KHOA TRÍ TUỆ NHÂN TẠO

Học viện Công nghệ Bưu chính Viễn thông

PhD. Tran Tien Cong

Head of the Machine Learning Department

PhD. Tran Tien Cong

PhD. Tran Tien Cong received his PhD in Computer Science from Dankook University, Yongin, Korea in 2021. Previously, he received his MSc in Computer Science in 2014 and his BSc in Network and Communications in 2009 from Vietnam National University, Hanoi, Vietnam. Since September 2021, PhD. Tran Tien Cong has been a lecturer at the Faculty of Information Technology, Posts and Telecommunications Institute of Technology, Hanoi, Vietnam.

Machine learning and deep learning, Graph-based machine learning, Computer vision
congtt@ptit.edu.vn

PhD.Tran Tien Cong received his PhD in Computer Science from Dankook University, Yongin, South Korea, in 2021. Prior to that, he earned his Master’s degree in Computer Science in 2014 and his Bachelor’s degree in Networks and Communications in 2009 from Vietnam National University, Hanoi. Since September 2021, he has been a lecturer at the Faculty of Information Technology, Posts and Telecommunications Institute of Technology, Hanoi, Vietnam. His research areas include social network analysis, data mining, and machine learning.

Các công trình nghiên cứu tiêu biểu đã công bố:

