KOMABA Knowledge-Oriented Machine Learning and Artificial intelligence for Big data and Analytics Lab

Research

In the Knowledge-Oriented Machine Learning and Artificial intelligence for Big data and Analytics (KOMABA) Lab, our research focuses on Natural Language Processing, Computer Vision, AI methods for Science.

Highlighted

HaPPy: harnessing the wisdom from multi-perspective graphs for protein-ligand binding affinity prediction (student abstract)
HaPPy: harnessing the wisdom from multi-perspective graphs for protein-ligand binding affinity prediction (student abstract)
X Zhang, Y Gu, G Xu, Y Li, J Wang, Z Yang
Proceedings of the AAAI Conference on Artificial Intelligence 37 (13), 16384 …, 2023   ·   06 Sep 2023   ·   byG9xLMAAAAJ:RGFaLdJalmkC
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2023

HaPPy: harnessing the wisdom from multi-perspective graphs for protein-ligand binding affinity prediction (student abstract)
X Zhang, Y Gu, G Xu, Y Li, J Wang, Z Yang
Proceedings of the AAAI Conference on Artificial Intelligence 37 (13), 16384 …, 2023   ·   06 Sep 2023   ·   byG9xLMAAAAJ:RGFaLdJalmkC
Class-level Multiple Distributions Representation are Necessary for Semantic Segmentation
J Yin, Z Zheng, Y Gu, J Zhou, Y Chen
arXiv preprint arXiv:2303.08029, 2023   ·   01 Jan 2023   ·   byG9xLMAAAAJ:YFjsv_pBGBYC
Multi-Semantic Interactive Learning for Object Detection
S Wang, Z Zheng, Y Gu, J Zhou, Y Chen
arXiv preprint arXiv:2303.10411, 2023   ·   01 Jan 2023   ·   byG9xLMAAAAJ:GnPB-g6toBAC
A High-Frequency Focused Network for Lightweight Single Image Super-Resolution
X Weng, Y Chen, Z Zheng, Y Gu, J Zhou, Y Zhang
arXiv preprint arXiv:2303.11701, 2023   ·   01 Jan 2023   ·   byG9xLMAAAAJ:O3NaXMp0MMsC
Seq2EG: a novel and effective event graph parsing approach for event extraction
H Sun, J Zhou, L Kong, Y Gu, W Qu
Knowledge and Information Systems, 1-22, 2023   ·   01 Jan 2023   ·   byG9xLMAAAAJ:ns9cj8rnVeAC
差比句结构及其缺省现象的识别补全研究 (A Study on Identification and Completion of Comparative Sentence Structures with Ellipsis Phenomenon)
P Zhou, W Qv, T Wei, J Zhou, B Li, Y Gu
Proceedings of the 22nd Chinese National Conference on Computational …, 2023   ·   01 Jan 2023   ·   byG9xLMAAAAJ:NaGl4SEjCO4C
汉语被动结构解析及其在 CAMR 中的应用研究 (Parsing of Passive Structure in Chinese and Its Application in CAMR)
K Hu, W Qu, T Wei, J Zhou, B Li, Y Gu
Proceedings of the 22nd Chinese National Conference on Computational …, 2023   ·   01 Jan 2023   ·   byG9xLMAAAAJ:J_g5lzvAfSwC
Semi-supervised semantic segmentation with multi-reliability and multi-level feature augmentation
J Yin, Z Zheng, Y Pan, Y Gu, Y Chen
Expert Systems with Applications 233, 120973, 2023   ·   01 Jan 2023   ·   byG9xLMAAAAJ:BqipwSGYUEgC

2022

Seq2EG: A Novel and Effective Event Graph Parsing Approach for Event Extraction
J Zhou, H Sun, L Kong, Y Gu, W Qu
[no publisher info]   ·   01 Jan 2022   ·   byG9xLMAAAAJ:TFP_iSt0sucC
Incorporating Syntactic and Semantic Information into Compound Sentence Discrimination and Relation Recognition
W Jiao, T Wei, W Qu, J Zhou, Y Gu, B Li
International Conference on Artificial Intelligence and Security, 618-631, 2022   ·   01 Jan 2022   ·   byG9xLMAAAAJ:isC4tDSrTZIC
基于特征融合的汉语被动句自动识别研究 (Automatic Recognition of Chinese Passive Sentences Based on Feature Fusion)
K Hu, W Qu, T Wei, J Zhou, Y Gu, B Li
Proceedings of the 21st Chinese National Conference on Computational …, 2022   ·   01 Jan 2022   ·   byG9xLMAAAAJ:k_IJM867U9cC

