PGS TS Nguyễn Quang Uy
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- Chức vụ: Giáo viên
- Đơn vị: Bộ môn Công nghệ mạng
- Học hàm: PGS
- Học vị: TS
- Email: quanguyhn@lqdtu.edu.vn
Thông tin cá nhân
TS. Nguyễn Quang Uy nhận bằng TS năm 2011 tại trường đại học Dublin, cộng hóa Ai len. Hiện nay TS Nguyễn Quang Uy là giảng viên chính tại Khoa CNTT - Học viện KTQS. TS. Nguyễn Quang Uy được cộng đồng nghiên cứu về lập trình di truyền (Genetic Programming) công nhận là một trong những người có đóng góp chính cho sự phát triển của các phương pháp ngữ nghĩa trong lập trình di truyền (*). Một trong những bài báo của TS. Nguyễn Quang Uy đã nhận được hơn 100 lượt trích dấn sau 4 năm từ khi công bố (**).
Một số hướng nghiên cứu chính của TS Nguyễn Quang Uy bao gồm: Lập trình di truyền (Genetic Programming), Tính toán tiến hóa (Evolutionary Computation), học máy (Machine Learning), Khai phá dữ liệu trong cloud computing (Data mining in cloud computing) và khai phá dữ liệu trong an toàn thông tin (data mining in information security).
(*). Vanneschi et al., A survey of semantic methods in genetic programming, Genetic Programming and Evolvable Machines, Volume 15 Issue 2, June 2014.
http://link.springer.com/article/10.1007%2Fs10710-013-9210-0
(**). Nguyen Quang Uy, Nguyen Xuan Hoai, Michael O’Neill, R. I. McKay, and Edgar Galvan-Lopez. Semantically-based crossover in genetic programming: application to real valued symbolic regression. Genetic Programming and Evolvable Machines, Spinger, 2011. Vol:12(2)
https://scholar.google.com/citations?user=elwLWakAAAAJ&hl=en
Giảng dạy
| STT | Mã môn | Tên môn | Học kỳ | Năm học |
| 1 | 124326 | LÝ THUYẾT THÔNG TIN | 2 | 2013 - 2014 |
Xuất bản
Sách, tài liệu tham khảo
Tạp chí, báo cáo hội nghị
1.  , Ly Vu, Van Loi Cao, Quang Uy Nguyen, Diep N. Nguyen, Dinh Thai Hoang and Eryk Dutkiewicz, Learning Latent Distribution for Distinguishing Network Traffic in Intrusion Detection System , IEEE International Conference on Communications, 2019 , pp , 19/04/2019, [ link] |
| 2. , Thi Huong Chu, Quang Uy Nguyen and Van Loi Cao, Semantics Based Substituting Technique for Reducing Code Bloat in Genetic Programming , The ninth International Symposium on Information and Communication Technology , pp , 20/12/2018, [ link] |
| 3. , Ly Vu, Hoang V. Thuy, Quang Uy Nguyen, Tran N. Ngoc, Diep N. Nguyen, Dinh Thai Hoang and Eryk Dutkiew, Time Series Analysis for Encrypted Traffic Classification: A Deep Learning Approach , 18th International Symposium on Communications and Information Technologies (ISCIT 2018) , pp , 16/11/2018, [ link] |
| 4. , Hoang Quan Nguyen and Quang Uy Nguyen, An Ensemble of Shallow and Deep Learning Algorithms for Vietnamese Sentiment Analysis , The 5th NAFOSTED Conference on Information and Computer Science (NICS) , pp , 22/10/2018, [ link] |
5.  , Thi Huong Chu, Quang Uy Nguyen and Michael O’Neill, Semantic tournament selection for genetic programming based on statistical analysis of error vectors , Information Sciences , pp 15, 28/2/2018, [ link] |
| 6. , Ly Vu, Cong Thanh Bui and Quang Uy Nguyen, A Deep Learning Based Method for Handling Imbalanced Problem in Network Traffic Classification , Proceedings of the Eighth International Symposium on Information and Communication Technology , pp , 10/12/2017, [ link] |
| 7. , Thi Huong Chu and Quang Uy Nguyen, Reducing code bloat in Genetic Programming based on subtree substituting technique , Intelligent and Evolutionary Systems (IES), 2017 21st Asia Pacific Symposium on , pp , 16/11/2017, [ link] |
