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  • 2022

    ECTRS: A personalised early career trajectory recommender system for youths

    NGIAM, A. T. C., ISLAM, M. R. & XU, G., 2022, Proceedings of the 2022 IEEE International Conference on Behavioural and Social Computing, BESC 2022. IEEE

    Research output: Chapter in Book/Report/Conference proceedingChapters

  • Evidence-based process in research involving machine learning algorithms

    LUKMANJAYA, W. K., ISLAM, M. R. & XU, G., 2022, Proceedings of the 2022 IEEE International Conference on Behavioural and Social Computing, BESC 2022. USA: IEEE

    Research output: Chapter in Book/Report/Conference proceedingChapters

  • Geometric Inductive Matrix Completion: A hyperbolic approach with unified message passing

    ZHANG, C., CHEN, H., ZHANG, S., XU, G. & GAO, J., Feb 2022, Proceedings of the 15th ACM International Conference on Web Search and Data Mining, WSDM '22. New York: Association for Computing Machinery, p. 1337-1346

    Research output: Chapter in Book/Report/Conference proceedingChapters

    3 Citations (Scopus)
  • Graph neural network with self-attention and multi-task learning for credit default risk prediction

    LI, Z., WANG, X., YAO, L., CHEN, Y., XU, G. & LIM, E.-P., 2022, Web information systems engineering – WISE 2022: 23rd International Conference, Biarritz, France, November 1–3, 2022, proceedings. CHBEIR, R., HUANG, H., SILVESTRI, F., MANOLOPOULOS, Y. & ZHANG, Y. (eds.). Cham: Springer, p. 616-629

    Research output: Chapter in Book/Report/Conference proceedingChapters

    1 Citation (Scopus)
  • Leveraged Mel spectrograms using harmonic and percussive components in speech emotion recognition

    RUDD, D. H., HUO, H. & XU, G., 2022, Advances in Knowledge Discovery and Data Mining: 26th Pacific-Asia Conference, PAKDD 2022, proceedings. part I. GAMA, J., LI, T., YU, Y., CHEN, E., ZHENG, Y. & TENG, F. (eds.). Springer, p. 392-404

    Research output: Chapter in Book/Report/Conference proceedingChapters

    5 Citations (Scopus)
  • MGPolicy: Meta graph enhanced off-policy learning for recommendations

    WANG, X., LI, Q., YU, D., WANG, Z., CHEN, H. & XU, G., Jul 2022, Proceedings of the 45th International ACM SIGIR Conference on Research and Development in Information Retrieval. New York: Association for Computing Machinery, p. 1369-1378

    Research output: Chapter in Book/Report/Conference proceedingChapters

    8 Citations (Scopus)
  • NaturalCC: An open-source toolkit for code intelligence

    WAN, Y., HE, Y., BI, Z., ZHANG, J., SUI, Y., ZHANG, H., HASHIMOTO, K., JIN, H., XU, G., XIONG, C. & YU, P. S., 2022, Proceedings of 2022 ACM/IEEE 44th International Conference on Software Engineering: Companion Proceedings, ICSE-Companion 2022. IEEE, p. 149-153

    Research output: Chapter in Book/Report/Conference proceedingChapters

    6 Citations (Scopus)
  • Off-policy learning over heterogeneous information for recommendation

    WANG, X., LI, Q., YU, D. & XU, G., Apr 2022, Proceedings of The ACM Web Conference 2022, WWW '22. New York: Association for Computing Machinery, p. 2348-2359

    Research output: Chapter in Book/Report/Conference proceedingChapters

    6 Citations (Scopus)
  • On-device next-item recommendation with self-supervised knowledge distillation

    XIA, X., YIN, H., YU, J., WANG, Q., XU, G. & NGUYEN, Q. V. H., Jul 2022, Proceedings of the 45th International ACM SIGIR Conference on Research and Development in Information Retrieval. New York: Association for Computing Machinery, p. 546-555

    Research output: Chapter in Book/Report/Conference proceedingChapters

    27 Citations (Scopus)
  • Predicting financial literacy via semi-supervised learning

    RUDD, D. H., HUO, H. & XU, G., 2022, AI 2021: Advances in Artificial Intelligence: 34th Australasian Joint Conference, AI 2021, Sydney, NSW, Australia, February 2–4, 2022, proceedings. LONG, G., YU, X. & WANG, S. (eds.). Cham: Springer, p. 304-319

