Kết quả nghiên cứu ICT


Những kết quả nghiên cứu của Chương trình ICT tính đến 2018

Trong lĩnh vực ICT, Viện JVN có nhiều hướng nghiên cứu về khoa học máy tính, trí tuệ nhân tạo, khoa học dữ liệu, và kiến trúc hệ thống. Các hướng nghiên cứu trong nhiều năm qua đã có những ứng dụng thực tiễn trong đào tạo, ứng dụng và kết quả công bố. Những lĩnh vực nổi bật trong các hướng nghiên cứu ICT của Viện JVN phải kể đến quản lý giao thông, bệnh án điện tử, xử lý ngôn ngữ tiếng Việt, và các mô hình phân tích dữ liệu.
Kết quả công bố của chương trình ICT tại Viện JVN những năm qua:
Giai đoạn 2011 - 2015:
- Nguyen, T.P., Ho, T.B, "Detecting Disease Genes Based on Semi-Supervised Learning and Protein-Protein Interaction Networks", Artificial Intelligence in Medicine (2011), Vol. 54, 63-71
- Wang Yanjun, Frizo Vormer, Minghua Hu, Patrick Bellot, and Vu Duong, "Spatial, Temporal, and Grouping Behaviors in Controller Communication Activities", Ninth USA/Europe ATM R&D Seminar (2011)
- Nam Nguyen, Leonard Kleinrock, Peter Reiher, "The Interaction Analyzer: A Tool for Debugging Ubiquitous Computing Applications", UBICOMM 2011
- Truc D. Le, Hung M. Le, Nhu T. Q. Nguyen, Dinh Tran, Nam T. Nguyen, "Convert Wi-Fi Signals for Fingerprint Localization Algorithm", WiCOM11
- Dinh Quyen Nguyen, Christian Tominski, Heidrun Schumann, Tuan A. Ta, "Visualizing Tags with Spatiotemporal References", Proc. 15th International Conference Information Visualisation (IV'11) (2011)
- Tru Cao, Vuong Ngo, "Discovering Latent Concepts and Exploiting Ontological Features for Semantic Text Search", International Joint Conference on Natural Language Processing (IJCNLP2011)
- Tuan V.M. Le, Tru Cao, Son Hoang, Junghoo Cho, "Ontology-based proximity search", International Conference on Information Integration and Web-based Applications & Services (iiWAS2011)
- Dam, H.C., Ho, T.B., Sugiyama, A., "Simulation-based Data Mining Solution to the Structure of Water Surrounding Proteins.", Twenty-Second International Join Conference on Artificial Intelligence (IJCAI-2011)
- Le, N.T., Ho, T.B., "Reconstruction of histone modification network from next-generation sequencing data", IEEE International Conference on Bioinformatics and Bioengineering BIBE 2011
- Luong, T.D., Ho, T.B., "A Distributed Solution for Privacy Preserving Outlier Detection", The Third International Conference on Knowledge and Systems Engineering (2011)
- Ho, T.B., Kawasaki, S., Le, N.T., Kanda, T., Le, T.N., Takabayashi, K., Yokosuka, O., "Finding HCV NS5A Discriminative Motifs for Assessment of IFN/Ribavarin Therapy Effect", Workshop Data Mining in Genomics and Proteomics, International Conference ECML/PKDD (2011)
- Ho, T.B., "Knowledge Discovery (Chapter 4), Knowledge Technology and Science, Y. Nakamori (Ed.), pp. 57-81", CRC Press and Taylor & Francis (2011)
- Nguyen, T.P., Ho, T.B., "Mining multiple biological data for reconstructing signal transduction networks, Data Mining: Foundations and Intelligent Paradigms, D.E. Holmes, L.C. Jain (Eds.)", Springer (2011)
- Cao, T.H., Tang, T.M., Chau, C.K., "Text Clustering with Named Entities: A Model, Experimentation and Realization. Book Chapter in Dawn, H. (ed.): Data Mining: Foundations and Intelligent Paradigms", Springer (2012)
- Wang Yanjun, Minghua Hu, Patrick Bellot, Vu Duong, "Rapid Decay in the Heavy Tailed Human Dynamics", Physica A: Statistical Mechanics and its Applications (2012)
- Wang Yanjun, Frizo Vormer, Minghua Hu, Vu Duong, "Empirical Analysis of Air Traffic Controller Dynamics", International Journal of Transportation Research (2012)
- Tran, D.H., Ho, T.B., Pham, T.H., Satou, K., "microRNA expression profiles for classification and analysis of tumor samples", IEICE Trans. Information Systems (2011)
- Tru Cao, Vuong Ngo, "Semantic Search by Latent Ontological Features", New Generation Computing (2012)
- Le Ngoc Tu, Ho Tu Bao, Ho Bich Hai, "Computational Reconstruction of Transcriptional Relationship from Chip-Chip Data",  IEEE-ACM Transaction on Computational Biology and Bioinformatics  (2012)
- Ho, B.H., Le, N.T., Ho, T.B., "Quantitatively assessing the effect of regulatory factors on nucleosome dynamics", Journal of Ambient Intelligence and Humanized Computing (2012)
- Yanjun Wang, Frizo Vormer, Minghua Hu, Vu Duong, "Empirical analysis of air traffic controller dynamics", Transportation Research Part C: Emerging Technologies (2013), vol 33, page: 203-213
- Trung L.T. Nguyen and Tru H. Cao, "Multi-group-based User Perceptions for Friend Recommendation in SocialNetworks.", Springer International Publishing (2014), Vol. 8643, pp. 525-534.
- Thong M. Doan, Han N. Dinh, Nam T. Nguyen, "A Geo-clustering Training-Free Wi-Fi Localization", Journal of Next Generation Information Technology (2014), Vol. 5, No. 4, pp. 136-148, 2014

