Binbin Gu

binbing [at] uci [dot] edu - GitHub

About

I am a third year Ph.D. student in Computer Science and Engineering of UCI. My research areas are knowledge fusion, knowledge discovery, data cleaning, machine learning and blockchain.

Office Lab: ICS-299

Advisor: Faisal Nawab

Research Interests

Knowledge Fusion · Knowledge Discovery · Data Cleaning · Blockchain · Machine Learning

Publications

Binbin Gu, Saeed Kargar, Faisal Nawab: Efficient Dynamic Clustering: Capturing Patterns from Historical Cluster Evolution. EDBT 2022. (Accepted in February 2022) [PDF]
Shisong Chen, Binbin Gu, Jianfeng Qu, Zhixu Li, An Liu, Lei Zhao, Zhigang Chen: Tackling Zero Pronoun Resolution and Non-Zero Coreference Resolution Jointly. Proceedings of the 25th Conference on Computational Natural Language Learning. 518-527 [PDF]
Jing Dong, Binbin Gu, Jianfeng Qu, An Liu, Lei Zhao, Zhigang Chen, Zhixu Li: HyperJOIE: Two-View Hyperbolic Knowledge Graph Embedding with Entities and Concepts Jointly. International Conference on Web Information Systems Engineering, 305-320 [Link]
Jiaan Wang, Zhixu Li, Binbin Gu, Tingyi Zhang, Qingsheng Liu, Zhigang Chen: Multi-modal Chorus Recognition for Improving Song Search. International Conference on Artificial Neural Networks. International Conference on Artificial Neural Networks. Springer, Cham, 2021. [PDF]
Dawei Chen, Zhixu Li, Binbin Gu, An Liu, Lei Zhao, Zhigang Chen, Guoping Hu: Multimodal Named Entity Recognition with Image Attributes and Image Knowledge. DASFAA 2021: 186-201. [PDF]
Jia Chen, Binbin Gu, Zhixu Li, Pengpeng Zhao, An Liu, Lei Zhao: SAEA: Self-Attentive Heterogeneous Sequence Learning Model for Entity Alignment. DASFAA (1) 2020: 452-467 [PDF]
Lei Niu, Binbin Gu, Zhixu Li, Wei Chen, Ying He, Zhaoyin Zhang, Zhigang Chen: Fine-grained Entity Typing for Relation-Sparsity Entities. DASFAA (2) 2020: 141-157 [PDF]
Binbin Gu, Zhixu Li, An Liu, Jiajie Xu, Lei Zhao, Xiaofang Zhou: Improving the Quality of Web-based Data Imputation with Crowd Intervention. IEEE Trans. Knowl. Data Eng. doi: 10.1109/TKDE.2019.2954087 [PDF]
Jiapeng Li, Wei Chen, Binbin Gu, Junhua Fang, Zhixu Li, Lei Zhao: Measuring Semantic Relatedness with Knowledge Association Network. DASFAA (1) 2019: 676-691 [PDF]
Zhixu Li, Ying He, Binbin Gu, An Liu, Hongsong Li, Haixun Wang, Xiaofang Zhou: Diagnosing and Minimizing Semantic Drift in Iterative Bootstrapping Extraction. IEEE Trans. Knowl. Data Eng. 30(5): 852-865 (2018) [PDF]
Binbin Gu, Zhixu Li, Qiang Yang, Qing Xie, An Liu, Guanfeng Liu, Kai Zheng, Xiangliang Zhang: Web-ADARE: A web-aided data repairing system. Neurocomputing 253: 201-214 (2017) [PDF]
Binbin Gu, Zhixu Li, Xiangliang Zhang, An Liu, Guanfeng Liu, Kai Zheng, Lei Zhao, Xiaofang Zhou: The Interaction Between Schema Matching and Record Matching in Data Integration. IEEE Trans. Knowl. Data Eng. 29(1): 186-199 (2017) [PDF]
Binbin Gu, Zhixu Li, Xiangliang Zhang, An Liu, Guanfeng Liu, Kai Zheng, Lei Zhao, Xiaofang Zhou: The Interaction Between Schema Matching and Record Matching in Data Integration (Extended Abstract). ICDE 2017: 33-34 [PDF]
Jian Zhou, Zhixu Li, Binbin Gu, Qing Xie, Jia Zhu, Xiangliang Zhang, Guoliang Li: CrowdAidRepair: A Crowd-Aided Interactive Data Repairing Method. DASFAA (1) 2016: 51-66 [PDF]
Qiang Yang, Zhixu Li, Binbin Gu, An Liu, Guanfeng Liu, Pengpeng Zhao, Lei Zhao: CTextEM: Using Consolidated Textual Data for Entity Matching. DASFAA (1) 2016: 117-132 [PDF]

Teaching

Winter 2022: Machine Learning/Data Mining (COMPSCI 178) at UCI.

Fall 2021: Introduction to AI (COMPSCI 271P) at UCI

Spring 2020: Database Systems (CSE 180) at UCSC.

Good Talks

COURTING ML: WITNESSING THE MARRIAGE OF RELATIONAL & WEB DATA SYSTEMS TO MACHINE LEARNING. [Link]