    Research output: Chapter in Book/Report/Conference proceedingChapters

    1 Citation (Scopus)
  • Semantics-guided disentangled learning for recommendation

    YU, D., LI, Q., WANG, X., WANG, Z., CAO, Y. & XU, G., 2022, Advances in knowledge discovery and data mining: 26th Pacific-Asia Conference, PAKDD 2022, proceedings, part I. GAMA, J., LI, T., YU, Y., CHEN, E., ZHENG, Y. & TENG, F. (eds.). Springer, p. 249-261

    Research output: Chapter in Book/Report/Conference proceedingChapters

    4 Citations (Scopus)
  • Temporal knowledge graph reasoning via time-distributed representation learning

    LIU, K., ZHAO, F., XU, G., WANG, X. & JIN, H., 2022, Proceedings of 22nd IEEE International Conference on Data Mining, ICDM 2022. USA: IEEE, p. 279-288

    Research output: Chapter in Book/Report/Conference proceedingChapters

    6 Citations (Scopus)
  • Unsupervised graph poisoning attack via contrastive loss back-propagation

    ZHANG, S., CHEN, H., SUN, X., LI, Y. & XU, G., Apr 2022, Proceedings of the ACM Web Conference 2022. New York: Association for Computing Machinery, p. 1322-1330

    Research output: Chapter in Book/Report/Conference proceedingChapters

    23 Citations (Scopus)
  • What do they capture?: A structural analysis of pre-trained language models for source code

    WAN, Y., ZHAO, W., ZHANG, H., SUI, Y., XU, G. & JIN, H., 2022, Proceedings of 2022 ACM/IEEE 44th International Conference on Software Engineering, ICSE 2022. New York: The Association for Computing Machinery, p. 2377-2388

    Research output: Chapter in Book/Report/Conference proceedingChapters

    36 Citations (Scopus)
  • You see what I want you to see: Poisoning vulnerabilities in neural code search

    WAN, Y., ZHANG, S., ZHANG, H., SUI, Y., XU, G., YAO, D., JIN, H. & SUN, L., Nov 2022, Proceedings of the 30th ACM Joint European Software Engineering Conference and Symposium on the Foundations of Software Engineering. New York: Association for Computing Machinery, p. 1233-1245

    Research output: Chapter in Book/Report/Conference proceedingChapters

    15 Citations (Scopus)
  • 為人師表

    張仁良, Jul 2022, 恒傳感言:聽他們的樂章. 香港恒生大學傳播學院 (ed.). 香港: 中華書局, p. 78-84

    Research output: Chapter in Book/Report/Conference proceedingChapters

  • 2021

    Causal analysis of customer churn using deep learning

    RUDD, D. H., HUO, H. & XU, G., 2021, Proceedings of 2021 International Conference on Digital Society and Intelligent Systems (DSInS). USA: IEEE, p. 319-324

    Research output: Chapter in Book/Report/Conference proceedingChapters

    1 Citation (Scopus)
  • Causal-aware generative imputation for automated underwriting

    LI, Q., DUONG, T. D., WANG, Z., LIU, S., WANG, D. & XU, G., Oct 2021, Proceedings of the 30th ACM International Conference on Information & Knowledge Management. New York: Association for Computing Machinery, p. 3916-3924

    Research output: Chapter in Book/Report/Conference proceedingChapters

    8 Citations (Scopus)
  • Click-through rate prediction with multi-modal hypergraphs

    HE, L., CHEN, H., WANG, D., JAMEEL, S., YU, P. & XU, G., Oct 2021, Proceedings of the 30th ACM International Conference on Information and Knowledge Management. New York: The Association for Computing Machinery, p. 690-699

    Research output: Chapter in Book/Report/Conference proceedingChapters

    32 Citations (Scopus)
  • C²-Guard: A cross-correlation gaining framework for urban air quality prediction

    CHU, Y., LI, L., XIE, Q. & XU, G., 2021, Advances in knowledge discovery and data mining: 25th Pacific-Asia Conference, PAKDD 2021, Virtual Event, May 11–14, 2021, proceedings, part I. KARLAPALEM, K., CHENG, H., RAMAKRISHNAN, N., AGRAWAL, R. K., REDDY, P. K., SRIVASTAVA, J. & CHAKRABORTY, T. (eds.). Cham: Springer, p. 779-790