2021

A Review on Named Entity Recognition in Chinese Medical Text
L Zhou, W Qu, T Wei, J Zhou, Y Gu, B Li
Advances in Artificial Intelligence and Security: 7th International …, 2021   ·   01 Jan 2021   ·   byG9xLMAAAAJ:_Qo2XoVZTnwC
A Survey of Chinese Anaphora Resolution
S Li, W Qu, T Wei, J Zhou, Y Gu, B Li
Artificial Intelligence and Security: 7th International Conference, ICAIS …, 2021   ·   01 Jan 2021   ·   byG9xLMAAAAJ:RHpTSmoSYBkC
Identification of Chinese Zero Pronouns Based on Deep Learning
W Likai, Q Weiguang, W Tingxin, Z Junsheng, G Yanhui, L Bin
南京师范大学学报 (工程技术版)[ISSN: 1006-6977/CN: 61-1281/TN], 19-26, 2021   ·   01 Jan 2021   ·   byG9xLMAAAAJ:maZDTaKrznsC
中文连动句语义关系识别研究 (Research on Semantic Relation Recognition of Chinese Serial-verb Sentences)
C Sun, W Qu, T Wei, Y Gu, B Li, J Zhou
Proceedings of the 20th Chinese National Conference on Computational …, 2021   ·   01 Jan 2021   ·   byG9xLMAAAAJ:iH-uZ7U-co4C
中文词语离合现象识别研究 (Research on Recognition of the Separation and Reunion Phenomena of Words in Chinese)
L Zhou, W Qu, T Wei, J Zhou, B Li, Y Gu
Proceedings of the 20th Chinese National Conference on Computational …, 2021   ·   01 Jan 2021   ·   byG9xLMAAAAJ:bEWYMUwI8FkC
Hybrid Neural Network for Automatic Recovery of Elliptical Chinese Quantity Noun Phrases.
H Shi, W Qu, T Wei, J Zhou, Y Long, Y Gu, B Li
Computers, Materials & Continua 69 (3), 2021   ·   01 Jan 2021   ·   byG9xLMAAAAJ:r0BpntZqJG4C
Improving AMR parsing by exploiting the dependency parsing as an auxiliary task
T Wu, J Zhou, W Qu, Y Gu, B Li, H Zhong, Y Long
Multimedia Tools and Applications 80, 30827-30838, 2021   ·   01 Jan 2021   ·   byG9xLMAAAAJ:hC7cP41nSMkC
Construction of a concurrent corpus for a Chinese AMR annotation system and recognition of concurrent structures
HOU Wenhui, QU Weiguang, WEI Tingxin, LI Bin, GU Yanhui, Z Junsheng
Journal of Tsinghua University (Science and Technology) 61 (9), 920-926, 2021   ·   01 Jan 2021   ·   byG9xLMAAAAJ:hMod-77fHWUC
From text to graph: a general transition-based AMR parsing using neural network
M Gu, Y Gu, W Luo, G Xu, Z Yang, J Zhou, W Qu
Neural Computing and Applications 33, 6009-6025, 2021   ·   01 Jan 2021   ·   byG9xLMAAAAJ:qUcmZB5y_30C
Exploiting Rich Event Representation to Improve Event Causality Recognition
G Jin, J Zhou, W Qu, Y Long, Y Gu
INTELLIGENT AUTOMATION AND SOFT COMPUTING 30 (1), 161-173, 2021   ·   01 Jan 2021   ·   byG9xLMAAAAJ:j3f4tGmQtD8C
Medical image inpainting with edge and structure priors
Q Wang, Y Chen, N Zhang, Y Gu
Measurement 185, 110027, 2021   ·   01 Jan 2021   ·   byG9xLMAAAAJ:4JMBOYKVnBMC
A weighted feature transfer gan for medical image synthesis
S Yao, J Tan, Y Chen, Y Gu
Machine Vision and Applications 32, 1-11, 2021   ·   01 Jan 2021   ·   byG9xLMAAAAJ:TQgYirikUcIC

