Publications in Scientific Journals
F. Iglesias Vazquez, F. Meghdouri, R. Annessi, T. Zseby:
"CCgen: Injecting Covert Channels into Network Traffic";
Security And Communication Networks,
2022
(2022),
1
- 11.
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F. Iglesias Vazquez, T. Zseby, A. Zimek:
"Clustering Refinement";
International Journal of Data Science and Analytics,
12
(2021),
4;
333
- 353.
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F. Meghdouri, F. Iglesias Vazquez, T. Zseby:
"Modeling Data with Observers";
Intelligent Data Analysis,
26
(2021),
3;
785
- 803.
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F. Iglesias Vazquez, D. Ferreira, G. Vormayr, M. Bachl, T. Zseby:
"NTARC: A Data Model for the Systematic Review of Network Traffic Analysis Research";
Applied Sciences,
10
(2020),
12:4307;
23 pages.
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F. Iglesias Vazquez, T. Zseby:
"Pattern Discovery in Internet Background Radiation";
IEEE Transactions on Big Data,
5
(2019),
4;
467
- 480.
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F. Iglesias Vazquez, T. Zseby, D. Ferreira, A. Zimek:
"MDCGen: Multidimensional Dataset Generator for Clustering";
Journal of Classification,
*
(2019),
20 pages.
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F. Iglesias Vazquez, T. Zseby, A. Zimek:
"Absolute Cluster Validity";
IEEE Transactions on Pattern Analysis and Machine Intelligence,
42
(2019),
9;
2096
- 2112.
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F. Iglesias Vazquez, J. Milosevic, T. Zseby:
"Fuzzy classification boundaries against adversarial network attacks";
Fuzzy Sets and Systems,
368
(2018),
20
- 35.
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F. Meghdouri, T. Zseby, F. Iglesias Vazquez:
"Analysis of Lightweight Feature Vectors for Attack Detection in Network Traffic";
Applied Sciences,
8
(2018),
11;
16 pages.
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F. Iglesias Vazquez, R. Annessi, T. Zseby:
"Analytic Study of Features for the Detection of Covert Timing Channels in Network Traffic";
Journal of Cyber Security and Mobility,
6
(2017),
3;
225
- 270.
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Z. Martinasek, F. Iglesias Vazquez, L. Malina, J. Martinasek:
"Crucial pitfall of DPA Contest V4.2 Implementation";
Security And Communication Networks,
9
(2017),
18;
6094
- 6110.
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F. Iglesias Vazquez, R. Annessi, T. Zseby:
"DAT detectors: uncovering TCP/IP covert channels by descriptive analytics";
Security And Communication Networks,
9
(2016),
15;
3011
- 3029.
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F. Iglesias Vazquez, T. Zseby:
"Time-activity footprints in IP traffic";
Computer Networks,
107
(2016),
1;
64
- 75.
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T. Zseby, F. Iglesias Vazquez, V. Bernhardt, D. Frkat, R. Annessi:
"A Network Steganography Lab on Detecting TCP/IP Covert Channels";
IEEE Transactions on Education,
59
(2016),
3;
224
- 232.
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F. Iglesias Vazquez, T. Zseby:
"Analysis of network traffic features for anomaly detection";
Machine Learning,
101
(2015),
1;
59
- 84.
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T. Zseby, F. Iglesias Vazquez, A. King, K. Claffy:
"Teaching Network Security With IP Darkspace Data";
IEEE Transactions on Education,
59
(2015),
1;
1
- 7.
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F. Iglesias Vazquez, T. Zseby:
"Entropy-Based Characterization of Internet Background Radiation";
Entropy,
17
(2014),
1;
74
- 101.
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F. Iglesias Vazquez, W. Kastner:
"Analysis of similarity measures in times series clustering for the discovery of building energy patterns";
ENERGIES,
6
(2013),
2;
579
- 597.
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F. Iglesias Vazquez, W. Kastner, M. Kofler:
"Holistic smart home models for air quality and thermal comfort management";
International Journal of Intelligent Decision Technologies,
7
(2013),
1;
23
- 43.
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F. Iglesias Vazquez, P. Palensky:
"Profile-based control for central domestic hot water distribution";
IEEE Transactions on Industrial Informatics,
10
(2013),
1;
697
- 705.