Giai đoạn 2015 - 2018:
- Wang, Y., Zhang, Q., Zhu, C., Hu, M., Duong, V., "Human activity under high pressure: A case study on fluctuation scaling of air traffic controller's communication behaviors", Physica A: Statistical Mechanics and its Applications. Volume 441, 1 January 2016, pp. 151 - 157
- Ho Tu Bao, Le Ly, Dang Tran Thai, Siriwon Taewijit, "Data-driven Approach to Detect and Predict Adverse Drug Reactions", Current Pharmaceutical Design Journal, Vol. 22, No. 23 (May 2016), 3498-3526
- Nguyen Duy Khuong, Ho Tu Bao, "Accelerated Parallel and Distributed Algorithm Using Limited Internal Memory for Nonnegative Matrix Factorization", Journal of Global Optimization (September 2016)
- Moharasan Ganhdimathi, Ho Tu Bao, "A semi-supervised approach for temporal information extraction from clinical text", IEEE International Conference on Research, Innovation and Vision for Future, RIVF 2016, Hanoi, November 7-9, 2016
- Dang Tran Thai, Ho Tu Bao, "Mixture of language models utilization in score-based sentiment classification on clinical narratives", 29th International Conference on Industrial, Engineering & Other Applications of Applied Intelligent Systems (IEA/AIE 2016), 2-4 August 2016, Morioka, Japan, LNAI 9799, pp. 255–268, 2016
- Pham Duy, Le Bao Khanh, Le Ly, Ho Tu Bao, "System pharmacology: application of network theory in predicting potential adverse drug eaction based on gene expression data", IEEE International Conference on Research, Innovation and Vision for Future, RIVF 2016, Hanoi, November 7-9, 2016
- Dang Tran Thai, Ouankhamchan Phetnidda, Ho Tu Bao, "Detection of New Drug Indications from Electronic Medical Records", IEEE International Conference on Research, Innovation and Vision for Future, RIVF 2016, Hanoi, November 7-9, 2016
- Linh Hoang Tran and Loc Hoang Tran, "Mobility Patterns Based Clustering: A Novel Approach", International Journal of Machine Learning and Computing (2018)
- RyosukeMatsuoab, Tu BaoHo, "Semantic term weighting for clinical texts", Expert Systems with Applications Volume 114, 30 December 2018, Pages 543-551
- Loc Tran, An Mai, Tho Quan amd Linh Tran, "Weighted un-normalized hypergraph laplacian eigenmaps for classification problems", International Journal of Advances in soft computing and its application, Vol.10, No.3, November 2018, ISSN 2074-8523