2020

Improving Chinese Word Representation with Conceptual Semantics.
T Wei, W Qu, J Zhou, Y Long, Y Gu, Z Xia
Computers, Materials & Continua 64 (3), 2020   ·   01 Jan 2020   ·   byG9xLMAAAAJ:ZeXyd9-uunAC
面向中文 AMR 标注体系的兼语语料库构建及识别研究 (Research on the Construction and Recognition of Concurrent corpus for Chinese AMR Annotation System)
W Hou, W Qu, T Wei, B Li, Y Gu, J Zhou
Proceedings of the 19th Chinese National Conference on Computational …, 2020   ·   01 Jan 2020   ·   byG9xLMAAAAJ:mB3voiENLucC
Chinese Zero Pronoun Resolution Based on Biaffine Attention Mechanism
W Likai, Q Weiguang, W Tinxin, Z Junsheng, G Yanhui, L Bin
2020 7th International Conference on Behavioural and Social Computing (BESC …, 2020   ·   01 Jan 2020   ·   byG9xLMAAAAJ:blknAaTinKkC
基于神经网络的连动句识别 (Recognition of serial-verb sentences based on Neural Network)
C Sun, W Qu, T Wei, Y Gu, B Li, J Zhou
Proceedings of the 19th Chinese National Conference on Computational …, 2020   ·   01 Jan 2020   ·   byG9xLMAAAAJ:-f6ydRqryjwC
基于深度学习的实体关系抽取研究综述 (Review of Entity Relation Extraction based on deep learning)
Z Xia, W Qu, Y Gu, J Zhou, B Li
Proceedings of the 19th Chinese National Conference on Computational …, 2020   ·   01 Jan 2020   ·   byG9xLMAAAAJ:hFOr9nPyWt4C
A general strategy for researches on Chinese “的 (de)” structure based on neural network
B Shi, W Qu, R Dai, B Li, X Yan, J Zhou, Y Gu, G Xu
World Wide Web 23, 2979-3000, 2020   ·   01 Jan 2020   ·   byG9xLMAAAAJ:IWHjjKOFINEC
Neural network based deep transfer learning for cross-domain dependency parsing
Z Xia, L Wang, W Qu, J Zhou, Y Gu
Artificial Intelligence and Security: 6th International Conference, ICAIS …, 2020   ·   01 Jan 2020   ·   byG9xLMAAAAJ:dhFuZR0502QC
An element-aware multi-representation model for law article prediction
H Zhong, J Zhou, W Qu, Y Long, Y Gu
Proceedings of the 2020 Conference on Empirical Methods in Natural Language …, 2020   ·   01 Jan 2020   ·   byG9xLMAAAAJ:HDshCWvjkbEC

2019

EAGLE: An Enhanced Attention-Based Strategy by Generating Answers from Learning Questions to a Remote Sensing Image
Y Zhou, Y Chen, Y Chen, S Ye, M Guo, Z Sha, H Wei, Y Gu, J Zhou, W Qu
International Conference on Computational Linguistics and Intelligent Text …, 2019   ·   01 Jan 2019   ·   byG9xLMAAAAJ:e5wmG9Sq2KIC
Hybrid Neural Network for Recognition of the" de" Structure with Semantic Ellipsis
B Shi, R Dai, W Qu, Y Gu, J Zhou, B Li, G Xu, S Shi
Beijing Da Xue Xue Bao 55 (1), 75-83, 2019   ·   01 Jan 2019   ·   byG9xLMAAAAJ:ULOm3_A8WrAC
Activity origin and design principles for oxygen reduction on dual-metal-site catalysts: a combined density functional theory and machine learning study
X Zhu, J Yan, M Gu, T Liu, Y Dai, Y Gu, Y Li
The Journal of Physical Chemistry Letters 10 (24), 7760-7766, 2019   ·   01 Jan 2019   ·   byG9xLMAAAAJ:7PzlFSSx8tAC

