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Database and Data Mining

Research group The research interests of DDM group include data federation and privacy preservation by applying techniques of text mining, natural language processing, machine learning, and semantic web.

The research group of Deep Data Mining was established to develop algorithms and implement prototype for multi-sources heterogeneous information federation and privacy preservation on multimodal data.

Regarding datatypes to integrate, we consider data from structured (e.g, records in DB), semi-structured (e.g, XML, JSON) and unstructured sources (e.g, news, social media). In a broad view of the core techniques, our group applies technologies of database, data mining, natural language processing, machine learning, and ontology based semantic web technology. As application-driven research, we aim to realize general data integration framework to adapt multiple applications (e.g, information retrieval, recommendation systems, online advertisements) and meanwhile acquire the unique characteristics of domain-data to boost the integration accuracy on specialized domains (e.g, social networks, demographic, review data).

Research leader

Lili Jiang
Associate professor
E-mail
Email

Overview

Participating departments and units at Umeå University

Department of Computing Science

Research area

Computing science

Research projects

Latest publications

Computational linguistics and intelligent text processing: 19th International Conference on CiCLing 2018, Hanoi, Vietnam, March 18-24, 2018Revised selected papers, part 1, Springer Science+Business Media B.V. 2023 : 153-167
Vu, Xuan-Son; Jiang, Lili
Computational linguistics and intelligent text processing: 20th international conference, CICLing 2019, La Rochelle, France, April 7–13, 2019, revised selected papers, part I, Springer 2023 : 316-331
Vu, Xuan-Son; Tran, Son N.; Jiang, Lili
Future Internet, MDPI 2023, Vol. 15, (3)
Jiang, Lili; Torra, Vicenç
ICCAI '23: proceedings of the 2023 9th international conference on computing and artificial intelligence, Association for Computing Machinery (ACM) 2023 : 466-471
Pan, Yan; Yang, Jiaoyun; Ming, Hong; et al.
Journal of Signal Processing Systems
Luan, Siyu; Gu, Zonghua; Saremi, Amin; et al.
Proceedings of the 1st workshop on fairness and bias in AIco-located with 26th european conference on artificial intelligence (ECAI 2023)
Brännström, Mattias; Jiang, Lili; Aler Tubella, Andrea; et al.
Journal of Environmental Management, Elsevier 2022, Vol. 301
Wang, Dong; Thunéll, Sven; Lindberg, Ulrika; et al.
Proceedings - IEEE 8th International Conference on Big Data Computing Service and Applications, BigDataService 2022, IEEE Computer Society 2022 : 103-107
Tran, Tung Khanh; Vu, Xuan-Son; Jiang, Lili
Report / UMINF, 22.01
Jiang, Lili; Jonsson, Anna; Vanhée, Loïs
IEEE Access, IEEE 2022, Vol. 10 : 31649-31659
Wang, Dong; Enlund, Therese; Trygg, Johan; et al.
Integrated Uncertainty in Knowledge Modelling and Decision Making: 9th International Symposium, IUKM 2022, Ishikawa, Japan, March 18–19, 2022, Proceedings, Springer 2022 : 226-238
Jiang, Lili; Torra, Vicenç
Science of the Total Environment, Elsevier 2021, Vol. 784
Wang, Dong; Thunéll, Sven; Lindberg, Ulrika; et al.
Explainable and Transparent AI and Multi-Agent Systems: Third International Workshop, EXTRAAMAS 2021, Virtual Event, May 3–7, 2021, Revised Selected Papers, Springer 2021 : 83-96
Anjomshoae, Sule; Jiang, Lili; Främling, Kary
Image and Vision Computing, Elsevier 2021, Vol. 116
Anjomshoae, Sule; Omeiza, Daniel; Jiang, Lili
Document Analysis and Recognition – ICDAR 2021: 16th International Conference, Lausanne, Switzerland, September 5–10, 2021, Proceedings, Part I, Springer 2021 : 767-782
Nguyen, Nhu-Van; Vu, Xuan-Son; Rigaud, Christophe; et al.
IEEE Access, Institute of Electrical and Electronics Engineers (IEEE) 2021, Vol. 9 : 132980-132989
Luan, Siyu; Gu, Zonghua; Freidovich, Leonid B.; et al.
Proceedings of the 28th International Conference on Computational Linguistics (COLING), 2020, International Committee on Computational LinguisticsInternational Committee on Computational Linguistics 2020 : 414-425
Vu, Xuan-Son; Nguyen, Thanh-Son; Le, Duc-Trong; et al.
ECIR 2020: Advances in Information Retrieval, Springer 2020 : 443-448
Ait-Mlouk, Addi; Jiang, Lili
Mathematics, MDPI 2020, Vol. 8, (11)
Ait-Mlouk, Addi; Vu, Xuan-Son; Jiang, Lili
IEEE Access, IEEE 2020, Vol. 8 : 149220-149230
Ait-Mlouk, Addi; Jiang, Lili
Proceedings of the 28th ACM International Conference on Multimedia (MM ’20), ACM Digital Library 2020 : 2299-2307
Vu, Xuan-Son; Le, Duc-Trong; Edlund, Christoffer; et al.
Proceedings of the 20th International Conference on Computational Linguistics and Intelligent Text Processing (CICLing), 2019
Vu, Xuan-Son; Santra, Abhishek; Chakravarthy, Sharma; et al.
Proceedings of The World Wide Web Conference WWW 2019, New York, NY, USA: ACM Digital Library 2019 : 3595-3599
Vu, Xuan-Son; Ait-Mlouk, Addi; Elmroth, Erik; et al.
IEEE/ACM Transactions on Computational Biology & Bioinformatics, IEEE 2019, Vol. 16, (3) : 980-993
Wang, Aiguo; Chen, Ye; An, Ning; et al.
Proceedings of the International Conference on Recent Advances in Natural Language Processing (RANLP 2019), Incoma Ltd. 2019 : 1285-1294
Vu, Xuan-Son; Vu, Thanh; Tran, Son N.; et al.
Proceedings of the 9th Global WordNet Conference (GWC 2018), Singapore: Nanyang Technological University (NTU) 2018 : 173-182
Vu, Xuan-Son; Flekova, Lucie; Jiang, Lili; et al.
TMA Conference 2017: Proceedings of the 1st Network Traffic Measurement and Analysis Conference
Gonzalez, Roberto; Jiang, Lili; Ahmed, Mohamed; et al.
K-CAP 2017: Proceedings of the Knowledge Capture Conference
Vu, Xuan-Son; Jiang, Lili; Brändström, Anders; et al.
Big data analytics: 5th international conference, BDA 2017, Hyderabad, India, December 12-15, 2017, proceedings, Springer 2017 : 71-89
Jiang, Lili
Computers in Biology and Medicine, Elsevier 2016, Vol. 77 : 76-89
Chen, Ye; Wang, Aiguo; Ding, Huitong; et al.
Vu, Xuan-Son; Nguyen, Thanh-Son; Le, Duc-Trong; et al.
Latest update: 2022-03-03