Photo of Carolina Fortuna

Dr. Carolina Fortuna

Role: Head of the Lab
Joined: January, 2006
Affiliations: Jožef Stefan Institute

Bio:

I am a research fellow working at the Department of Communications Systems at the Jozef Stefan Institute in Ljubljana, Slovenia. I also work with the Data Science team in Bloomberg Media and co-founded Comsensus.

In my research I use technologies from the broad field of artificial intelligence, including machine learning, data mining and symbolic AI to solve problems in wireless and IoT networks. For more details, see my publications on Google Scholar, Research Gate, and my LinkedIn profile.

Publications:

  • Towards Sustainable Deep Learning for Wireless Fingerprinting Localization
    Anže Pirnat, Blaž Bertalanič, Gregor Cerar, Mihael Mohorčič, Marko Meža, and Carolina Fortuna
    ICC 2022 - IEEE International Conference on Communications : 16-20 May 2022, 2022
  • Smart Infrastructures : Artificial Intelligence-Enabled Lifecycle Automation
    Carolina Fortuna, Halil Yetgin, and Mihael Mohorčič
    IEEE Industrial Electronics Magazine, 2022
  • Resource-Aware Time Series Imaging Classification for Wireless Link Layer Anomalies
    Blaž Bertalanič, Marko Meža, and Carolina Fortuna
    IEEE Transactions on Neural Networks and Learning Systems, 2022
  • The Web of Things
    Carolina Fortuna, and Marko Grobelnik
    ESWC 11, 8th Extended Semantic Web Conference, May 29th - June 2nd, 2011, Heraklion, Greece, 2011
  • Learning to Automatically Identify Home Appliances
    Dan Lorbek Ivančič, Blaž Bertalanič, Gregor Cerar, and Carolina Fortuna
    Odkrivanje Znanja in Podatkovna Skladišča - SiKDD : 4. Oktober 2021, 4 October 2021, Ljubljana, Slovenia, 2021
  • A Deep Learning Model for Anomalous Wireless Link Detection
    Blaž Bertalanič, Halil Yetgin, Gregor Cerar, and Carolina Fortuna
    17th Virtual IEEE International Conference on Wireless and Mobile Computing, Neworking and Communications, (WiMob), 11-13 October, 2021, 2021
  • Machine Learning-Based Model Selection for Anomalous Wireless Link Detection
    Gregor Cerar, Halil Yetgin, and Carolina Fortuna
    SoftCOM .., 2021
  • Designing a Machine Learning Based Non-Intrusive Load Monitoring Classifier
    Leo Ogrizek, Blaž Bertalanič, Gregor Cerar, Marko Meža, and Carolina Fortuna
    Zbornik ... Mednarodne Elektroteniške in Računalniške Konference = Proceedings of the ... Electrotechnical and Computer Science Conference, 2021
  • Performance Evaluation of COINS Framework for Wireless Network Automation
    Ivan Boškov, Halil Yetgin, Carolina Fortuna, and Mihael Mohorčič
    European Conference on Networks and Communications, 2021
  • Improving CSI-Based Massive MIMO Indoor Positioning Using Convolutional Neural Network
    Gregor Cerar, Aleš Švigelj, Mihael Mohorčič, Carolina Fortuna, and Tomaž Javornik
    European Conference on Networks and Communications, 2021
  • Learning to Fairly Classify the Quality of Wireless Links
    Gregor Cerar, Halil Yetgin, Mihael Mohorčič, and Carolina Fortuna
    WONS 2021, 16th Wireless On-Demand Network Systems and Services Conference, 9-11th March 2021 : Virtual Conference, 2021
  • Time-to-Provision Evaluation of Iot Devices Using Automated Zero-Touch Provisioning
    Ivan Boškov, Halil Yetgin, Matevž Vučnik, Carolina Fortuna, and Mihael Mohorčič
    GLOBECOM 2020, 2020 IEEE Global Communications Conference, 7-11 December 2020 : Virtual Proceedings, 2020
  • Machine Learning for Wireless Link Quality Estimation : A Survey
