luo, Cheng Luo, Dezhong Yao, Lianli Gao, Valentin Riedl, Wohlschläger, Christian Sorg*

Location Prediction on Trajectory Data: A Review

Big Data Minging and Analytics, 1(2):108–127, 2018

Official Link: https://doi.org/10.26599/BDMA.2018.9020010

Ruizhi Wu, Guangchun Luo, Junming Shao*, Ling Tian and Chengzong Peng

Music intervention leads to increased insular connectivity and improved clinical symptoms in schizophrenia

Frontiers in neuroscience, 11:744, 2017.

Official Link: https://doi.org/10.3389/fnins.2017.00744

Hui He, Mi Yang, Mingjun Duan, Xi Chen, Yongxiu Lai, Junming Shao, Bharat B. Biswal, Cheng Luo and Dezhong Yao*.

A generic framework to analyse the spatiotemporal variations of water quality data on a catchment scale

Environmental Modelling & Software, 122:104071., 2017

Official Link: https://doi.org/10.1016/j.envsoft.2017.11.003

Qinli Yang, Miklas Scholz, Junming Shao*, Guoqing Wang, Xiaofang Liu

Robust Prototype-Based Learning on Data Streams

IEEE Transaction on Knowledge and Data Engineering (TKDE), 30(5):978-991., 2017

Official Link: https://doi.org/10.1109/TKDE.2017.2772239

Junming Shao*, Feng Huang, Qinli Yang, Guangchun Luo*

Synchronization-inspired Co-clustering and Its Application to Gene Expression Data

IEEE International Conference on Data Mining (ICDM), 2017

Official Link: https://doi.org/10.1109/ICDM.2017.141

Junming Shao, Chongming Gao, Wei Zeng, Jingkuan Song, and Qinli Yang*

Exploring Common and Distinct Structural Connectivity Patterns Between Schizophrenia and Major Depression via Cluster-driven Nonnegative Matrix Factorization

IEEE International Conference on Data Mining (ICDM), 2017

Official Link: https://doi.org/10.1109/ICDM.2017.142

Junming Shao, Zhongjing Yu, Peiyan Li, Wei Han, Christian Sorg, and Qinli Yang*

Synchronization-based Scalable Subspace Clustering of High-dimensional Data

Knowledge and Information Systems 52 (1), 83-111, 2017

Official Link: https://doi.org/10.1007/s10115-016-1013-1

Junming Shao*, Xinzuo Wang, Qinli Yang, Claudia Plant and Christian Boehmo

Identifying Influential Nodes in Complex Networks Based on Weighted Formal Concept Analysis

IEEE Access 5, 3777-3789, 2017

Official Link: https://doi.org/10.1109/ACCESS.2017.2679038

Zejun Sun, Bin Wang, Jinfang Sheng, Yixiang Hu, Yihan Wang, Shao, Junming*

Real-time social media retrieval with spatial, temporal and social constraints

Neurocomputing 253, 77-88, 2017

Official Link: https://doi.org/10.1016/j.neucom.2016.11.078

Lianli Gao, Yuan Wang*, Dongsheng Li, Junming Shao, Jingkuan Song

Ongoing Slow Fluctuations in V1 Impact on Visual Perception

Frontiers in Human Neuroscience, 10:441, 2016

Official Link: https://doi.org/10.3389/fnhum.2016.00411

Wohlschläger*, Afra M. and Glim, Sarah and Junming Shao and Draheim, Johanna and Köhler, Lina and Lourenço, Susana and Riedl, Valentin and Sorg, Christian

Reliable Semi-supervised Learning

The IEEE International Conference on Data Mining (ICDM), 2016

Official Link: https://doi.org/10.1109/ICDM.2016.0159

Junming Shao*, Chen Huang, Qinli Yang, Guangchun Luo.

Uncovering the essential links in online commercial networks

Scientific Reports, 6:34292, 2016

Official Link: https://doi.org/10.1038/srep34292

Wei Zeng, Meiling Fang, Junming Shao , Mingsheng Shang

Scalable Clustering by Iterative Partitioning and Point Attractor Representation

ACM Transactions on Knowledge Discovery from Data (TKDD), 2016

Official Link: https://doi.org/10.1145/2934688 [Code]

Junming Shao*, Qinli Yang, Hoang-Vu Dang, Bertil Schmidt, Stefan Kramer.

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

Official Link: https://doi.org/10.3389/fnhum.2016.00055

Henning Peters, Junming Shao, Martin Scherr, Dirk Schwerthöffer, Claus Zimmer, Hans Förstl, Josef Bäuml, Afra Wohlschläger, Valentin Riedl*, Kathrin Koch*, Christian Sorg*.

Online Social Activity Reflects Economic Status

Physical A, 457:581-589, 2016

Official Link: https://doi.org/10.1016/j.physa.2016.03.033

Jin-Hu Liu, Jun Wang, Junming Shao*, Tao Zhou*.

Recommendation in evolving online networks

The European Physical Journal B, 2016

Official Link: https://doi.org/10.1140/epjb/e2016-60509-9

Xiao Hu, An Zeng, Mingsheng Shang.