| 8. , Huy Van Nguyen, Trung Thanh Nguyen and Quang Uy Nguyen, Sequential ensemble method for unsupervised anomaly detection , Knowledge and Systems Engineering (KSE), 2017 9th International Conference on , pp , 15/09/2017, [ link] |
| 9. , Nguyen Thi Hien, Nguyen Xuan Hoai, Nguyen Quang Uy and Nguyen Thi Quyen, An empirical study of early stopping in genetic programming , LQDTU-JICT is a special edition of the Journal of Science and Technology , pp , 16/12/2016, [ link] |
| 10. , Ly Vu, Dong Van Tra and Quang Uy Nguyen, Learning from imbalanced data for encrypted traffic identification problem , SoICT 2016 , pp , 15/12/2016, [ link] |
| 11. , Phai Vu Dinh, Thanh Trung Nguyen and Quang Uy Nguyen, An Empirical Study of Anomaly Detection in Online Games , Information and Computer Science (NICS) , pp , 18/09/2016, [ link] |
| 12. , Thi Huong Chu, Quang Uy Nguyen and Michael O'Neill, Tournament Selection Based on Statistical Test in Genetic Programming , Parallel Problem Solving from Nature 2016 - PPSN2016 , pp , 09/2016, [ link] |
| 13. , Nguyen Quang Uy, Pham Tuan Anh, Nguyen Xuan Hoai and James McDermott, Subtree Semantic Geometric Crossover in Genetic Programming , Genetic Programming and Evolvable Machines , pp , 2/2016, [ link] |
| 14. , Thanh Nguyen, Anh Nguyen, Ly Vu, Tuan Nguyen, Quang Uy Nguyen and Long Dao Hai, Unsupervised Anomaly Detection in Online Game , Proceedings of the sixth symposium on Information and Communication Technology (SOICT2015) , pp , 12/2015, [ link] |
| 15. , Nguyen Trung Thanh, Nguyen Tuan Anh, Nguyen Ha Anh Tuan, Vu Thi Ly and Nguyen Quang Uy, Unsuppervised anomaly detection in Online game , The Sympsion in Information and Communication Technology 2015 , pp , Nov 2015, [ link] |
| 16. , Thu Trang Nguyen and Quang Uy Nguyen, An Analysis of Persuasive Text Passwords , Proceedings of the Second NAFOSTED Conference on Information and Computer Science (NICS 2015) , pp , 9/2015, [ link] |
| 17. , Thu Huong Dinh, Thi Huong Chu and Nguyen Quang Uy, Tranfer Learning in Genetic Programming , Proceedings of IEEE Congress on Evolutionary Computation, CEC 2015 , pp , 5/2015, [ link] |
| 18. , Thi Huong Chu, Quang Uy Nguyen, A new implement to speed up Genetic Programming , Proceedings of The 11th IEEE RIVF International Conference on Computing and Communication Technologies (RIVF 2014) , pp , 1/2015, [ link] |
| 19. , Thi Anh Le, Thi Huong Chu, Quang Uy Nguyen and Xuan Hoai Nguyen, Malware Detection using Genetic Programming, , In the Proceedings of the Seventh IEEE Symposium on Computational Intelligence for Security and Defense Applications , pp , 12/2014, [ link] |
| 20. , Truong Son Pham, Quang Uy Nguyen and Xuan Hoai Nguyen, Generating Artificial Attack Data for Intrusion Detection Using Machine Learning , Proceedings of the fifth symposium on Information and Communication Technology , pp , 12/2014, [ link] |
| 21. , Van Loi Cao, Van Thuy Hoang and Quang Uy Nguyen, A Scheme for Building A Dataset for Intrusion Detection Systems , The third World Congress on Information and Communication Technologies (WICT 2013) , pp 4, 16/12/2013, [ link] |
| 22. , Dao Ngoc Phong, Nguyen Xuan Hoai, Nguyen Quang Uy and Nguyen Thanh Thuy, Semantic based Crossovers in Tree-Adjoining Grammar Guided Genetic Programming , Proceedings of The 10th IEEE RIVF International Conference on Computing and Communication Technologies (RIVF 2013) , pp , 12/2013, [ link] |