    Gregor Cerar, Halil Yetgin, Mihael Mohorčič, and Carolina Fortuna
    IEEE Communications Surveys and Tutorials, 2021
  • Learning to Detect Anomalous Wireless Links in IoT Networks
    Gregor Cerar, Halil Yetgin, Blaž Bertalanič, and Carolina Fortuna
    IEEE Access, 2020
  • Automatic Detection of Wireless Transmissions
    Timotej Gale, Tomaž Šolc, Rares-Andrei Moşoi, Mihael Mohorčič, and Carolina Fortuna
    IEEE Access, 2020
  • Whitelisting in RFDMA Networks
    Tomaž Šolc, Halil Yetgin, Timotej Gale, Mihael Mohorčič, and Carolina Fortuna
    IEEE Access, 2019
  • Automated Initial Configuration of Wireless Embedded Devices in the Internet Things
    Ivan Boškov, Matevž Vučnik, Carolina Fortuna, and Mihael Mohorčič
    BalkanCOM 2019, 5G and Beyond, 2019
  • On Designing a Machine Learning Based Wireless Link Quality Classifier
    Gregor Cerar, Halil Yetgin, Mihael Mohorčič, and Carolina Fortuna
    IEEE PIMRC 2020, 31st Annual International Symposium on Personal, Indoor, and Mobile Radio Communications, 31 August - 3 September 2020, London, UK : Virtual Conference, 2020
  • Continuous Integration in Wireless Technology Development
    Matevž Vučnik, Tomaž Šolc, Urban Gregorc, Andrej Hrovat, Klemen Bregar, Miha Smolnikar, Mihael Mohorčič, and Carolina Fortuna
    IEEE Communications Magazine, 2018
  • Integrating Research Testbeds Into Social Coding Platforms
    Matevž Vučnik, Carolina Fortuna, Tomaž Šolc, and Mihael Mohorčič
    EUCNC 2018 : 27th European Conference on Networks and Communications, 2018
  • An Adaptive Channel Quality Metric for Ultra-Narrowband Systems
    Tomaž Šolc, and Carolina Fortuna
    EUCNC 2018 : 27th European Conference on Networks and Communications, 2018
  • A Methodology for Experimental Evaluation of Signal Detection Methods in Spectrum Sensing
    Tomaž Šolc, Mihael Mohorčič, and Carolina Fortuna
    PloS One, 2018
  • Optimization of Ultra-Narrowband Wireless Communication : An Experimental Case Study
    Tomaž Šolc, Timotej Gale, and Carolina Fortuna
    IEEE International Conference on Computer Communications, 1-4 May 2017, Atlanta, GA, USA, 2017
  • Software Interfaces for Control, Optimization and Update of 5G Machine Type Communication Networks
    Carolina Fortuna, Adnan Bekan, Tomaž Javornik, Gregor Cerar, and Mihael Mohorčič
    Computer Networks : The International Journal of Computer and Telecommunications Networking, 2017
  • Povezovanje Naprav v Heterogenih in Zgoščenih Komunikacijskih Okoljih Omrežjih 5G
    Andrej Hrovat, Carolina Fortuna, and Mihael Mohorčič
    Omrežja 5G Za Digitalno Preobrazbo : Zbornik Referatov, 2017
  • Discrete Transmit Power Devices in Dense Wireless Networks : Methodology and Case Study
    Mihai Sociu, Tomaž Šolc, Ligia Cremene, Mihael Mohorčič, and Carolina Fortuna
    IEEE Access, 2017
  • Data-Driven Design of Intelligent Wireless Networks : An Overview and Tutorial
    Merima Kulin, Carolina Fortuna, Eli De Poorter, Dirk Deschrijver, and Ingrid Moerman
    Sensors, 2016
  • Data Driven Wireless Network Design : A Multi-Level Modeling Approach
    Carolina Fortuna, Eli De Poorter, Primož Škraba, and Ingrid Moerman
    Wireless Personal Communications, 2016
  • An Architecture for Fully Reconfigurable Plug-and-Play Wireles Sensor Network Testbed
    Adnan Bekan, Mihael Mohorčič, Justin Činkelj, and Carolina Fortuna
    IEEE GLOBECOM 2015 : Connecting All Through Communications, 2015
  • QMiner : Data Analytics Platform for Processing Streams of Structured and Unstructuerd Data