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

Official Link: https://doi.org/10.1145/2783258.2783301 [Code]

Junming Shao*, Zhichao Han, Qinli Yang, Tao Zhou.

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

Official Link: https://doi.org/10.2967/jnumed.115.165464

Maoud Tahmasian*, Junming Shao, Chun Meng, Timo Grimmer, Janine Diehl-Schmid, Behrooz H Yousefi, Stefan Förster, Valentin Riedl, Alexander Drzezga, Christian Sorg.

Zero-shot Image Categorization by Image Correlation Exploration

Proceedings of the 5th ACM on International Conference on Multimedia Retrieval (ICMR), pp. 487-490. 2015

Official Link: https://doi.org/10.1145/2671188.2749309

LianLi Gao, Jingkuan Song, Junming Shao, Xiaofeng Zhu, HengTao Shen.

Predicting Multiple Functions of Sustainable Flood Retention Basins under Uncertainty via Multi-Instance Multi-Label Learning

Water, 7(4):1359-1377, 2015

Official Link: https://doi.org/10.3390/w7041359

Qinli Yang, Christian Boehm, Miklas Scholz, Claudia Plant, Junming Shao*.

Learning in high-dimensional multimedia data: the state of the art

Multimedia Systems, pp. 1-11, 2015

Official Link: https://doi.org/10.1007/s00530-015-0494-1

Lianli Gao*, Jingkuan Song, Xingyi Liu, Junming Shao, Jiajun Liu, Jie Shao.

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

Official Link: https://doi.org/10.1145/2623330.2623609 [Code]

Junming Shao, Zahra Ahmadi, Stefan Kramer*.

Aberrant topology of striatum’s connectivity is associated with the number of episodes in depression

Brain, 137:598–609, 2014

Official Link: https://doi.org/10.1093/brain/awt290

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*.

Self-organizing map to estimate sustainable flood retention basin types and variables

Environmental Engineering and Management Journal, 13(1):129-134, 2014

Official Link: https://doi.org/10.30638/eemj.2014.016

Qinli Yang, Junming Shao, Miklas Scholz*.

Uncovering the information core in recommender systems

Scientific Report, 4: 6140, 2014

Official Link: https://doi.org/10.1038/srep06140

Wei Zeng, An Zeng, Hao Liu, Ming-sheng Shang and Tao Zhou.

Similarity from multi-dimensional scaling: solving the accuracy and diversity dilemma in information filtering

PLoS ONE 9: e111005, 2014

Official Link: https://doi.org/10.1371/journal.pone.0111005

Wei Zeng, An Zeng, Hao Liu, Ming-Sheng Shang, Yi-Cheng Zhang.

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

Official Link: http://usir.salford.ac.uk/id/eprint/33881/

Qinli Yang, Christian Boehm, Miklas Scholz, Rui Li, Claudia Plant, A Sani, Junming Shao*.

Robust synchronization-based graph clustering

Advances in Knowledge Discovery and Data Mining, 249-260, 2013

Official Link: https://doi.org/10.1007/978-3-642-37453-1_21 [Code]

Junming Shao, Xiao He, Qinli Yang, Claudia Plant, Christian Böhm*.

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, 2013

Official Link: https://doi.org/10.3389/fnhum.2013.00639

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.

Synchronization-inspired partitioning and hierarchical clustering

IEEE Transactions on Knowledge and Data Engineering (TKDE), 25 (4), 893-905, 2013

Official Link: https://doi.org/10.1109/TKDE.2012.32 [Code]

Junming Shao*, Xiao He, Christian Bohm, Qinli Yang, Claudia Plant.

Information filtering in sparse online systems: recommendation via semi-local diffusion

PLoS ONE 8: e79354, 2013

Official Link: https://doi.org/10.1371/journal.pone.0079354

Wei Zeng, An Zeng, Ming-sheng Shang and Yi-cheng Zhang.

Membership in social networks and the application in information filtering

The European Physical Journal B, 86: 375, 2013

Official Link: https://doi.org/10.1140/epjb/e2013-40258-1

Wei Zeng, An Zeng, Ming-sheng Shang and Yi-cheng Zhang.

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

Official Link: https://doi.org/10.1007/978-3-642-38577-3_37

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

Official Link: https://doi.org/10.1145/2480362.2480415

Wei Zeng, Li Chen.

A unified framework for recommending items, groups and friends in social media environment via mutual resource fusion

Expert Syst. Appl., 40: 2889-2903, 2013

Official Link: https://doi.org/10.1016/j.eswa.2012.12.006

Li Chen, Wei Zeng, Quan Yuan.

Prediction of Alzheimer’s disease using individual structural connectivity networks

Neurobiology of aging, 33 (12), 2756-2765, 2012

Official Link: https://doi.org/10.1016/j.neurobiolaging.2012.01.017

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*.

