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招收人工智能方向?qū)W術(shù)碩士、專業(yè)碩士,。歡迎同學(xué)們來信咨詢報(bào)考。

郵箱：[email protected]

可信任AI,、知識(shí)圖譜、推薦系統(tǒng),、協(xié)同計(jì)算及其在醫(yī)療健康,、電子商務(wù)方向的應(yīng)用。

2011年9月 - 2017年6月,，華南理工大學(xué),，計(jì)算機(jī)科學(xué)與工程學(xué)院，計(jì)算機(jī)科學(xué)與技術(shù),，工學(xué)博士

2007年9月 - 2011年6月,，河南大學(xué)，數(shù)學(xué)與統(tǒng)計(jì)學(xué)院，信息與計(jì)算科學(xué),，理學(xué)學(xué)士

2021年05月起,，山東大學(xué)，山東大學(xué)-南洋理工大學(xué)人工智能國(guó)際聯(lián)合研究院,，教授

2018年12月起,，中新國(guó)際聯(lián)合研究院，人工智能研發(fā)平臺(tái),，兼職研究員

2018年05月起,，南洋理工大學(xué)，阿里巴巴-南洋理工大學(xué)新加坡聯(lián)合研究中心,，兼職研究員

2018年05月起,，南洋理工大學(xué)，新加坡南洋理工大學(xué)及英屬哥倫比亞大學(xué)百合卓越聯(lián)合研究中心（LILY中心）,，研究員

2018年09月-2018年12月,，阿里巴巴集團(tuán)，ICBU國(guó)際戰(zhàn)略技術(shù)部,，訪問學(xué)者

2017年10月-2021年04月,，華南理工大學(xué)，軟件學(xué)院,，博士后

2014年07月-2014年11月，百度（中國(guó)）有限公司,，平臺(tái)測(cè)試部,，訪問學(xué)者

《Mathematics》國(guó)際學(xué)術(shù)期刊，客座編輯: Mathematics, Special Issue "Recent Advances in Artificial Intelligence and Machine Learning"

《眾智科學(xué)國(guó)際期刊》副編輯: International Journal of Crowd Science (IJCS)

中國(guó)計(jì)算機(jī)學(xué)會(huì)協(xié)同計(jì)算專業(yè)委員會(huì)（CCF TCCC）,，執(zhí)行委員

濟(jì)南市軟件和信息技術(shù)服務(wù)業(yè)專家?guī)?，入?kù)專家

魯商教育控股有限公司，特聘專家

國(guó)際學(xué)術(shù)期刊審稿人:

IEEE Transactions on Knowledge and Data Engineering (TKDE)

IEEE Transactions on Neural Networks and Learning Systems (TNNLS)

IEEE Transactions on Services Computing (TSC)

IEEE Transactions on Cybernetics (Cyber)

IEEE Transactions on Big Data (TBD)

ACM Transactions on Knowledge Discovery from Data (TKDD)

Knowledge-Based System (KBS)

Neurocomputing

國(guó)際學(xué)術(shù)會(huì)議兼職:

28th ACM SIGKDD Conference on Knowledge Discovery and Data Mining (KDD 2022), 審稿人

The 31st International Joint Conference on Artificial Intelligence (IJCAI-22), 審稿人

17th CCF Conference on Computer Supported Cooperative Work and Social Computing (ChineseCSCW 2022),，審稿人

International Conference on Crowd Science and Engineering (ICCSE 2021), 程序委員會(huì)聯(lián)合主席

International Conference on Crowd Science and Engineering (ICCSE 2019), 程序委員

IEEE International Conference on Agents (ICA 2019) , 程序委員

International Conference on Ageless Aging (ICAA 2019) , 程序委員

IEEE International Conference on Agents (ICA 2019), 領(lǐng)域主席

2022年

Enhancing Sequential Recommendation with Graph Contrastive Learning 
Yixin Zhang, Yong Liu, Yonghui Xu*, Hao Xiong, Chenyi Lei, Wei He, Lizhen Cui*, Chunyan Miao

The 31st International Joint Conference on Artificial Intelligence (IJCAI-22), 2022.

CK-Encoder: Enhanced Language Representation for Sentence Similarity 
Tao Jiang, Fengjian Kang, Wei Guo, Wei He, Lei Liu, Xudong Lu, Yonghui Xu*, Lizhen Cui*

 International Journal of Crowd Science (IJCS), 2022.