    Research output: Chapter in Book/Report/Conference proceedingChapters

    1 Citation (Scopus)
  • DepressionNet: A novel summarization boosted deep framework for depression detection on social media

    ZOGAN, H., RAZZAK, I., JAMEEL, S. & XU, G., Jul 2021, Proceedings of the 44th International ACM SIGIR Conference on research and development in information retrieval. New York: The Association for Computing Machinery, p. 133-142

    Research output: Chapter in Book/Report/Conference proceedingChapters

    44 Citations (Scopus)
  • Expert recommendations with temporal dynamics of user interest in CQA

    LV, X., JI, K., CHEN, Z., MA, K., WU, J., LI, Y. & XU, G., 2021, Web Information Systems Engineering, WISE 2021: 22nd International Conference on Web Information Systems Engineering, WISE 2021, proceedings, part I. ZHANG, W., ZOU, L., MAAMAR, Z. & CHEN, L. (eds.). Springer, p. 645-652

    Research output: Chapter in Book/Report/Conference proceedingChapters

    1 Citation (Scopus)
  • ExTraVis: Exploration of traffic incidents using a visual interactive system

    ZERAFA, J., ISLAM, M. R., KABIR, M. A. & XU, G., Jul 2021, Proceedings of 2021 25th International Conference Information Visualisation (IV). GURROLA, J. (ed.). Danvers, MA: IEEE, p. 48-53

    Research output: Chapter in Book/Report/Conference proceedingChapters

    3 Citations (Scopus)
  • ExVis: Explainable visual decision support system for risk management

    ISLAM, M. R., ZHANG, J., ASHMAFEE, M. H., RAZZAK, I., ZHOU, J., WANG, X. & XU, G., 2021, Proceedings of 2021 8th IEEE International Conference on Behavioural and Social Computing, BESC 2021. Danvers, MA, p. 27

    Research output: Chapter in Book/Report/Conference proceedingChapters

    1 Citation (Scopus)
  • HACK: A hierarchical model for fake news detection

    LI, Y., JI, K., MA, K., CHEN, Z., WU, J., LI, Y. & XU, G., 2021, Web Information systems engineering – WISE 2021: 22nd International Conference on Web Information Systems Engineering, WISE 2021, Melbourne, VIC, Australia, October 26–29, 2021, proceedings, part I. ZHANG, W., ZOU, L., MAAMAR, Z. & CHEN, L. (eds.). Cham: Springer, p. 565-572

    Research output: Chapter in Book/Report/Conference proceedingChapters

  • Harnessing privileged information for hyperbole detection

    BIDDLE, R., RYBIŃSKI, M., LI, Q., PARIS, C. & XU, G., 2021, Proceedings of the The 19th Annual Workshop of the Australasian Language Technology Association. RAHIMI, A., LANE, W. & ZUCCON, G. (eds.). Australasian Language Technology Association, Vol. 19. p. 58-67

    Research output: Chapter in Book/Report/Conference proceedingChapters

    Open Access
    3 Citations (Scopus)
  • Hilbert Sinkhorn divergence for optimal transport

    LI, Q., WANG, Z., LI, G., PANG, J. & XU, G., 2021, Proceedings of 2021 IEEE/CVF Conference on Computer Vision and Pattern Recognition, CVPR 2021. Danvers, MA: IEEE, p. 3834-3843

    Research output: Chapter in Book/Report/Conference proceedingChapters

    7 Citations (Scopus)
  • Hyperbolic hypergraphs for sequential recommendation

    LI, Y., CHEN, H., SUN, X., SUN, Z., LI, L., CUI, L., YU, P. S. & XU, G., Oct 2021, Proceedings of the 30th ACM International Conference on Information & Knowledge Management. New York: The Association for Computing Machinery, p. 988-997