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F. Iglesias Vazquez, P. Palensky, S. Cantos, F. Kupzog:
"Demand side management for stand-alone hybrid power systems based on load identification";
ENERGIES,
5
(2012),
11;
4517
- 4532.
BibTeX
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C. Reinisch, M. J. Kofler, F. Iglesias Vazquez, W. Kastner:
"ThinkHome Energy Efficiency in Future Smart Homes";
EURASIP Journal on Embedded Systems,
2011
(2011),
18.
BibTeX
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Talks and Poster Presentations (with Proceedings-Entry)
F. Meghdouri, F. Iglesias Vazquez, T. Zseby:
"Shedding Light in the Tunnel: Counting Flows in Encrypted Network Traffic";
Talk: 21st IEEE International Conference on Data Mining,
Auckland, New Zealand;
12-07-2021
- 12-10-2021; in: "IEEE ICDM Workshop on Data Mining and Machine Learning for Cybersecurity",
IEEE,
(2021),
798
- 804.
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F. Meghdouri, F. Iglesias Vazquez, T. Zseby:
"Anomaly Detection for Mixed Packet Sequences";
Talk: 45th IEEE Conference on Local Computer Networks (LCN),
Sydney, Australia;
11-16-2020
- 11-19-2020; in: "Proceedings of the 45th LCN Symposium 2020",
(2020),
ISBN: 978-1-7281-8314-5;
120
- 130.
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A. Hartl, F. Iglesias Vazquez, T. Zseby:
"SDOstream: Low-Density Models for Streaming Outlier Detection";
Poster: 28th European Symposium on Artificial Neural Networks, Computational Intelligence and Machine Learning,
Bruges, Belgium;
10-02-2020
- 10-04-2020; in: "ESANN 2020 - Proceedings",
i6doc.com,
Belgium
(2020),
ISBN: 978-2-87587-074-2;
661
- 666.
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F. Iglesias Vazquez, T. Zseby, A. Zimek:
"Interpretability and Refinement of Clustering";
Talk: IEEE International Conference on Data Science and Advanced Analytics (DSAA),
Sydney, Australia;
09-06-2020
- 09-09-2020; in: "Proceedings of the 7th DSAA 2020",
(2020),
ISBN: 978-1-7281-8206-3;
21
- 29.
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F. Meghdouri, F. Iglesias Vazquez, T. Zseby:
"Cross-Layer Profiling of Encrypted Network Data for Anomaly Detection";
Talk: IEEE International Conference on Data Science and Advanced Analytics (DSAA),
Sydney, Australia;
09-06-2020
- 09-09-2020; in: "Proceedings of the 7th DSAA 2020",
(2020),
ISBN: 978-1-7281-8206-3;
469
- 478.
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F. Iglesias Vazquez, D. Ojdanic, A. Hartl, T. Zseby:
"MDCStream: Stream Data Generator for Testing Analysis Algorithms";
Talk: EAI Valuetools 2020,
Tsukuba, Japan;
05-18-2020
- 05-20-2020; in: "Proceedings of the 13th EAI International Conference on Performance Evaluation Methodologies and Tools",
Association for Computing Machinery,
Tsukuba, Japan
(2020),
ISBN: 9781450376464;
56
- 63.
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F. Iglesias Vazquez, A. Hartl, T. Zseby, A. Zimek:
"Are Network Attacks Outliers? A Study of Space Representations and Unsupervised Algorithms";
Talk: MLCS Workshop on Machine Learning for CyberSecurity, ECMLPKDD,
Würzburg, Germany;
09-16-2019
- 09-20-2019; in: "ECML PKDD 2019: Machine Learning and Knowledge Discovery in Databases",
Communications in Computer and Information Science,
1168
(2020),
ISBN: 978-3-030-43887-6;
159
- 175.
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D. Ferreira, F. Iglesias Vazquez, T. Zseby:
"Extreme Dimensionality Reduction for Network Attack Visualization with Autoencoders";
Talk: International Joint Conference on Neural Networks IJCNN,
Budapest;
07-14-2019
- 07-19-2019; in: "Proceedings of the 2019 International Joint Conference on Neural Networks (IJCNN)",
(2019),
ISSN: 2161-4393;
1
- 10.