ATPL: Mutually enhanced adversarial training and pseudo labeling for unsupervised domain adaptation 
Chang'an Yi, Haotian Chen, Yonghui Xu*, Yong Liu, Lei Jiang, Haishu Tan

Knowledge-Based System (KBS), 2022.

Similarity-Aware Collaborative Learning for Patient Outcome Predcition
Fuqiang Yu, Lizhen Cui, Yiming Cao, Ning Liu, Weiming Huang, Yonghui Xu

The 27th International Conference on Database Systems for Advanced Applications (DASFAA), 2022.

SAER: Sentiment-opinion Alignment Explainable Recommendation
Xiaoning Zong, Yong Liu, Yonghui Xu*, Yixin Zhang, Zhiqi Shen, Yonghua Yang, Lizhen Cui*

The 27th International Conference on Database Systems for Advanced Applications (DASFAA), 2022.

KdTNet: Medical Image Report Generation via Knowledge-driven Transformer
Yiming Cao, Lizhen Cui*, Fuqiang Yu, Lei Zhang, Zhen Li, Ning Liu, Yonghui Xu*

The 27th International Conference on Database Systems for Advanced Applications (DASFAA), 2022.

MVFLS: Multi-participant Vertical Federated Learning based on Secret Sharing 
Haoran Shi, Yali Jiang, Han Yu, Yonghui Xu*, Lizhen Cui*

FL-AAAI, 2022.

2021年

Personalized Clinical Pathways Recommendation via Attention Based Pre-trained Model 
Xijie Lin, Yuan Li, Yonghui Xu*, Wei Guo, Wei He*,Honglu Zhang, Lizhen Cui*,Chunyan Miao

IEEE International Conference on Bioinformatics and Biomedicine (BIBM), 2021.

Regional Covid-19 epidemic prediction based on multi-modal information fusion 
Honglu Zhang, Yonghui Xu*, Lei Liu, Xudong Lu, Xijie Lin, Zhongmin Yan, Lizhen Cui*, Chunyan Miao

IEEE International Conference on Bioinformatics and Biomedicine (BIBM), 2021.

Heterogeneous Star Graph Attention Network for Product Attributes Prediction 
Xuejiao Zhao, Yong Liu*, Yonghui Xu*, Yonghua Yang, Xusheng Luo, Chunyan Miao

Advanced Engineering Informatics (AEI), 2021.

Credit Default Prediction via Explainable Ensemble Learning 
Ronghua Xu, Hefeng Meng, Zhiqiang Lin, Yonghui Xu* and Lizhen Cui*

Proceedings of the 4th International Conference on Crowd Science and Engineering

Music Rhythm Matching Based on Dynamic Step Frequency  
Youyang Du, Chi Zhang, Escoffier Wang, Yunsen Tang, Yonghui Xu* and Lizhen Cui*    

Proceedings of the 4th International Conference on Crowd Science and Engineering

A Serious Mobile Game for Neurodegenerative Diseases Evaluation 
Huiguo Zhang*, Yonghui Xu, Jun Lin, Weiming Li and Zhiqi Shen

Proceedings of the 4th International Conference on Crowd Science and Engineering

Task-oriented Dynamic Knowledge Graph Embedding by Incorporating Temporal Smoothness  
Yonghui Xu, Shengjie Sun, Huiguo Zhang, Chang’an Yi, Yuan Miao, Dong Yang, Xiaonan Meng, Yi Hu, Ke Wang, Huaqing Min, Chunyan Miao*, Hengjie Song*

ACM Transactions on Knowledge Discovery from Data (TKDD), 2021.

A Parkinson's Disease Risk Estimation Method Based on Somatosensory Parkour Mobile Game
Huiguo Zhang*, Yonghui Xu, Jun Lin, Weiming Li and Zhiqi Shen,

IJCAI-AIF, 2021.

Major Depressive Disorder Recognition and Cognitive Analysis Based on Multi-layer Brain Functional Connectivity Networks  
Xiaofang Sun, Xiangwei Zheng*, Yonghui Xu*, Lizhen Cui, Bin Hu,

IJCAI-AIF, 2021, Best application paper.

Contextualized Graph Attention Network for Recommendation with Item Knowledge Graph  
Yong Liu, Susen Yang, Yonghui Xu, Chunyan Miao, Min Yu, Juyong Zhang,

IEEE Transactions on Knowledge and Data Engineering (TKDE), 2021.

Adaptive Power Iteration Clustering  
Bo Liu, Yong Liu*, Huiyan Zhang, Yonghui Xu, Can Tang, Lianggui Tang, Huafeng Qin,

Knowledge-Based System (KBS),2021.