STT Tên bài báo Tên tạp chí Năm
1 IM-META: Influence Maximization Using Node Metadata in Networks With Unknown Topology IEEE Transactions on Network Science and Engineering, 2024 2024
2 On the power of gradual network alignment using dual-perception similarities IEEE transactions on pattern analysis and machine intelligence, 2023 2023
3 Assessment of fractional flow reserve in intermediate coronary stenosis using optical coherence tomography-based machine learning Frontiers in Cardiovascular Medicine 10, 1082214, 2023 2023
4 Sign Language Recognition With Self-Learning Fusion Model IEEE Sensors Journal, 2023 2023
5 Federated few-shot learning for cough classification with edge devices Applied Intelligence 53 (23), 28241-28253, 2023 2023
6 Edgeless-GNN: Unsupervised Representation Learning for Edgeless Nodes IEEE Transactions on Emerging Topics in Computing, 2023 2023
7 Node Feature Augmentation Vitaminizes Network Alignment arXiv preprint arXiv:2304.12751, 2023 2023
8 Graph neural network-aided exploratory learning for community detection with unknown topology arXiv preprint arXiv:2304.04497, 2023 2023
9 Learning to Classify Cough Sounds with Dictionary-Guided Meta-Learning 2023 RIVF International Conference on Computing and Communication …, 2023 2023
10 UnsMOT: Unified Framework for Unsupervised Multi-Object Tracking with Geometric Topology Guidance arXiv preprint arXiv:2309.01078, 2023 2023
11 Federated Few-shot Learning for Cough Classification with Edge Devices arXiv e-prints, arXiv: 2309.01076, 2023 2023
12 Community Detection with Advanced Network Inference in Topologically Unknown Networks 한국통신학회 학술대회논문집, 1635-1635, 2023 2023
13 A Unified Framework for Exploratory Learning-Aided Community Detection Under Topological Uncertainty arXiv preprint arXiv:2304.04497, 2023 2023
14 Grad-align: Gradual network alignment via graph neural networks (student abstract) Proceedings of the AAAI conference on artificial intelligence 36 (11), 13027 …, 2022 2022
15 Integrative few-shot classification and segmentation for landslide detection IEEE Access 10, 120200-120212, 2022 2022
16 GradAlign+: Empowering gradual network alignment using attribute augmentation Proceedings of the 31st ACM international conference on information …, 2022 2022
17 Meta-code: Community detection via exploratory learning in topologically unknown networks Proceedings of the 31st ACM International Conference on Information …, 2022 2022
18 Personalized breath-based biometric authentication with wearable multimodality IEEE Sensors Journal 23 (1), 536-543, 2022 2022
19 Improving text recognition by combining visual and linguistic features of text Proceedings of the 11th International Symposium on Information and …, 2022 2022
20 Community detection via exploratory learning in topologically unknown networks 한국통신학회 학술대회논문집, 623-623, 2022 2022
21 Overlapping Community Detection Using Graph Neural Networks in Networks with Unknown Topology 한국통신학회 학술대회논문집, 1399-1399, 2022 2022
22 Gradual Network Alignment with Edge Augmentation 한국통신학회 학술대회논문집, 604-604, 2022 2022
23 Community detection in partially observable social networks ACM Transactions on Knowledge Discovery from Data (TKDD) 16 (2), 1-24, 2021 2021
24 An improved approach for estimating social POI boundaries with textual attributes on social media Knowledge-Based Systems 213, 106710, 2021 2021
25 Network completion: Beyond matrix completion 2021 International Conference on Information Networking (ICOIN), 667-670, 2021 2021
26 Edgeless-GNN: Unsupervised Inductive Edgeless Network Embedding. arXiv preprint arXiv 2104, 2021 2021
27 Edgeless Network Embedding in Attributed Networks 한국통신학회 학술대회논문집, 294-294, 2021 2021
28 멀티 뷰 링크 예측 도움을 받는 네트워크 정렬 한국통신학회 학술대회논문집, 765-765, 2021 2021
29 Node Query-Aided Influence Maximization in Unobservable Networks 한국통신학회 학술대회논문집, 564-564, 2021 2021
30 : Deep Generative Network Completion IEEE transactions on pattern analysis and machine intelligence 44 (4), 1837-1852, 2020 2020
31 DeepNC 2020
32 Attributed Network Embedding with Uncertainty 한국통신학회 학술대회논문집, 650-650, 2020 2020
33 Link Prediction-Enabled Network Completion 한국통신학회 학술대회논문집, 393-393, 2020 2020
34 Clustering-based collaborative filtering using an incentivized/penalized user model IEEE Access 7, 62115-62125, 2019 2019
35 Network Completion Based on a Deep Generative Graph Model 한국통신학회 학술대회논문집, 219-219, 2019 2019
36 Statistical Analysis of the Received Signal Pattern in Space and Time 한국통신학회 학술대회논문집, 171-172, 2019 2019
37 DIR-ST2: Delineation of Imprecise Regions Using Spatio–Temporal–Textual Information IEEE Access 6, 36364-36375, 2018 2018
38 커뮤니티 검출이 그래프 검출을 만나다: 데이터 마이닝 관점: 데이터 마이닝 관점 한국통신학회 학술대회논문집, 485-485, 2018 2018
39 Overlapping Community Recovery in Incomplete Graphs With Partial Prior Information 한국통신학회 학술대회논문집, 503-503, 2018 2018
40 Energy-Aware Receiver-Driven Medium Access Control Protocol for Wireless Energy-Harvesting Sensor Networks with Multiple Gateways 한국통신학회 학술대회논문집, 979-979, 2018 2018
41 Efficient Energy Flight Path Planning Algorithm Using 3‐D Visibility Roadmap for Small Unmanned Aerial Vehicle International Journal of Aerospace Engineering 2017 (1), 2849745, 2017 2017
42 A refined approach to delineating imprecise regions using spatio-temporal information 한국통신학회 학술대회논문집, 427-427, 2017 2017
43 Performance Evaluation of Imprecise Region Delineation Algorithms Based on City-Scale Ground-Truth 한국통신학회 학술대회논문집, 453-453, 2017 2017
44 Research Article Efficient Energy Flight Path Planning Algorithm Using 3-D Visibility Roadmap for Small Unmanned Aerial Vehicle 2017
45 A roadmap creation algorithm based on visibility graph for flight path planning 한국통신학회 학술대회논문집, 657-658, 2016 2016
46 Multi-agent based simulation of traffic in Vietnam Principles and Practice of Multi-Agent Systems: 13th International …, 2012 2012
47 Active Learning Framework for Incomplete Networks The 40th Conference on Uncertainty in Artificial Intelligence, 0
48 ALIN: An Active Learning Framework for Incomplete Networks
49 속성 네트워크에서 엣지없는 네트워크 임베딩 Edgeless Network Embedding in Attributed Networks
50 노드 속성 증강을 통한 강화된 점진적 네트워크 정렬 방법론 Empowering Gradual Network Alignment Using Attribute Augmentation
51 불확실성을 가진 속성 값 기반 네트워크 임베딩 Attributed Network Embedding with Uncertainty
52 커뮤니티 검출이 그래프 검출을 만나다: 데이터 마이닝 관점