2018

A Story Coherence based Neural Network Model for Predicting Story Ending
Q Li, Z Li, JM Wei, Z Yang, Y Gu, RU Kiran
Companion Proceedings of the The Web Conference 2018, 119-120, 2018   ·   01 Jan 2018   ·   byG9xLMAAAAJ:M3ejUd6NZC8C
Research on Automatic Semantic Complement of Chinese Elliptical “(de)” Structure
B Shi, R Dai, B Li, J Zhou, Y Gu, QU Weiguang
2018 5th International Conference on Behavioral, Economic, and Socio …, 2018   ·   01 Jan 2018   ·   byG9xLMAAAAJ:QIV2ME_5wuYC
Optimizing the taxonomy and hierarchy of a Chinese lexical database-Cilin
T Wei, X Chen, S Shengwang, J Zhou, Y Gu, W Qu
2018 5th International Conference on Behavioral, Economic, and Socio …, 2018   ·   01 Jan 2018   ·   byG9xLMAAAAJ:9ZlFYXVOiuMC
An Effective Joint Framework for Document Summarization
M Gui, Z Zhang, Z Yang, Y Gu, G Xu
Companion Proceedings of the The Web Conference 2018, 121-122, 2018   ·   01 Jan 2018   ·   byG9xLMAAAAJ:WF5omc3nYNoC
Segment-level chinese named entity recognition based on neural network
L Wang, Y Xie, J Zhou, Y Gu, W Qu
Journal of Chinese Information Processing 32 (3), 84-90, 2018   ·   01 Jan 2018   ·   byG9xLMAAAAJ:R3hNpaxXUhUC
An enhanced short text categorization model with deep abundant representation
Y Gu, M Gu, Y Long, G Xu, Z Yang, J Zhou, W Qu
World Wide Web 21, 1705-1719, 2018   ·   01 Jan 2018   ·   byG9xLMAAAAJ:eQOLeE2rZwMC
A multi-attention based neural network with external knowledge for story ending predicting task
Q Li, Z Li, JM Wei, Y Gu, A Jatowt, Z Yang
Proceedings of the 27th International Conference on Computational …, 2018   ·   01 Jan 2018   ·   byG9xLMAAAAJ:u-x6o8ySG0sC

2017

Research on Chinese Separable Words Based on Large-Scale Corpus
Y Zhao, Y Gu, M Gu, X Tang, J Zhou, W Qu
ICIC express letters. Part B, Applications: an international journal of …, 2017   ·   01 Jan 2017   ·   byG9xLMAAAAJ:UebtZRa9Y70C
Research on web page automatic categorization based on structural and text information
GU Min, GUO Qing, CAO Ye, ZHU Feng, GU Yanhui, Z Junsheng, ...
Journal of University of Science and Technology of China 47 (4), 290, 2017   ·   01 Jan 2017   ·   byG9xLMAAAAJ:JV2RwH3_ST0C
An effective approach for automatic interpretation of Chinese nominal compounds
W Qu, R Dai, T Wu, J Liu, J Zhou, Y Gu, G Xu
Information Discovery and Delivery 45 (2), 101-106, 2017   ·   01 Jan 2017   ·   byG9xLMAAAAJ:KlAtU1dfN6UC
Discover social relations and activities from ancient Chinese history book Zuo Zhuan
B Li, L Wang, Y Wen, X Chen, Y Gu
2017 International Conference on Behavioral, Economic, Socio-cultural …, 2017   ·   01 Jan 2017   ·   byG9xLMAAAAJ:5nxA0vEk-isC
A survey on social image understanding
R Zhou, K Lu, Y Long, J Lu, X Cheng, D Hu, Y Gu
2017 International Conference on Behavioral, Economic, Socio-cultural …, 2017   ·   01 Jan 2017   ·   byG9xLMAAAAJ:YOwf2qJgpHMC

