About me
Kangsoo Jung is working as a postdoctoral researcher at the COMETE team hosted École Polytechnique. He ie working on the ELSA(European Lighthouse on Secure and Safe AI) project under the supervision of Catuscia Palamidessi. His research focuses on differential privacy, federated learning and explainability to address the ethical AI problem.
Here is my Curriculum Vitae PDF and Google scholar PDF
Publications
International Journal Publications
- Filippo Galli, Kangsoo Jung, Sayan Biswas, Catuscia Palamidessi, Tommaso Cucinotta: "Advancing Personalized Federated Learning: Group Privacy, Fairness, and Beyond". Springer Nature Computer Science, Vol 4, No. 6, pp.831, 2023.10 PDF
- Kangsoo Jung, Sayan Biswas, Catuscia Palamidessi, "Establishing the Price of Privacy in Federated Data Trading". Protocols, Strands, and Logic: Essays Dedicated to Joshua Guttman on the Occasion of his 66.66th Birthday, LNCS, pp 232-250, 2021.11 PDF
- Kangsoo Jung, Seog Park, “An Adaptive Grid and Incentive Mechanism for Personalized Differentially Private Location Data in the Local Setting”, Mobile Information Systems, Vol.2020, pp.1-12, 2020.12 PDF
- Taewhan Kim, Kangsoo Jung, Seog Park, “Sparsity Reduction Technique using Grouping Method for Matrix Factorization in Differentially Private Recommendation Systems”, IEICE Transactions on Information and Systems, Vol. 103, No. 7, pp. 1683-1692, 2020.7 PDF
- Geonhyoung Jo, Kangsoo Jung, and Seog Park, “An Adaptive Window Size Selection Method for Differentially Private Data Publishing over Infinite Trajectory Stream”, Journal of Advanced Transportation, Vol. 28, No. 12, pp.1-12, 2018.10 PDF
International Conference Publications
- Andreas Athanasiou, Kangsoo Jung, Catuscia Palamidessi, “Poster:Protection against Source Inference Attacks in Federated Learning using Unary Encoding and Shuffling”, International Conference on Computer and Communications Security, 2024.10
- Rubèn Tito, Khanh Nguyen, Marlon Tobaben, Raouf Kerkouche, Mohamed Ali Souibgui, Kangsoo Jung, Joonas Jälkö, Vincent Poulain D'Andecy, Aurelie Joseph, Lei Kang, Ernest Valveny, Antti Honkela, Mario Fritz, Dimosthenis Karatzas, "Privacy-Aware Document Visual Question Answering", International Conference on Document Analysis and Recognition, 2024.9
- Ruta Binkyte, Carlos Antonio Pinzón, Szilvia Lestyán, Kangsoo Jung, Héber Hwang Arcolezi, and Catuscia Palamidessi. "Causal Discovery Under Local Privacy." Causal Learning and Reasoning, 2024.2
- Sayan Biswas, Kangsoo Jung, and Catuscia Palamidessi. "Tight Differential Privacy Guarantees for the Shuffle Model with k-Randomized Response." International Symposium on Foundations and Practice of Security. Cham: Springer Nature Switzerland, 2023.12
- Filippo Galli, Sayan Biswas, Kangsoo Jung, Tommaso Cucinotta, Catuscia Palamidessi, “Group privacy for personalized federated learning”, ICISSP, 2023.2
- Sayan Biswas, Kangsoo Jung, Catuscia Palamidessi, "Incentive Mechanism for Trading Personal Data in Data Markets". Intl. Colloquium on Theoretical Aspects of Computing, 2021.9 PDF
- Kangsoo Jung, Seog Park, “Privacy Bargaining with Fairness: Privacy–Price Negotiation System for Applying Differential Privacy in Data Market Environments”, Intl. Conf. on BigData, 2019.12 PDF
- Kangsoo Jung, Junkyu Lee, Kunyoung Park, Seog Park, “PRIVATA: Differentially Private Data Market Framework using Negotiation-based Pricing Mechanism”, Intl. Conf. on Information and Knowledge Management, 2019.11 PDF