    Research output: Chapter in Book/Report/Conference proceedingChapters

    38 Citations (Scopus)
  • Hyper meta-path contrastive learning for multi-behavior recommendation

    YANG, H., CHEN, H., LI, L., YU, P. S. & XU, G., 2021, Proceedings of 21st IEEE International Conference on Data Mining. BAILEY, J., MIETTINEN, P., KOH, Y. S., TAO, D. & WU, X. (eds.). Danvers, MA: IEEE, p. 787-796

    Research output: Chapter in Book/Report/Conference proceedingChapters

    36 Citations (Scopus)
  • Stochastic intervention for causal effect estimation

    DUONG, T. D., LI, Q. & XU, G., 2021, Proceedings of 2021 International Joint Conference on Neural Networks (IJCNN). Danvers, MA: IEEE

    Research output: Chapter in Book/Report/Conference proceedingChapters

    6 Citations (Scopus)
  • TagPick: A system for bridging micro-video hashtags and e-commerce categories

    HE, L., WANG, D., WANG, H., CHEN, H. & XU, G., Oct 2021, Proceedings of the 30th ACM International Conference on Information and Knowledge Management, CIKM '21. New York: Association for Computing Machinery, p. 4721-4724

    Research output: Chapter in Book/Report/Conference proceedingChapters

    3 Citations (Scopus)
  • Temporal meta-path guided explainable recommendation

    CHEN, H., LI, Y., SUN, X., XU, G. & YIN, H., 2021, Proceedings of the 14th ACM International Conference on Web Search and Data Mining. New York: The Association for Computing Machinery, p. 1056-1064

    Research output: Chapter in Book/Report/Conference proceedingChapters

    63 Citations (Scopus)
  • TFROM: A two-sided fairness-aware recommendation model for both customers and providers

    WU, Y., CAO, J., XU, G. & TAN, Y., Jul 2021, Proceedings of the 44th International ACM SIGIR Conference on Research and Development in Information Retrieval. New York: The Association for Computing Machinery, p. 1013-1022

    Research output: Chapter in Book/Report/Conference proceedingChapters

    47 Citations (Scopus)
  • UCBVis: Understanding customer behavior sequences with visual interactive system

    ISLAM, M. R., RAZZAK, I., WANG, X., TILOCCA, P. & XU, G., Jul 2021, Proceedings of 2021 International Joint Conference on Neural Networks, IJCNN. USA: IEEE

    Research output: Chapter in Book/Report/Conference proceedingChapters

    5 Citations (Scopus)
  • Where are we in embedding spaces?

    ZHANG, S., CHEN, H., MING, X., CUI, L., YIN, H. & XU, G., Aug 2021, Proceedings of the 27th ACM SIGKDD Conference on Knowledge Discovery & Data Mining. New York: Association for Computing Machinery, p. 2223-2231

    Research output: Chapter in Book/Report/Conference proceedingChapters

    15 Citations (Scopus)
  • 序言

    張仁良, 2021, 感恩與迴響:羅富國校友會七十五周年紀念特刊. 江慧芬 (ed.). 香港: 羅富國校友會, p. 4

    Research output: Chapter in Book/Report/Conference proceedingChapters

  • 推薦序

    張仁良, Dec 2021, 運動與癌症:講是又講非. 香港: 一丁文化

    Research output: Chapter in Book/Report/Conference proceedingChapters

  • 2020

    Electricity price forecasting using convolution and LSTM models

    MITTAL, D. A., LIU, S. & XU, G., Nov 2020, Proceedings of 2020 7th IEEE International Conference on Behavioural and Social Computing, BESC 2020. Danvers, MA: IEEE, 9348313

    Research output: Chapter in Book/Report/Conference proceedingChapters

    6 Citations (Scopus)
  • FAST: A fairness assured service recommendation strategy considering service capacity constraint

    WU, Y., CAO, J. & XU, G., 2020, Service-Oriented Computing: 18th International Conference, ICSOC 2020, Dubai, United Arab Emirates, December 14–17, 2020, Proceedings. KAFEZA, E., BENATALLAH, B., MARTINELLI, F., HACID, H., BOUGUETTAYA, A. & MOTAHARI, H. (eds.). Springer, p. 287-303

