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Jianhua Yin (尹建华)

I'm Jianhua Yin, a tenure-track Associate Professor of Prof. Liqiang Nie's team with the School of Computer Science and Technology, Shandong University (Qingdao Campus). Before that, I received my Ph.D. degree from Department of Computer Science and Technology, Tsinghua University in 2017, advised by Prof. Jianyong Wang (IEEE Fellow). In 2012, I received my bachelor's degree from Department of Computer Science and Technology, Xidian University.

Research Interest

My research interests include Data Mining and Machine Learning.

  jhyin@sdu.edu.cn                               Google Scholar

Recruit

I'm recruiting self-motivated Master, and Ph.D. Students / Undergraduate Research Assistants who have strong mathematical abilities and coding skills to work with me on Data Mining and Machine Learning related research topics. Welcome to send me your detailed resume!


Teaching

  • Information Retrieval and Data Mining (Undergraduate Students)
  • Database Systems (Undergraduate Students)
  • Data Mining (Graduate Students)

Selected Publications

Review Polarity-wise Recommender
Han Liu, Yangyang Guo, Jianhua Yin, Zan Gao, Liqiang Nie
IEEE Transactions on Neural Networks and Learning Systems (IEEE TNNLS, CCF B), 2022.

HS-GCN: Hamming Spatial Graph Convolutional Networks for Recommendation
Han Liu, Yinwei Wei, Jianhua Yin, Liqiang Nie
IEEE Transactions on Knowledge and Data Engineering (IEEE TKDE, CCF A), 2022.

Answer Questions with Right Image Regions: A Visual Attention Regularization Approach
Yibing Liu, Yangyang Guo, Jianhua Yin, Xuemeng Song, Weifeng Liu, Liqiang Nie, Min Zhang
ACM Transactions on Multimedia Computing, Communications, and Applications (ACM TOMCCAP, CCF B), 2022.

Self-supervised Correlation Learning for Cross-Modal Retrieval
Yaxin Liu, Jianlong Wu, Leigang Qu, Tian Gan, Jianhua Yin, Liqiang Nie
IEEE Transactions on Multimedia (IEEE TMM, CCF B), 2022.

DualGNN: Dual Graph Neural Network for Multimedia Recommendation
Qifan Wang, Yinwei Wei, Jianhua Yin, Jianlong Wu, Xuemeng Song, Liqiang Nie
IEEE Transactions on Multimedia (IEEE TMM, CCF B), 2021.

Focal and Composed Vision-semantic Modeling for Visual Question Answering
Yudong Han, Yangyang Guo, Jianhua Yin, Meng Liu, Yupeng Hu, Liqiang Nie
ACM Multimedia (ACM MM, CCF A), 2021. (Full Paper)

Audio-driven Talking Video Frame Restoration
Harry Cheng, Yangyang Guo, Jianhua Yin, Haonan Chen, Jiafang Wang, Liqiang Nie
IEEE Transactions on Multimedia (IEEE TMM, CCF B), 2021.

Question Tagging via Graph-guided Ranking
Xiao Zhang, Meng Liu, Jianhua Yin, Zhaochun Ren, Liqiang Nie
ACM Transactions on Information Systems (ACM TOIS, CCF A), 2021.

Attentive Representation Learning with Adversarial Training for Short Text Clustering
Wei Zhang, Chao Dong, Jianhua Yin, Jianyong Wang
IEEE Transactions on Knowledge and Data Engineering (IEEE TKDE, CCF A), 2021.

Routing Micro-videos via A Temporal Graph-guided Recommendation System
Yongqi Li, Meng Liu, Jianhua Yin, Chaoran Cui, Xin-Shun Xu, Liqiang Nie
Proceedings of the 27th ACM International Conference on Multimedia (ACM MM, CCF A), 2019. (Full Paper)

Long-tail Hashtag Recommendation for Micro-videos with Graph Convolutional Network
Mengmeng Li, Tian Gan, Meng Liu, Zhiyong Cheng, Jianhua Yin, Liqiang Nie
Proceedings of the 28th ACM International Conference on Information and Knowledge Management (ACM CIKM, CCF B), 2019. (Full Paper)

Prototype-guided Attribute-wise Interpretable Scheme for Clothing Matching
Xianjing Han, Xuemeng Song, Jianhua Yin, Yinglong Wang, Liqiang Nie
The 42th International ACM SIGIR Conference on Research and Development in Information Retrieval (ACM SIGIR, CCF A), 2019. (Full Paper)

Model-based Clustering of Short Text Streams
Jianhua Yin, Daren Chao, Zhongkun Liu, Wei Zhang, Xiaohui Yu, Jianyong Wang
Proceedings of the 24th ACM SIGKDD International Conference on Knowledge Discovery & Data Mining (ACM SIGKDD, CCF A), 2018. (Full Paper)

A Text Clustering Algorithm Using an Online Clustering Scheme for Initialization
Jianhua Yin, Jianyong Wang
Proceedings of the 22th ACM SIGKDD international conference on knowledge discovery and data mining (ACM SIGKDD, CCF A), 2016. (Full Paper)

A Model-based Approach for Text Clustering with Outlier Detection
Jianhua Yin, Jianyong Wang
IEEE 32th International Conference on Data Engineering (IEEE ICDE, CCF A), 2016. (Full Paper)

A Dirichlet Multinomial Mixture Model-based Approach for Short Text Clustering (Google Scholar Citations: 463, 2022.8.1)
Jianhua Yin, Jianyong Wang
Proceedings of the 20th ACM SIGKDD international conference on Knowledge discovery and data mining (ACM SIGKDD, CCF A), 2014. (Full Paper)


Selected Awards

  • 2021 First Prize of the Shandong Provincial Science and Technology Progress Award
  • 2021 Third Prize of the Shandong University Teacher Teaching Innovation Competition
  • 2021 Outstanding Undergraduate Thesis Guidance Award of Shandong University
  • 2020 Database System was Selected into the First Batch of National First-class Undergraduate Courses
  • 2019 Future Program for Young Scholars, Shandong University
  • 2018 Team Winner Prize of the Shandong University Teacher-Student Badminton Tournament
  • 2016 National Scholarship, Tsinghua University
  • 2014 VMware Scholarship, Tsinghua University
  • 2013 Ranked 10th/561 in KDDCup 2013 (track 1)
  • 2012 Excellent Graduate of Xidian University
  • 2011 National Scholarship, Xidian University
  • 2010 National Encouragement Scholarship, Xidian University
  • 2010 Second Prize in China Undergraduate Mathematical Contest in Modeling
  • 2009 National Scholarship, Xidian University