| 23. , Duc-Hau Lea, Nguyen Quang Uy, Pham Quang Dung, Huynh Thi Thanh Binh and Yung-Keun Kwond,, Towards the identification of disease associated protein complexes , Proceedings of the 4th International Conference on Computational Systems-Biology and Bioinformatics (CSBio 2013) , pp , 10/2013, [ link] |
| 24. , Pham Tuan Anh, Nguyen Quang Uy and Nguyen Xuan Hoai, Phishing Attacks Detection using Genetic Programming , Proceedings of The Fifth International Conference on Knowledge and Systems Engineering (KSE'2013) , pp , 10/2013, [ link] |
| 25. , Tuan Anh Pham, Quang Uy Nguyen, Xuan Hoai Nguyen, Phishing Attacks Detection using Genetic Programming , Proceedings of The Fifth International Conference on Knowledge and Systems Engineering (KSE'2013) , pp , 10/2013, [ link] |
| 26. , Nguyen Quang Uy, Truong Cong Doan, Nguyen Xuan Hoai and Michael O’Neill, Guiding Function Set Selection in Genetic Programming based on Fitness Landscape Analysis, , Proceedings of ACM-SIGEVO Genetic and Evolutionary Algorithms(GECCO'2013) , pp , 7/2013, [ link] |
| 27. , Nguyen Quang Uy, Nguyen Xuan Hoai, Michael O'Neill, Bob McKay and Dao Ngoc Phong, On the Roles of Semantic Locality of Crossover in Genetic Programming , Information Sciences , pp , 6/2013, [ link] |
| 28. , Pham Tuan Anh, Nguyen Quang Uy, Nguyen Xuan Hoai, Michael O'Neill, xamining the Diversity property of Semantic Similarity based Crossover , Proceedings of the 16th European Conference on Genetic Programming , pp , 4/2013, [ link] |
| 29. , Nguyen Thi Hien, Nguyen Xuan Hoai, RI McKay and Nguyen Quang Uy, Where Should We Stop? - An Investigation on Early Stopping for GP Learning , Proceedings of the Ninth International Conference on Simulated Evolution And Learning (SEAL2012) , pp , 12/2012, [ link] |
| 30. , Nguyen Quang Uy, Pham Tuan Anh, Truong Cong Doan, and Nguyen Xuan Hoai, A Study on the Use of Genetic Programming for Automatic Text Summarization , Proceedings of The Fourth International Conference on Knowledge and Systems Engineering (KSE'2012) , pp , 10/2012, [ link] |
| 31. , Dao Ngoc Phong, Nguyen Xuan Hoai, Constantin Siriteanu, R.I. McKay, and Nguyen Quang Uy, Evolving a Best Known Approximation to the Q Function , Proceedings of ACM-SIGEVO Genetic and Evolutionary Algorithms(GECCO'2012) , pp , 7/2012, [ link] |
| 32. , Dao Ngoc Phong, Nguyen Quang Uy, Nguyen Xuan Hoai and Bob McKay, Evolving Approximations for the Gaussian Q-function by Genetic Programming with Semantic Based Crossover , Proceedings of IEEE Congress on Evolutionary Computation, CEC 2012 , pp , 7/2012, [ link] |
| 33. , Nguyen Quang Uy, Nguyen Xuan Hoai, Michael O'Neill and Alexandros Agapitos, An Investigation of Fitness Sharing with Semantic and Syntactic Distance Metrics , Proceedings of the 15th European Conference on Genetic Programming, EuroGP 2012, , pp , 4/2012, [ link] |
| 34. , Dao Ngoc Phong, Nguyen Xuan Hoai, Nguyen Thanh Thuy and Nguyen Quang Uy, An investigation of genetic programming for Q-function approximation , Journal of Computer Science and Cybernetics , pp , 12/2011, [ link] |
| 35. , Nguyen Quang Uy, Nguyen Xuan Hoai, Michael O'Neill and Eion Mcphy, Semantic-based Subtree Crossover Applied to Dynamic Problems , Proceedings of the Third International Conference on Knowledge and Systems Engineering, KSE'2011 , pp , 12/2011, [ link] |
| 36. , Nguyen Quang Uy, Nguyen Xuan Hoai and Michael O'Neill, Examining the landscape of semantic similarity based mutation , Proceedings of the Genetic and Evolutionary Computation Conference, GECCO 2011 , pp , 7/2011, [ link] |