Improved NSGA-II for the minimum constraint removal problem  
Bo Xu, Feng Zhou, Yonghui Xu, Haoran Xu, Kewen Xu

International Journal of Embedded Systems (IJES). 14(1): 27-35 (2021)

2020年

Kernel-Target Alignment based Non-linear Metric Learning  
Yonghui Xu, Chunyan Miao*, Yong Liu, Hengjie Song*, Yi Hu, Huaqing Min,

Neurocomputing, 2020.

Multi-Component Transfer Metric Learning for Handling Unrelated Source Domain Samples  
Chang'an Yi, Yonghui Xu*, Han Yu*, Yuguang Yan, Yang Liu.

Knowledge-Based System (KBS),2020.

Domain Adaptation from Public Dataset to Robotic Perception Based on Deep Neural Network  
Chang’an Yi, Haotian Chen, Xiaosheng Hu, Yonghui Xu,

2020 Chinese Automation Congress (CAC), 2020

2019年

Deep Transfer Learning for Abnormality Detection  
Jie Wei Kong, Yonghui Xu*, Han Yu

ICCSE 2019.

Multi-label Metric Transfer Learning Jointly Considering Instance Space and Label Space Distribution Divergence  
Siyu Jiang, Yonghui Xu, Tengyun Wang, Haizhi Yang, Shaojian Qiu, Han Yu, Hengjie Song*.

IEEE Access, 2019, 7, 10362-10373.

A Novel Transfer Metric Learning Approach Based on Multi-Group  
Chang'an Yi, Yonghui Xu*, Bo Xu, Jingtang Zhong, Zhen Zhu, Pengshuai Yin, Huaqing Min.

2018 IEEE International Conference on Robotics and Biomimetics (ROBIO). IEEE, 2018: 2184-2189.

2018年

Multi-Instance Transfer Metric Learning by Weighted Distribution and Consistent Maximum Likelihood Estimation  
Yonghui Xu*, Siyu Jiang*, Hengjie Song, Qingyao Wu, Michael K. Ng, Huaqing Min, Shaojian Qiu.

Neurocomputing, 2018.

Feature Selection and Transfer Learning for Alzheimer Disease  
Ke Zhou, Wenguang He, Yonghui Xu, Jie Cai.*

Applied Sciences-Basel, 2018 8(8), 1372.

2017年

A Unified Framework for Metric Transfer Learning  
Yonghui Xu, Sinno Jialin Pan, Hui Xiong, Qingyao Wu, Ronghua Luo, Huaqing Min*, Hengjie Song*.

IEEE Transactions on Knowledge & Data Engineering (TKDE), 2017, PP(29):1158 – 1171.

Online Transfer Learning with Multiple Homogeneous or Heterogeneous Sources  
Qingyao Wu, Hanrui Wu, Xiaoming Zhou, Mingkui Tan, Yonghui Xu, Yuguang Yan, Tianyong Hao.

IEEE Transactions on Knowledge and Data Engineering (TKDE), 2017, PP(29):1494 – 1507.

Multi-Instance Metric Transfer Learning for Genome-Wide Protein Function Prediction  
Yonghui Xu, Huaqing Min, Qingyao Wu*, Hengjie Song*.

Scientific Reports, 2017, 7. (Nature子刊)

2016年

Individual Judgments Versus Consensus: Estimating Query-URL Relevance  
Hengjie Song, Yonghui Xu*, Huaqing Min, Qingyao Wu, Wei Wei, Jianshu Weng, Xiaogang Han, Qing Yang, Jialiang Shi, Jiaqian Gu, Chunyan Miao, Toyoaki Nishida.

ACM Transactions on the Web(TWEB), 2016, 10(1): 3.

Multi-instance multi-label distance metric learning for genome-wide protein function prediction  
Yonghui Xu, Huaqing Min, Hengjie Song, Qingyao Wu*.

Computational biology and chemistry (APBC), 2016, 63: 30-40.

Osteoporosis Recognition Based on Similarity Metric with SVM  
Ke Zhou, Jie Cai*, Yonghui Xu, Tianxiu Wu.

International Journal Bioautomation, 2016, 20(2): 253-264.

2012年

Label transfer for joint recognition and segmentation of 3D object  
Yonghui Xu, Ronghua Luo, Huaqing Min.

Machine Learning and Cybernetics (ICMLC), 2012 International Conference on. IEEE, 2012, 3: 1188-1192.

Coupled hidden semi-Markov conditional random fields based context model for semantic map building  
Ronghua Luo, Huaqing Min, Yonghui Xu, Junbo Li.