    Blaž Fortuna, Jan Rupnik, Carolina Fortuna, Marko Grobelnik, Viktor Jovanoski, Mario Karlovčec, Blaž Kažič, Klemen Kenda, Gregor Leban, Jošt Novljan, Miha Papler, Luis Rei, Blaž Sovdat, Luka Stopar, and Andrej Muhič
    ES4ML, First Workshop on Software Engineering for Machine Learning in Conjunction With 28th Annual Conference on Neural Information Processing Systems, NIPS 2014, 13 December 2014, Montreal, Canada, 2014
  • Wireless Software and Hardware Platforms for Flexible and Unified Radio and Network ControL
    Carolina Fortuna
    EUNIC 2015, 2015
  • Online Short-Term Forecasting of Photovoltaic Energy Production
    Aleksandra Rashkovska, Jošt Novljan, Miha Smolnikar, Mihael Mohorčič, and Carolina Fortuna
    The Sixth Conference on Innovative Smart Grid Technologies (ISGT2015) , February 17-20, 2015, Washington, USA, 2015
  • Representation of Spectrum Sensing Experimentation Functionality for Federated Management and Contro
    Carolina Fortuna, Milorad Tosić, Mikolaj Chwalisz, Peter deValck, Ingrid Moerman, and Ivan Seskar
    Integrated Management in the Age of Big Data : Proceedings of the 2015 IFIP/IEEE International Symposium on Integrated Network Management (IM), May 11-15, Ottawa, Canada, 2015
  • GITAR: Generic Extension for Internet-of-Things ARchitectures Enabling Dynamic Updates of Network and Application Modules
    Peter Ruckebusch, Eli De Poorter, Carolina Fortuna, and Ingrid Moerman
    Ad Hoc Networks, 2016
  • Heterogeneous Spectrum Sensing : Challenges and Methodologies
    Wei Liu, Mikolaj Chwalisz, Carolina Fortuna, Eli De Poorter, Jan Hauer, Daan Pareit, Lieven Hollevoet, and Ingrid Moerman
    EURASIP Journal on Wireless Communications and Networking, 2015
  • A Framework for Dynamic Composition of Communication Services
    Carolina Fortuna, and Mihael Mohorčič
    ACM Transactions on Sensor Networks, 2015
  • Design Trade-Offs for the Wireless Management Networks of Constrained Device Testbeds
    Justin Činkelj, Marjan Šterk, Adnan Bekan, Mihael Mohorčič, and Carolina Fortuna
    Proceedings, 2014
  • Power Allocation Game for Interference Mitigation in a Real-World Experimental Testbed
    Ciprian Anton, Andrei Toma, Ligia Cremene, Mihael Mohorčič, and Carolina Fortuna
    Proceedings, 2014
  • Mesh Network Over the Rime Stack Using VESNA Platforms
    Melisa Junuzović, Carolina Fortuna, Adnan Bekan, and Mihael Mohorčič
    Zbornik ... Elektrotehniške in Računalniške Konference ... = Proceedings of the ... Electrotechnical and Computer Science Conference ..., 2013
  • Sensor as a Service Using the VESNA Sensor Platform
    Adnan Bekan, Carolina Fortuna, Matevž Vučnik, and Mihael Mohorčič
    Zbornik, 2013
  • From Sensors to Real-Time Analytics
    Carolina Fortuna, and Marko Grobelnik
    Elektrotehniški Vestnik, 2012
  • A Framework for Acquiring Semantic Sensor Descriptions : (Short Paper)
    Luka Bradeško, Alexandra Moraru, Blaž Fortuna, Carolina Fortuna, and Dunja Mladenić
    5th International Workshop on Semantic Sensor Networks (ISCW) in Conjunction With the 11th International Semantic Web Conference, November 12, 2012, Boston, Massachusetts USA, 2012
  • From Sensors to Real-Time Analysis
    Carolina Fortuna, and Marko Grobelnik
    Telekomunikacije in Zasebnost : Zbornik Referatov, 2012
  • Towards Building a Global Oracle : A Physical Mashup Using Artificial Intelligence Technology
    Carolina Fortuna, Matevž Vučnik, Blaž Fortuna, Klemen Kenda, Alexandra Moraru, and Dunja Mladenić