- Kangsoo Jung, Jaewon Kim, Youngjun Kim, Seog Park, “DRAKO: Differentially pRivate Algorithm to meet K-anonymity for Online portal service”, Intl. Conf. on BigData, 2018.12 PDF
- Taebo Jung, Kangsoo Jung, Sehwa Park, Seog Park, “A Noise Parameter Configuration Technique to Mitigate Detour Inference Attack on Differential Privacy”, Intl. Conf. on Big Data and Smart Computing, 2017.2
- Kangsoo Jung, Seog Park, “Collaborative Caching Techniques for Privacy-preserving Location-based Services in Peer-to-Peer Environments”, Intl. Conf. on BigData, (workshop: Privacy and Security of Big Data), 2017.12
- Kangsoo Jung, Seog Park, “Grayscale Access Control: Applying Differential Privacy to Access Control for Internet of Thing Environment. Intl. Conf. on ICT Convergence, 2017.10
- Kangsoo Jung, Seog Park, “Peer-to-Peer Collaborative Caching for Privacy-Preserving Location-based Services”, ACM Symposium on Cloud Computing, 2015.8
- Taebo Jeong, Sehwa Park, Kangsoo Jung, Seog Park, “A Noise Parameter Configuration Technique to Prevent Correlated Inference Attack using Differential Privacy”, ACM Symposium on Cloud Computing, 2015.8
- Kangsoo Jung, Seongyong Jo, Seog Park, “A Game Theoretic Approach for Collaborative Caching Techniques in Privacy Preserving Location-based Services”, Intl. Conf. on Big Data and Smart Computing, 2015.2
- Kangsoo Jung, Sehwa Park, Seog Park, “Hiding a Needle in a Haystack: Privacy Preserving Apriori algorithm in MapReduce Framework”, Intl. Conf. on Information and Knowledge Management (workshop: Privacy and Security of Big Data), 2014.11
- Yuna Oh, Kangsoo Jung, Seog Park, “A privacy preserving technique to prevent sensitive behavior exposure in semantic location-based service”, Intl. Conf. on Knowledge-Based Intelligent Information and Engineering Systems, 2014.9
- Kangsoo Jung, Sewha Park, Sungyong Cho, Seog Park, “A Novel Privacy Preserving Association Rule Mining using Hadoop”, Intl. Conf. on Data Analytics, 2014.8
- Chungha Kim, Kangsoo Jung, Seog Park, "A Method of Pre-detecting Privacy Leak in Social Network Service Using Collaborative Filtering", Intl. Conf. on Database Systems for Advanced Applications (workshop: Social Networks and Social Media), 2013.4
- Kangsoo Jung, Seog Park, "Context-Aware Role Based Access Control using User Relationship", Intl. Conf. on Computer Science and Information Technology, 2012.12
- Kangsoo Jung, Seog Park, "Location Privacy Protection Technique using Virtual Individual Server in Location-Based Service Without Anonymization Server", Intl. Conf. on Emerging Databases, 2012.6
- Hangyoung Go, Kangsoo Jung, Seog Park, "An Anonymization Technique in Preserving Uniform Distribution of Sensitive Values", Intl. Conf. on Emerging Databases, 2011. 8 (Best Paper Award)
- Dongchan An, Kangsoo Jung, Seog Park, "Group Prime Number Labeling Scheme for Light-Weight Access Control", Intl. Conf. on Computer Science and Information Technology, 2010.7
- Jaehoon Kim, Kangsoo Jung, Seog Park, "An Introduction to Authorization Conflict Problem in RDF Access Control", Intl. Conf. on Knowledge-Based Intelligent Information and Engineering Systems, 2008. 9
- Jaehoon Kim, Kangsoo Jung, Seog Park, "An RDF Triple based Access Authorization Specification Considering Subsumption Relationships", Intl. Conf. on Data Engineering (workshop: Secure Semantic Web), 2008. 4
Contact info
- Phone: +33 7 68 25 08 98
- Email: gangsoo.zeong@inria.fr
- Postal Address: LIX & INRIA-Saclay 1 rue Honoré d'Estienne d'Orves Bâtiment Alan Turing Campus de l'École Polytechnique 91120 Palaiseau France.