2016

Syntactic Categorization and Semantic Interpretation of Chinese Nominal Compounds
T Wu, J Liu, X Tang, M Gu, Y Gu, J Zhou, W Qu
Natural Language Understanding and Intelligent Applications: 5th CCF …, 2016   ·   01 Jan 2016   ·   byG9xLMAAAAJ:ufrVoPGSRksC
Research on Chinese Noun+ Noun Compounds Semantic Classification and Automatic Interpretation
M Gu, Y Gu, F Xu, B Li, B Zhao, W Qu
ICIC express letters. Part B, Applications: an international journal of …, 2016   ·   01 Jan 2016   ·   byG9xLMAAAAJ:0EnyYjriUFMC
Research on interpretation of nominal compound
W Qu, R Dai, T Wu, M Gu, Y Gu, J Zhou
2016 International Conference on Behavioral, Economic and Socio-cultural …, 2016   ·   01 Jan 2016   ·   byG9xLMAAAAJ:Se3iqnhoufwC
Towards effective web page classification
M Gu, F Zhu, Q Guo, Y Gu, J Zhou, W Qu
2016 International Conference on Behavioral, Economic and Socio-cultural …, 2016   ·   01 Jan 2016   ·   byG9xLMAAAAJ:qjMakFHDy7sC
A fast approach for semantic similar short texts retrieval
Y Gu, Z Yang, J Zhou, W Qu, J Wei, X Shi
Proceedings of the 54th Annual Meeting of the Association for Computational …, 2016   ·   01 Jan 2016   ·   byG9xLMAAAAJ:UeHWp8X0CEIC
Point-of-interest recommendations via a supervised random walk algorithm
G Xu, B Fu, Y Gu
IEEE Intelligent Systems 31 (1), 15-23, 2016   ·   01 Jan 2016   ·   byG9xLMAAAAJ:MXK_kJrjxJIC
AMR parsing with an incremental joint model
J Zhou, F Xu, H Uszkoreit, W Qu, R Li, Y Gu
Proceedings of the 2016 conference on empirical methods in natural language …, 2016   ·   01 Jan 2016   ·   byG9xLMAAAAJ:LkGwnXOMwfcC

2015

SIMILAR SPATIAL TEXTUAL OBJECTS EXTRACTION
Y GU, BIN ZHAO, J ZHOU
ICIC express letters. Part B, Applications: an international journal of …, 2015   ·   01 Jan 2015   ·   byG9xLMAAAAJ:4TOpqqG69KYC
A graph-based approach for semantic similar word retrieval
Y Wang, Y Gu, J Zhou, W Qu
2015 International Conference on Behavioral, Economic and Socio-cultural …, 2015   ·   01 Jan 2015   ·   byG9xLMAAAAJ:4DMP91E08xMC

2014

Efficient Top-k Similar Short Texts Extraction Algorithm
GU Yanhui, Z Bin, Z Junsheng, QU Weiguang
Journal of Frontiers of Computer Science & Technology 8 (8), 919, 2014   ·   01 Jan 2014   ·   byG9xLMAAAAJ:NMxIlDl6LWMC
Exploration on efficient similar sentences extraction
Y Gu, Z Yang, G Xu, M Nakano, M Toyoda, M Kitsuregawa
World Wide Web 17, 595-626, 2014   ·   01 Jan 2014   ·   byG9xLMAAAAJ:Y0pCki6q_DkC

2013

Exploration on Similar Spatial Textual Objects Retrieval
Y Gu, Z Yang, M Nakano, M Kitsuregawa
Behavior and Social Computing: International Workshop on Behavior and Social …, 2013   ·   01 Jan 2013   ·   byG9xLMAAAAJ:W7OEmFMy1HYC
On group extraction and fusion for tag-based social recommendation
G Xu, Y Gu, X Yi
Social Media Mining and Social Network Analysis: Emerging Research, 211-223, 2013   ·   01 Jan 2013   ·   byG9xLMAAAAJ:kNdYIx-mwKoC
Exploration on Effectiveness and Efficiency of Similar Sentence Matching
Y Gu, Z Yang, M Nakano, M Kitsuregawa
Polibits, 23-29, 2013   ·   01 Jan 2013   ·   byG9xLMAAAAJ:_kc_bZDykSQC
Performance evaluation of similar sentences extraction
Y Gu, Z Yang, M Nakano, M Kitsuregawa
Databases in Networked Information Systems: 8th International Workshop, DNIS …, 2013   ·   01 Jan 2013   ·   byG9xLMAAAAJ:3fE2CSJIrl8C