    Pervasive 2012 : Workshops, June 18-22, 2012, Newcastle, UK, 2012
  • Metadata Management for the Web of Things : A Practical Perspective
    Carolina Fortuna, Patricia Oniga, Zoltan Padrah, Mihael Mohorčič, and Alexandra Moraru
    Pervasive 2012 : Workshops, June 18-22, 2012, Newcastle, UK, 2012
  • The Web of Things
    Carolina Fortuna, and Marko Grobelnik
    ESWC 12, 2012
  • Development of Discovery and Identification Protocol for Sensor Networks
    Matevž Vučnik, Zoltan Padrah, Carolina Fortuna, and Mihael Mohorčič
    Zbornik, 2012
  • A System for Publishing Sensor Data on the Semantic Web
    Alexandra Moraru, Carolina Fortuna, and Dunja Mladenić
    Proceedings of the ITI 2010, 2011
  • Spatio-Temporal Reasoning for Traffic Scene Understanding
    Raluca Brehar, Carolina Fortuna, Silviu Bota, Dunja Mladenić, and Sergiu Nedevschi
    Proceedings, 2011
  • Connecting Contiki Enabled Versatile Sensor Nodes via CC1101 Radio
    Zoltan Padrah, Carolina Fortuna, and Mihael Mohorčič
    Zbornik Prispevkov, 2011
  • Wireless Sensor Network Testbed on Public Lighting Infrastructure
    Miha Smolnikar, Carolina Fortuna, Matevž Vučnik, Marko Mihelin, and Mihael Mohorčič
    Workshop Papers, 2011
  • WSN Testbed for Lighting Control and Environmental Monitoring
    Matevž Vučnik, Carolina Fortuna, Maria Porcius, and Mihael Mohorčič
    Zbornik Prispevkov, 2011
  • Exposing Real World Information for the Web of Things
    Alexandra Moraru, Dunja Mladenić, Matevž Vučnik, Maria Porcius, Carolina Fortuna, and Mihael Mohorčič
    IIWeb2011, 2011
  • Postavitev Senzorskega Omrežja Na Infrastrukturi Javne Razsvetljave
    Miha Smolnikar, Carolina Fortuna, Matevž Vučnik, Marko Mihelin, and Mihael Mohorčič
    Internet Stvari : Zbornik Referatov, 2011
  • The Web of Things : Tutorial Description
    Carolina Fortuna, and Marko Grobelnik
    WWW 2011, 2011
  • Using Semantic Annotation for Knowledge Extraction From Geographical Distributed and Heterogeneous Sensor Data
    Alexandra Moraru, Carolina Fortuna, and Dunja Mladenić
    KDD 2010 : Proceedings of the Fourth International Workshop on Knowledge Discovery From Sensor Data, (SensorKDD'10), in Conjunction With KDD-2010, 16th ACM SIGKDD Conference on Knowledge Discovery and Data Mining, July 25-28, 2010, Washington, DC, USA, 2010
  • Knowledge Process Mining and Optimization
    Tadej Štajner, Carolina Fortuna, Dunja Mladenić, and Marko Grobelnik
    Zbornik 13. Mednarodne Multikonference Informacijska Družba - IS 2010, 11.-15. Oktober 2010 : Zvezek A, 2010
  • Integrating Custom Hardware Into Sensor Web
    Maria Porcius, Carolina Fortuna, Gorazd Kandus, and Mihael Mohorčič
    SoftCOM 2010, 2010
  • A Local Knowledge Base for the Media Independent Information System
    Carolina Fortuna, and Mihael Mohorčič
    Future Internet - FIS 2009 : Second Future Internet Symposium, FIS 2009, Berlin, Germany, September 1-3, 2009, 2010
  • Real-Time News Recommender System
    Blaž Fortuna, Carolina Fortuna, and Dunja Mladenić
    Machine Learning and Knowledge Discovery in Databases : European Conference, ECML PKDD 2010, Barcelona, Spain, September 20-24, 2010, 2010
  • Using Machine Learning on Sensor Data
    Alexandra Moraru, Marko Pesko, Maria Porcius, Carolina Fortuna, and Dunja Mladenić
    CIT : Journal of Computing and Information Technology, 2010
  • Learning to Predict Crowdedness From Sensor Data
    Alexandra Moraru, Marko Pesko, Maria Porcius, Carolina Fortuna, and Dunja Mladenić