    Research output: Chapter in Book/Report/Conference proceedingChapters

    4 Citations (Scopus)
  • Joint relational dependency learning for sequential recommendation

    WANG, X., LI, Q., ZHANG, W., XU, G., LIU, S. & ZHU, W., 2020, Advances in knowledge discovery and data mining: 24th Pacific-Asia Conference, PAKDD 2020, Singapore, May 11–14, 2020, proceedings, part I. LAUW, H. W., WONG, R.C.-W., NTOULAS, A., LIM, E.-P., NG, S.-K. & PAN, S. J. (eds.). Cham: Springer, p. 168-180

    Research output: Chapter in Book/Report/Conference proceedingChapters

    8 Citations (Scopus)
  • Leveraging sentiment distributions to distinguish figurative from literal health reports on Twitter

    BIDDLE, R., JOSHI, A., LIU, S., PARIS, C. & XU, G., Apr 2020, Proceedings of The Web Conference 2020. New York: Association for Computing Machinery (ACM), p. 1217-1227

    Research output: Chapter in Book/Report/Conference proceedingChapters

    Open Access
    30 Citations (Scopus)
  • MHIVis: Visual analytics for exploring mental illness of policyholders in life insurance industry

    ISLAM, M. R., LIU, S., RAZZAK, I., KABIR, M. A., WANG, X., TILOCCA, P. & XU, G., 2020, Proceedings of 2020 7th IEEE International Conference on Behavioural and Social Computing, BESC 2020. USA: IEEE, 9348301

    Research output: Chapter in Book/Report/Conference proceedingChapters

    8 Citations (Scopus)
  • Perf-AL: Performance prediction for configurable software through adversarial learning

    SHU, Y., SUI, Y., ZHANG, H. & XU, G., Oct 2020, Proceedings of the 14th ACM/IEEE International Symposium on Empirical Software Engineering and Measurement (ESEM). New York: Association for Computing Machinery, 3410677

    Research output: Chapter in Book/Report/Conference proceedingChapters

    6 Citations (Scopus)
  • 序一:紅包裏的祝福

    張仁良, Jun 2020, 多媒體與中國語文及文化教學. 何志恆, 馮志弘 & 李婉薇 (eds.). 香港: 學術專業圖書中心, p. 7-9

    Research output: Chapter in Book/Report/Conference proceedingChapters

  • 序二

    張仁良, Oct 2020, 直資人語:直資學校校長文集. 香港: 南華早報, p. 4-5

    Research output: Chapter in Book/Report/Conference proceedingChapters

  • 校長序

    張仁良, May 2020, 父母童行:75個實證為本的家教貼士. 香港: 香港教育大學兒童與家庭科學中心, p. 1-2

    Research output: Chapter in Book/Report/Conference proceedingChapters

  • 2019

    A boundary-aware neural model for nested named entity recognition

    ZHENG, C., CAI, Y., XU, J., LEUNG, H.-F. & XU, G., 2019, Proceedings of the 2019 Conference on Empirical Methods in Natural Language Processing and the 9th International Joint Conference on Natural Language Processing (EMNLP-IJCNLP). Hong Kong, China: Association for Computational Linguistics (ACL), p. 357-366

    Research output: Chapter in Book/Report/Conference proceedingChapters

    Open Access
    114 Citations (Scopus)
  • Electricity price forecast using meteorology data: A study in Australian energy market

    ZHAO, M., SHU, Y., LIU, S. & XU, G., Oct 2019, 2019 6th International Conference on Behavioral, Economic and Socio-Cultural Computing, BESC. IEEE

    Research output: Chapter in Book/Report/Conference proceedingChapters

    2 Citations (Scopus)
  • Emotion recognition from music enhanced by domain knowledge

    SHU, Y. & XU, G., 2019, PRICAI 2019: Trends in Artificial Intelligence: 16th Pacific Rim International Conference on Artificial Intelligence, Cuvu, Yanuca Island, Fiji, August 26–30, 2019, Proceedings, Part I. NAYAK, A. C. & SHARMA, A. (eds.). Springer, p. 121-134

    Research output: Chapter in Book/Report/Conference proceedingChapters

    4 Citations (Scopus)
  • Foreword IV

    CHEUNG, Y. L. S., 2019, Gweimui's Hong Kong wet markets. Hong Kong: The Commercial Press, p. ix-xi

    Research output: Chapter in Book/Report/Conference proceedingChapters