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F. Iglesias Vazquez, T. Zseby, A. Zimek:
"Outlier Detection Based on Low Density Models";
Talk: ICDM Workshop on Data Science and Big Data Analytics (DSBDA-2018), IEEE Internation Conference on Data Mining (ICDM-2018),
Singapore;
11-17-2018
- 11-20-2018; in: "IEEE ICDM 2018 Workshops Proceedings",
IEEE Computer Society Press,
(2018),
970
- 979.
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F. Iglesias Vazquez, V. Bernhardt, R. Annessi, T. Zseby:
"Decision Tree Rule Induction for Detecting Covert Timing Channels in TCP/IP Traffic";
Talk: CD-MAKE 2017: IFIP Cross Domain Conference for Machine Learning & Knowledge Extraction,
Reggio di Calabria, Italy;
08-29-2017
- 09-01-2017; in: "Proceedings of the Machine Learning and Knowledge Extraction: First IFIP TC 5, WG 8.4, 8.9, 12.9 International Cross-Domain Conference",
(2017),
1
- 19.
BibTeX
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F. Iglesias Vazquez, T. Zseby:
"Are Network Covert Timing Channels Statistical Anomalies?";
Talk: ARES Conference 2017,
Reggio Calabria, Italy;
08-29-2017
- 09-01-2017; in: "Proceedings of the 12th International Conference on Availability, Reliability and Security (ARES'17), Workshop on Criminal Use of Information Hiding (CUIng)",
(2017),
1
- 9.
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D. Cavaco Ferreira, F. Iglesias Vazquez, G. Vormayr, M. Bachl, T. Zseby:
"A Meta-Analysis Approach for Feature Selection in Network Traffic Research";
Talk: Acm Sigcomm 2017,
Los Angeles, CA, USA;
08-21-2017
- 08-25-2017; in: "Proceedings of the Reproducibility Workshop (Reproducibility´17, ACM SIGCOMM)",
(2017),
1
- 4.
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F. Iglesias Vazquez, T. Zseby:
"Modelling IP darkspace traffic by means of clustering techniques";
Talk: Communications and Network Security (CNS), 2014 IEEE Conference on,
San Francisco, USA;
10-29-2014
- 10-31-2014; in: "IEEE Conference on Communications and Network Security (CNS)",
San Francisco
(2014),
Paper ID 166-174,
9 pages.
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F. Iglesias Vazquez, W. Kastner:
"A Global Approach of Habit Profiles for Smart Home Control";
Talk: 13th International Conference of the International Building Performance Simulation Association,
Chambéry, France;
08-25-2013
- 08-28-2013; in: "Proceedings BS2013",
(2013),
Paper ID 1032,
8 pages.
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M. Kofler, F. Iglesias Vazquez, W. Kastner:
"An ontology for representation of user habits and building context in future smart homes";
Talk: 20th Workshop on Intelligent Computing in Engineering,
Vienna;
06-30-2013
- 07-03-2013; in: "Proceedings EG-ICE 2013",
(2013),
1
- 10.
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F. Iglesias Vazquez, W. Kastner:
"Detecting user dissatisfaction in ambient intelligence environments";
Talk: 17th IEEE International Conference on Emerging Technologies and Factory Automation (ETFA),
Krakow, Poland;
09-17-2012
- 09-21-2012; in: "Proceedings IEEE 17th Conference on Emerging Technologies Factory Automation (ETFA)",
(2012),
4 pages.
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F. Iglesias Vazquez, W. Kastner:
"Thermal comfort support application for smart home control";
Talk: 3rd International Symposium on Ambient Intelligence (ISAmI 2012),
Salamanca, Spain;
05-28-2012
- 05-30-2012; in: "Proceeedings 3rd International Symposium on Ambient Intelligence (ISAmI 2012)",
Springer Berlin / Heidelberg,
Ambient Intelligence - Software and Applications, volume 153 of Advances in Intelligent and Soft Computing
(2012),
ISBN: 978-3-642-28782-4;
109
- 118.
