Events and Invited Talks
(2025) Bratislavské právnické fórum: Umelá inteligencia a právnické povolanie: Výzvy a riziká v oblasti ochrany osobných údajov a povinnosti advokátov zachovávať mlčanlivosť
(2024) IBERGRID: Applied Machine Learning, AI and Data: Responsible AI and Data Privacy Awareness
(2024) AI4EOSC webinar: General Introduction to Artificial Intelligence and Machine Learning
(2023) AI4EOSC Platform User's workshop: AI Data and Model Landscape
(2022) Invited talk at INRIA (Rennes) SUPSEC: AI for supervision
(2024) IBERGRID: Applied Machine Learning, AI and Data: Responsible AI and Data Privacy Awareness
(2024) AI4EOSC webinar: General Introduction to Artificial Intelligence and Machine Learning
(2023) AI4EOSC Platform User's workshop: AI Data and Model Landscape
(2022) Invited talk at INRIA (Rennes) SUPSEC: AI for supervision
Software
MODS
(2018-2024)
Intelligent module to enhance network IDS functionality
Authors: G. Nguyen, O. Lytvyn, S. Dlugolinsky, V. Tran, Á. López García
Publications:
- Secure Federated Learning for Multi-Party Network Monitoring [ PDF ]
- Network Security AIOps for Online Stream Data Monitoring [ PDF ]
- Deep learning for proactive network monitoring and security protection [ PDF ]
Related modules/tools:
- Installing complex software stack [ Docker Compose ], containerizing use case [ Docker ] - Installing Data Analytic Stack (DAS) in OS container [ Ansible Roles ]
SCIP (2017, software development) Exploratory Data Analysis for proactive sale support, discovery of heavy hitters, most frequent items
Shopping Cart Item Predictor through Bayesian inference (deployment demo in IKT group)
Authors: G. Nguyen, S. Dlugolinsky, M. Seleng
Publications:
- Decision influence and proactive sale support in a chain of convenience stores [ PDF ]
MoBeV (2015, software development)
Security and privacy tools with scalable machine learning solutions on private mobile network [ PPT ]
Authors: G. Nguyen, S. Dlugolinsky, M. Sulik
Publications:
- A heuristics approach to mine behavioural data logs in mobile malware detection system [ PDF ] [ Preprint ]
CTRvw (2015, software development)
development tool for Click-Through Rate (CTR) online marketing application using incremental machine learning
Author: G. Nguyen
Publications:
- Considerations about Data Processing, Machine Learning, HPC, Apache Spark and GPU [ PDF ]
OMSS (2015-30.4.2021, production tool)
Online Monitoring System and Statistics for IISAS HPC SIVVP production cluster
Authors: G. Nguyen, J. Astalos, M. Dobrucky
Publications:
- IISAS SIVVP cluster in HPC focus [ PDF ]
UniGate (2014-2015, software development) Unified gateway to HPC and Grid environments
Authors: G. Nguyen, M. Dobrucky
Publications:
- Integrated system for hydraulic simulations [ PDF ]
- Unified nanoscale gateway to HPC and Grid environments [ PDF ]
LIGA (2013-2014, software development)
In-memory LInear large-scale character GAzetteers for named entity recognition (NER),
Standalone tools for Natural Language Processing (NLP in IKT group)
Authors: G. Nguyen, S. Dlugolinsky, M. Seleng, M. Laclavik
Publications:
- Next improvement towards linear Named Entity Recognition using character gazetteers [ PDF ]
- Character gazetteer for Named Entity Recognition with linear matching complexity [ PDF ]
- Token gazetteer and character gazetteer for Named Entity Recognition [ PDF ]
The work is an extention based on Linear Substring Analysis (LSA)
NINI v3.0 (2006, software development)
NINI v2.0 (1999, software development)
Data Preparation and Structure Drawing for Electron-Beam Lithography Systems
Graphical browser for NIN format with GB in-memory data management. Microsoft Visual C++.
Authors: G. Nguyen, M. Belov
Authors: G. Nguyen, O. Lytvyn, S. Dlugolinsky, V. Tran, Á. López García
Publications:
- Secure Federated Learning for Multi-Party Network Monitoring [ PDF ]
- Network Security AIOps for Online Stream Data Monitoring [ PDF ]
- Deep learning for proactive network monitoring and security protection [ PDF ]
Related modules/tools:
- Installing complex software stack [ Docker Compose ], containerizing use case [ Docker ] - Installing Data Analytic Stack (DAS) in OS container [ Ansible Roles ]
SCIP (2017, software development) Exploratory Data Analysis for proactive sale support, discovery of heavy hitters, most frequent items
Shopping Cart Item Predictor through Bayesian inference (deployment demo in IKT group)
Authors: G. Nguyen, S. Dlugolinsky, M. Seleng
Publications:
- Decision influence and proactive sale support in a chain of convenience stores [ PDF ]
MoBeV (2015, software development)
Security and privacy tools with scalable machine learning solutions on private mobile network [ PPT ]
Authors: G. Nguyen, S. Dlugolinsky, M. Sulik
Publications:
- A heuristics approach to mine behavioural data logs in mobile malware detection system [ PDF ] [ Preprint ]
CTRvw (2015, software development)
development tool for Click-Through Rate (CTR) online marketing application using incremental machine learning
Author: G. Nguyen
Publications:
- Considerations about Data Processing, Machine Learning, HPC, Apache Spark and GPU [ PDF ]
OMSS (2015-30.4.2021, production tool)
Online Monitoring System and Statistics for IISAS HPC SIVVP production cluster
Authors: G. Nguyen, J. Astalos, M. Dobrucky
Publications:
- IISAS SIVVP cluster in HPC focus [ PDF ]
UniGate (2014-2015, software development) Unified gateway to HPC and Grid environments
Authors: G. Nguyen, M. Dobrucky
Publications:
- Integrated system for hydraulic simulations [ PDF ]
- Unified nanoscale gateway to HPC and Grid environments [ PDF ]
LIGA (2013-2014, software development)
In-memory LInear large-scale character GAzetteers for named entity recognition (NER),
Standalone tools for Natural Language Processing (NLP in IKT group)
Authors: G. Nguyen, S. Dlugolinsky, M. Seleng, M. Laclavik
Publications:
- Next improvement towards linear Named Entity Recognition using character gazetteers [ PDF ]
- Character gazetteer for Named Entity Recognition with linear matching complexity [ PDF ]
- Token gazetteer and character gazetteer for Named Entity Recognition [ PDF ]
The work is an extention based on Linear Substring Analysis (LSA)
NINI v3.0 (2006, software development)
NINI v2.0 (1999, software development)
Data Preparation and Structure Drawing for Electron-Beam Lithography Systems
Graphical browser for NIN format with GB in-memory data management. Microsoft Visual C++.
Authors: G. Nguyen, M. Belov