2012

Exploration on Efficient Similar Sentences Extraction
Y Gu, Z Yang, M Nakano, M Kitsuregawa
IEICE Technical Report; IEICE Tech. Rep. 112 (172), 17-22, 2012   ·   01 Jan 2012   ·   byG9xLMAAAAJ:YsMSGLbcyi4C
Collective viewpoint identification of low-level participation
B Zhao, Z Zhang, Y Gu, W Qian, A Zhou
Web Technologies and Applications: 14th Asia-Pacific Web Conference, APWeb …, 2012   ·   01 Jan 2012   ·   byG9xLMAAAAJ:9yKSN-GCB0IC
Towards efficient similar sentences extraction
Y Gu, Z Yang, M Nakano, M Kitsuregawa
Intelligent Data Engineering and Automated Learning-IDEAL 2012: 13th …, 2012   ·   01 Jan 2012   ·   byG9xLMAAAAJ:2osOgNQ5qMEC

2011

A practical framework for formalizing and extracting Chinese collocations
W Qu, X Tang, J Zhou, Y Gu, B Li
2011 7th International Conference on Natural Language Processing and …, 2011   ·   01 Jan 2011   ·   byG9xLMAAAAJ:u5HHmVD_uO8C
A Study on Efficient Searching Top-k Semantic Similar Sentences
Y Gu, Z Yang, M Kitsuregawa
IEICE Technical Report; IEICE Tech. Rep. 111 (361), 13-18, 2011   ·   01 Jan 2011   ·   byG9xLMAAAAJ:roLk4NBRz8UC
Discovering collective viewpoints on micro-blogging events based on community and temporal aspects
B Zhao, Z Zhang, Y Gu, X Gong, W Qian, A Zhou
Advanced Data Mining and Applications: 7th International Conference, ADMA …, 2011   ·   01 Jan 2011   ·   byG9xLMAAAAJ:Wp0gIr-vW9MC
Toast: A topic-oriented tag-based recommender system
G Xu, Y Gu, Y Zhang, Z Yang, M Kitsuregawa
Web Information System Engineering–WISE 2011: 12th International Conference …, 2011   ·   01 Jan 2011   ·   byG9xLMAAAAJ:hqOjcs7Dif8C
Semrec: A semantic enhancement framework for tag based recommendation
G Xu, Y Gu, P Dolog, Y Zhang, M Kitsuregawa
Proceedings of the AAAI Conference on Artificial Intelligence 25 (1), 1267-1272, 2011   ·   01 Jan 2011   ·   byG9xLMAAAAJ:8k81kl-MbHgC

Robin Lamarche-Perrin, CNRS-ISC, France
JB Gao, R Alcala, E Andrés, Y Aruka, C Baroglio, J Barr, P Battiston, ...
[no publisher info]   ·   [no date info]   ·   byG9xLMAAAAJ:d1gkVwhDpl0C
A Study on Efficient Similar Sentence Matching
Y GU, Z YANG, M NAKANO, M KITSUREGAWA
[no publisher info]   ·   [no date info]   ·   byG9xLMAAAAJ:IjCSPb-OGe4C
A Practical Framework for Formalizing and Extracting Chinese Collocations
QU Weiguang, X Tang, J ZhOU, Y Gu, B Lis
[no publisher info]   ·   [no date info]   ·   byG9xLMAAAAJ:Tyk-4Ss8FVUC
A Rank Aggregation Algorithm for Efficiently Searching Top-k Semantic Similar Sentences
Y GU, Z YANG, M KITSUREGAWA
[no publisher info]   ·   [no date info]   ·   byG9xLMAAAAJ:qxL8FJ1GzNcC
Survey on Sense Guessing of Chinese Unknown Words
F Shang, W Qu, B Li, Y Gu
[no publisher info]   ·   [no date info]   ·   byG9xLMAAAAJ:L8Ckcad2t8MC
Quantity Noun Phrase Structure Recognition Based on Combined Deep Learning Model
S Hanyu, Q Weiguang, W Tingxin, Z Junsheng, G Yanhui
[no publisher info]   ·   [no date info]   ·   byG9xLMAAAAJ:M3NEmzRMIkIC
Towards effective recommendation in a social annotation system through group extraction
Y GU, Z YANG, M KITSUREGAWA
2011-12-01]. http://db-event. jpn. org/deim2011/proceedings/pdf/f96. pdf, 0   ·   [no date info]   ·   byG9xLMAAAAJ:_FxGoFyzp5QC