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F. Iglesias Vazquez, W. Kastner, S. Gaceo, C. Reinisch:
"Electricity Load Management in Smart Home Control";
Talk: 12th Conference of International Building Performance Simulation Association,
Sydney, Australia;
11-14-2011
- 11-16-2011; in: "12th Conference of 12th Conference of International Building Performance Simulation Association",
(2011),
957
- 964.
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F. Iglesias Vazquez, S. Gaceo, W. Kastner, J. Morales:
"Behavioral Profiles for Building Energy Performance Using eXclusive SOM";
Talk: Engineering Applications of Neural Networks,
Corfu, Greece;
09-15-2011
- 09-18-2011; in: "IFIP Advances in Information and Communication Technology",
(2011),
ISBN: 978-3-642-23956-4;
31
- 40.
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F. Iglesias Vazquez, W. Kastner, C. Reinisch:
"Impact of user habits in smart home control";
Talk: 16th IEEE International Conference on Emerging Technologies and Factory Automation (ETFA 2011),
Toulouse, France;
09-05-2011
- 09-09-2011; in: "16th IEEE International Conference on Emerging Technologies and Factory Automation",
(2011),
8 pages.
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F. Iglesias Vazquez, W. Kastner:
"Clustering methods for occupancy prediction in smart home control";
Talk: 21st IEEE International Symposium on Industrial Electronics (ISIE 2011),
Gdansk, Poland;
06-27-2011
- 06-30-2011; in: "Proceedings ISIE 2011",
IEEE,
(2011),
ISBN: 978-1-4244-9312-8;
1321
- 1328.
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F. Iglesias Vazquez, W. Kastner:
"Usage Profiles for Sustainable Buildings";
Talk: IEEE International Conference on Emerging Technologies and Factory Automation (ETFA),
Bilbao, Spain;
09-13-2010
- 09-16-2010; in: "15th IEEE Conference on Emerging Techonologies and Factory Automation",
(2010),
1
- 8.
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S. Cantos, F. Iglesias Vazquez, J. Vidal:
"Comparison of standard and case-based user profiles in building's energy performance simulation";
Talk: 11th International Conference of the International Building Performance Simulation Association,
Glasgow, Scotland;
07-27-2009
- 07-30-2009; in: "Proceedings BS2009",
(2009),
7 pages.
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Talks and Poster Presentations (without Proceedings-Entry)
F. Iglesias Vazquez:
"Methodology for Data Analysis and Machine Learning Application";
Talk: Network Traffic Analysis and Anomaly Detection, Telecommunications Graduate Initiative (TGI) Course,
Waterford, Ireland (invited);
01-28-2016
- 02-02-2016.
BibTeX
F. Iglesias Vazquez:
"Knowledge Discovery by Cluster Analysis";
Talk: The Department of Computer Architecture (DAC), The Universitat Politècnica de Catalunya - BarcelonaTech (UPC),
Barcelona, Spain (invited);
07-17-2015.
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T. Zseby, F. Iglesias Vazquez:
"Teaching Network Security with IP Darkspace Data";
Talk: 2nd International Workshop on Darkspace and UnSolicited Traffic Analysis (DUST 2019),
San Diego, CA, USA (invited);
05-14-2012
- 05-15-2012.
BibTeX
Doctor's Theses (authored and supervised)
F. Iglesias Vazquez:
"Smart Home Control Based on Behavioural Profiles";
Supervisor, Reviewer: W. Kastner, D. Dietrich;
E384,
2012;
oral examination: 12-17-2012.
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Diploma and Master Theses (authored and supervised)
D. Ojdanic:
"MDCStream: A Stream Dataset Generator for Testing and Evaluating Stream Data Analysis Algorithms";
Supervisor: T. Zseby, F. Iglesias Vazquez;
E389,
2019;
final examination: 11-21-2019.
BibTeX
F. Meghdouri:
"Comparison of Feature Sets for Detecting Attacks in Network Traffic";
Supervisor: T. Zseby, F. Iglesias Vazquez;
E389,
2018;
final examination: 07-25-2018.
BibTeX
Non-textual Scientific Publications
F. Iglesias Vazquez:
"Data for Evaluation of Stream Data Analysis Algorithms";
Publication type: Mendeley Data,
project: Streaming Data Analysis;
2021.
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