Discovering Aberrant Patterns of Human Connectome in Alzheimer’s Disease via Subgraph Mining

IEEE International Conference on Data Mining Workshops (ICDMW), 86-93, 2012

Official Link: https://doi.org/10.1109/ICDMW.2012.9

Junming Shao*, Qinli Yang, Afra Wohlschlaeger, Christian Sorg

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

Official Link: https://doi.org/10.1016/j.compenvurbsys.2012.02.003

Ebenezer Danso-Amoako, Miklas Scholz, Nickolas Kalimeris, Qinli Yang, Junming Shao

Multi-label classification models for sustainable flood retention basins

Environmental Modelling & Software, 32, 27-36, 2012

Official Link: https://doi.org/10.1016/j.envsoft.2012.01.001

Qinli Yang,Junming Shao, Miklas Scholz*, Christian Boehm, Claudia Plant

Application of spatial statistics as a screening tool for sustainable flood retention basin management

Water and Environment Journal, 26 (2), 155-164, 2012

Official Link: https://doi.org/10.1111/j.1747-6593.2011.00272.x

Qinli Yang, MiklasScholz, Junming Shao

Measuring non-gaussianity by phi-transformed and fuzzy histograms

Advances in Artificial Neural Systems. 2012 (3), 2012

Official Link: https://doi.org/10.1155/2012/962105

Claudia Plant, Son Mai Thai, Junming Shao, Fabian J Theis, Anke Meyer-Baese, Christian Böhm.

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 （Best paper award，最佳论文奖）

Official Link: https://doi.org/10.4018/jkdb.2012010102

Junming Shao, Qinli Yang, AfraWohlschläger, Christian Sorg

Detection of arbitrarily oriented synchronized clusters in high-dimensional data

IEEE International Conference on Data Mining (ICDM), 607-616, 2011

Official Link: https://doi.org/10.1109/ICDM.2011.50 [Code]

Junming Shao, Claudia Plant, Qinli Yang, Christian Böhm

Synchronization Inspired Data Mining

Doctorial Thesis, LMU, 2011

Official Link: https://doi.org/10.5282/edoc.13735

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

Official Link: https://doi.org/10.1145/2023582.2023584

Christian Böhm, Jing Feng, Xiao He, Son T Mai, Claudia Plant, Junming Shao

Weighted Graph Compression for Parameter-free Clustering With PaCCo

SDM, 932-943, 2011

Official Link: https://doi.org/10.1137/1.9781611972818.80

Nikola Mueller, KatrinHaegler, Junming Shao, Claudia Plant, Christian Böhm

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，最佳论文奖）

Official Link: https://doi.org/10.1109/ICDMW.2010.15

Junming Shao*, Klaus Hahn, Qinli Yang, Christian Böhm, AfraWohlschläger, Nicholas Myers, Claudia Plant

Synchronization based outlier detection

Machine Learning and Knowledge Discovery in Databases (ECML/PKDD), 245-260, 2010

Official Link: https://doi.org/10.1007/978-3-642-15939-8_16 [Code]

Junming Shao, Christian Böhm, Qinli Yang, Claudia Plant

Clustering by synchronization

Proceedings of the 16th ACM SIGKDD international conference on Knowledge discovery and data mining (KDD), 583-592, 2010

Official Link: https://doi.org/10.1145/1835804.1835879

Christian Böhm, Claudia Plant, Junming Shao*, Qinli Yang

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，最佳论文奖）

Official Link: https://doi.org/10.4018/978-1-4666-1785-8.ch019

Junming Shao*, Klaus Hahn, Qinli Yang, AfraWohlschläeger, Christian Boehm, Nicholas Myers and Claudia Plant

Graph Mining on Brain Co-activation Networks

Database Technology For Life Sciences And Medicine (Book Chapter), 279-293, 2010.

Official Link: https://doi.org/10.1142/9789814307710_0013

Bianca Wackersreuther, Annahita Oswald, Peter Wackersreuther, Junming Shao, Karsten M Borgwardt

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

Official Link: http://usir.salford.ac.uk/id/eprint/16010

Qinli Yang, Junming Shao, Miklas Scholz*

Sustainable Flood Retention Basins (SFRB) as adaptive measures

The Strategic Alliace for Integrated Water Management Actions (SAWA) conference, 32-33, 2010

Official Link: http://usir.salford.ac.uk/id/eprint/16487

Qinli Yang, Junming Shao, William McMinn, 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

Official Link: http://usir.salford.ac.uk/id/eprint/16011

Qinli Yang , Junming Shao, Miklas Scholz*

Can dissimilar users contribute to accuracy and diversity of personalized recommendation?

International Journal of Modern Physics C, 21: 1217-1227, 2010

Official Link: https://doi.org/10.1142/S0129183110015786

Wei Zeng , Ming-Sheng Shang, Qian-Ming Zhang, LinYuan Lü, Tao Zhou

Multi-semantic scene classification based on region of interest

Computational Intelligence for Modelling Control & Automation, 2008 International Conference on, 732-737, 2008

Official Link: https://doi.org/10.1109/CIMCA.2008.59

JunmingShao*, Dongjian He, Qinli Yang

A model for image categorisation based on a biological visual mechanism

New Zealand Journal of Agricultural Research. 50 (5), 781-787, 2007

Official Link: https://doi.org/10.1080/00288230709510351

He Dongjian, ShaoJunming*, Gen Nan, Yang Qinli

Publications