Machine Learning and Cybernetics (ICMLC), 2012 International Conference on. IEEE, 2012, 2: 785-791.

2020年,，發(fā)明專利, 一種基于九軸傳感器的自適應(yīng)踢腿狀態(tài)識(shí)別方法及其裝置，專利號(hào)：CN202011106339.1

2020年,，發(fā)明專利, 一種游戲化的帕金森癥狀等級(jí)評(píng)估方法及裝置,，專利號(hào)：CN202110016956.0

2020年，發(fā)明專利, 一種基于八段錦的智能養(yǎng)老康復(fù)游戲系統(tǒng)和游戲方法,，專利號(hào)：CN202011206876.3

2020年, 發(fā)明專利, 一種腫瘤分割裝置和分割方法,，專利號(hào)：CN202011341340.2

2020年, 實(shí)用新型專利,一種腫瘤分割裝置，專利號(hào)：CN202022756580.0

2021年,，IJCAI'21認(rèn)知和身體虛弱人工智能國(guó)際研討會(huì),，最佳應(yīng)用論文獎(jiǎng)

2018年，廣東省計(jì)算機(jī)學(xué)會(huì)優(yōu)秀論文獎(jiǎng)，一等獎(jiǎng)

2015年,，廣東省計(jì)算機(jī)學(xué)會(huì)科學(xué)技術(shù)獎(jiǎng),，ATM智能安防系統(tǒng)，三等獎(jiǎng)

2013年,，第15屆全國(guó)機(jī)器人錦標(biāo)賽,，冠軍

2011年，海峽兩岸機(jī)器人學(xué)術(shù)研討會(huì)暨機(jī)器人技術(shù)邀請(qǐng)賽,，三等獎(jiǎng)

2011年,，廣東省機(jī)器人大賽，服務(wù)機(jī)器人組,，冠軍

國(guó)家重點(diǎn)研發(fā)計(jì)劃：面向定制化場(chǎng)景的服務(wù)效能優(yōu)化平臺(tái)與應(yīng)用驗(yàn)證,，課題負(fù)責(zé)人，2022-2024

山東大學(xué)基本業(yè)務(wù)科研費(fèi)資助項(xiàng)目：面向醫(yī)療知識(shí)圖譜的知識(shí)融合及補(bǔ)全方法研究,，2021-2024

阿里巴巴創(chuàng)新研究計(jì)劃：基于動(dòng)態(tài)需求的自適配ETA預(yù)測(cè)及置信度分析,， 2021-2022

阿里巴巴創(chuàng)新研究計(jì)劃：電商知識(shí)圖譜補(bǔ)全及常識(shí)性知識(shí)挖掘， 2020-2021

阿里巴巴創(chuàng)新研究計(jì)劃：基于知識(shí)圖譜的B2B跨境電商導(dǎo)購(gòu)場(chǎng)域建設(shè),， 2020-2021

博士后國(guó)際交流計(jì)劃派出項(xiàng)目,，2018-2020

中國(guó)博士后科學(xué)基金面上項(xiàng)目（一等資助），2018-2021

山東省科技計(jì)劃項(xiàng)目：山東省信息技術(shù)領(lǐng)域科技發(fā)展戰(zhàn)略研究,，2021-2022

中新國(guó)際聯(lián)合研究項(xiàng)目：具備快速適應(yīng)力的智慧農(nóng)業(yè)技術(shù)平臺(tái),，2021-2024

中新國(guó)際聯(lián)合研究項(xiàng)目：人工智能+ 健康養(yǎng)老技術(shù)研究，2018-2020

阿里巴巴創(chuàng)新研究計(jì)劃：基于眾包的B2B交互式領(lǐng)域知識(shí)圖譜搭建,，2018-2020

國(guó)家自然科學(xué)基金：弱監(jiān)督條件下RGB-D時(shí)序圖像的語義分割模型與遷移學(xué)習(xí)算法,，2014-2017

國(guó)家自然科學(xué)基金：基于行為定向的電子商務(wù)平臺(tái)展示廣告精準(zhǔn)投放技術(shù)研究，2017-2020

國(guó)家自然科學(xué)基金：基于多模態(tài)深度神經(jīng)網(wǎng)絡(luò)的人體行為識(shí)別技術(shù)研究,，2018-2020

廣州市科技計(jì)劃項(xiàng)目：廣州市機(jī)器人軟件及復(fù)雜信息處理重點(diǎn)實(shí)驗(yàn)室,，2015-2017