    Research Roadmap on Cooperative Objects, 2010
  • A Local Knowledge Base for Service Oriented Access Network Selection
    Carolina Fortuna, and Mihael Mohorčič
    SIGCOMM'09 : Procedings of the 2009 SIGCOMM Conference and Co-Located Workshops MobiHeld'09, PRESTO'09, VISA'09, WOSN'09, & WREN'09, August 17-21, 2009, Barcelona, Spain, 2009
  • Demonstration : Wireless Access Network Selection Enabled by Semantic Technologies
    Carolina Fortuna, Bogdan Ivan, Zoltan Padrah, Luka Bradeško, Blaž Fortuna, and Mihael Mohorčič
    Proceedings, 2009
  • Evaluation of Wavelength Requirements for Stratospheric Optical Transport Networks
    Mihael Mohorčič, Carolina Fortuna, Andrej Vilhar, and Joachim Horwath
    Journal of Communications, 2009
  • A Hybrid Approach to QoS-Aware Web Service Classification and Recommendiation
    Alexandra Moraru, Carolina Fortuna, Blaž Fortuna, and Radu Rǎzvan Slaǎvescu
    Proceedings, 2009
  • Dynamic Composition of Service for End-to-End Information Transport
    Carolina Fortuna, and Mihael Mohorčič
    IEEE Wireless Communications, 2009
  • Trends in the Development of Communication Networks : Cognitive Networks
    Carolina Fortuna, and Mihael Mohorčič
    Computer Networks : The International Journal of Computer and Telecommunications Networking, 2009
  • UML Modeling of IEEE 802.16e Procedures = UML Modeliranje Procedur v IEEE 802.16e Standardu
    Carolina Fortuna, Barbara Koroušić-Seljak, and Mihael Mohorčič
    Elektrotehniški Vestnik, 2008
  • Multiobjective Optimization of Service Delivery Over a Heterogeneous Wireless Access System
    Carolina Fortuna, Mihael Mohorčič, and Bogdan Filipič
    ISWCS'08 : Proceedings of the 2008 IEEE International Sysmposium on Wireless Communication Systems, 21-24 October 2008, Reykjavik, Iceland, 2008
  • Semantic Modeling, Translation and Matching of QoS
    Alexandra Moraru, Blaž Fortuna, and Carolina Fortuna
    Zbornik 11. Mednarodne Multikonference Informacijska Družba - IS 2008, 13.-17. Oktober 2008 : Zvezek A, 2008
  • SmartA : Developing an Architecture for Cognitive Wireless Networks
    Carolina Fortuna, Mihael Mohorčič, Gorazd Kandus, and Bogdan Filipič
    LANMAN2008, 2008
  • Advanced Access Architecture for Efficient Service Delivery in Heterogeneous Wireless Networs
    Carolina Fortuna, and Mihael Mohorčič
    Proceedings, 2008
  • Wavelength Requirements in Optical Transport Networks Based on High-Altitude Platforms
    Carolina Fortuna, Andrej Vilhar, Joachim Horwath, and Mihael Mohorčič
    Proceedings of the Sixth International Symposium on Communication Systems, Networks and Digital Signal Processing (CSNDSP) : 23-25 July 2008, Graz University of Technology, Graz Austria, 2008
  • Multiple Antenna Techniques in WiMAX Systems
    Tine Celcer, Srečo Plevel, Tomaž Javornik, Carolina Fortuna, and Gorazd Kandus
    Elektrotehniški Vestnik, 2008
  • Anomaly Detection in Computer Networks Using Linear SVMs
    Carolina Fortuna, Blaž Fortuna, and Mihael Mohorčič
    Zbornik 10. Mednarodne Multikonference Informacijska Družba - IS 2007, 8.-12. Oktober 2007 : Zvezek A, 2007
  • Access to Broadband Services on Trains
    Carolina Fortuna, Andrej Hrovat, Mihael Mohorčič, and Gorazd Kandus
    Brezžični Širokopasovni Dostop, 2007
  • HAP Based Optical Transport Network Design
    Carolina Fortuna, Andrej Vilhar, and Mihael Mohorčič
    Zbornik Petnajste Mednarodne Elektrotehniške in Računalniške Konference ERK 2006, 25. - 27. September 2006, Portorož, Slovenija, 2006