| 37. , Nguyen Quang Uy, Nguyen Xuan Hoai, Michael O’Neill, R. I. McKay and Edgar Galvan-Lopez, Semantically-based crossover in genetic programming: application to real valued symbolic regression , Genetic Programming and Evolvable Machines , pp , 6/2011, [ link] |
| 38. , Nguyen Quang Uy, Nguyen Xuan Hoai, Michael O’Neill and Nguyen Thi Hien, Improving the generalisation ability of genetic programming with semantic similarity based crossover , Proceedings of the 13th European Conference on Genetic Programming, EuroGP 2010 , pp , 4/2011, [ link] |
| 39. , Nguyen Quang Uy, Nguyen Xuan Hoai and Michael O'Neill, Predicting the tide with genetic programming and semantic based crossovers , Proceedings of The Second International Conference on Knowledge and Systems Engineering, KSE 2010 , pp , 12/2010, [ link] |
| 40. , Nguyen Quang Uy, Nguyen Xuan Hoai, Michael O'Neill and Bob McKay, The role of syntactic and semantic locality of crossover in genetic programming , Proceedings of 11th International Conference on Parallel Problem Solving From Nature, PPSN 2010 , pp , 9/2010, [ link] |
| 41. , Nguyen Quang Uy, Nguyen Xuan Hoai, Michael O'Neill and Bob McKay, Self-adapting semantic sensitivities for semantic similarity based crossover , Proceedings of IEEE Congress on Evolutionary Computation, CEC 2010 , pp , 7/2010, [ link] |
| 42. , Nguyen Quang Uy, Nguyen Xuan Hoai, Michael O'Neill and Bob McKay, Semantics based crossover for boolean problems , Proceedings of the Genetic and EvolutionaryComputation Conference, GECCO 2010, , pp , 7/2010, [ link] |
| 43. , Nguyen Quang Uy, Nguyen Xuan Hoai, Michael O’Neill, R. I. McKay and Edgar Galvan-Lopez, An analysis of semantic aware crossover , Proceedings of the International Symposium on Intelligent Computation and Applications , pp , 12/2009, [ link] |
| 44. , Nguyen Quang Uy, Michael O’Neill, Nguyen Xuan Hoai, Bob McKay, and Edgar Galvan Lopez, Semantic similarity based crossover in GP: The case for real valued function regression , Proceedings of Evolution Artificial, 9th International Conference, EA 2009 , pp , 10/2009, [ link] |
| 45. , Nguyen Quang Uy, Nguyen Xuan Hoai and Michael O’Neill, Semantics based mutation in genetic programming: The case for real valued symbolic regression , Proceedings of 15th International Conference on Soft Computing, Mendel09 , pp , 7/2009, [ link] |
| 46. , Nguyen Quang Uy, Nguyen Xuan Hoai and Michael. O’Neill, Semantic aware crossover for genetic programming: the case for real valued function regression , roceedings of the 12th European Conference on Genetic Programming, EuroGP09 , pp , 4/2009, [ link] |
| 47. , Nguyen Quang Uy, Nguyen Xuan Hoai, Robert I. McKay and Pham Minh Tuan, Initialising PSO with randomised low-discrepancy sequences: the comparative results , Proceedings of IEEE Congress on Evolutionary Computation (CEC 2007) , pp , 9/2007, [ link] |
| 48. , Nguyen Xuan Hoai, Nguyen Quang Uy and Robert I. McKay, PSO with randomized low-discrepancy sequences , GECCO '07: Proceedings of the 9th annual conference on Genetic and evolutionary computation , pp , 6/2007, [ link] |
Đề tài
| STT | Tên đề tài | Cấp | Chủ nhiệm | Thành viên | Thời gian | T.Thái |
| 1 | Các phương pháp ngữ nghĩa và thống kê trong học và tối ưu phỏng tiến hóa sinh học | Nhà nước | Nguyễn Quang Uy | Nguyễn Thị Hiền; Phạm Văn Việt | 3/2015 | |
| 2 | Các phương pháp ngữ nghĩa và thống kê trong học và tối ưu phỏng tiến hóa sinh học | Nhà nước | TS. Nguyễn Quang Uy | TS. Phạm Văn Việt; TS. Nguyễn Thị Hiền | 3/2015 |
