Dr. Carolina Fortuna
- Role: Head of the Lab
- Joined: January, 2006
- Affiliations: Jožef Stefan Institute
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.
Books:
- The Internet of Things: From Data to Insight2020
- COBISS: 33305895
- ISBN: 978-1-119-54526-2
Books Chapters:
- Resource-Aware Deep Learning for Wireless Fingerprinting Localization2023
- On-Premise Artificial Intelligence as a Service for Small and Medium Size Setups2023
- Conclusion2020
- Streaming Data Processing for IoT2020
- Introduction2020
- Low-Cost Testbed Development and Its Applications in Cognitive Radio Prototyping2015
- Mashups for the Web of Things2013
- Increasing Predictability and Sharing Tacit Knowledge in Electronic Design2011
Publications:
- Energy Efficient Deep Multi-Label on/OFF Classification of Low Frequency Metered Home AppliancesIEEE access, 2024
- CARMEL: Capturing Spatio-Temporal Correlations via Time-Series Sub-Window Imaging for Home Appliance ClassificationEngineering applications of artificial intelligence, 2024
- On Neural Filter Selection for on/OFF Classification of Home AppliancesOdkrivanje znanja in podatkovna skladišča - SiKDD: Informacijska družba - IS 2023, 2023
- Self-Supervised Learning for Clustering of Wireless Spectrum ActivityComputer Communications, 2023
- Deep Feature Learning for Wireless Spectrum DataIEEE International Mediterranean Conference on Communications and Networking (IEEE MEDITCOM 2023): 4-7 September 2023 in Dubrovnik, Croatia, 2023
- Exploratory Analysis of Open Cellular RAN Fault and Slicing DatasetsŠTeKam: Študentska tehniška konferenca, 2023
- Dimensioning Wireless Embedded Test Environments to Support Continuous IntegrationIEEE INFOCOM 2023 - IEEE Conference on Computer Communications Workshops (INFOCOM WKSHPS): May 20, 2023 in Hoboken, New Jersey, USA, 2023
- GNN for Wireless Link Anomaly DetectionIEEE INFOCOM 2023 - IEEE Conference on Computer Communications Workshops (INFOCOM WKSHPS): May 20, 2023 in Hoboken, New Jersey, USA, 2023
- Area Under Time Series Transformation for Home Appliance Classification2023 19th International Conference on Wireless and Mobile Computing, Networking and Communications (WiMob): 21-23 June 2023, Montreal, Canada, 2023
- Learning to Detect Wireless Spectrum Occupancy Using Clustering Approaches2023 19th International Conference on Wireless and Mobile Computing, Networking and Communications (WiMob): 21-23 June 2023, Montreal, Canada, 2023
- HANNA: Human-Friendly Provisioning and Configuration of Smart DevicesEngineering applications of artificial intelligence, 2023
- Feature Management for Machine Learning Operation Pipelines in AI Native NetworksBalkanCom 2023, 2023 International Balkan Conference on Communications and Networking (BalkanCom) took place 5-8 June 2023 in İstanbul, Turkey, 2023
- XAI for Self-Supervised Clustering of Wireless Spectrum ActivityBalkanCom 2023, 2023 International Balkan Conference on Communications and Networking (BalkanCom) took place 5-8 June 2023 in İstanbul, Turkey, 2023
- Graph Neural Networks Based Anomalous RSSI DetectionBalkanCom 2023, 2023 International Balkan Conference on Communications and Networking (BalkanCom) took place 5-8 June 2023 in İstanbul, Turkey, 2023
- Machine Vision Based Wireless Link Layer Anomaly CharacterizationNetAISys’23: Proceedings of the First International Workshop on Networked AI Systems, 2023
- Graph Isomorphism Networks for Wireless Link Layer Anomaly Classification2023 IEEE Wireless Communications and Networking Conference (WCNC): proceedings, 2023
- Smart Infrastructures: Artificial Intelligence-Enabled Lifecycle AutomationIEEE industrial electronics magazine, 2023
- Resource-Aware Time Series Imaging Classification for Wireless Link Layer AnomaliesIEEE transactions on neural networks and learning systems, 2023
- Deep Feature Learning for Wireless Spectrum Data2023
- XAI for Self-Supervised Clustering of Wireless Spectrum Activity2023
- Kubitect: A Solution for On-Premise Cluster DeploymentIEEE/ACM 15th International Conference on Utility and Cloud Computing (UCC): proceedings, 2022
- SciKit Learn vs Dask vs Apache Spark Benchmarking on the EMINST DatasetInformation society, 2022
- Towards Sustainable Deep Learning for Wireless Fingerprinting LocalizationICC 2022 - IEEE International Conference on Communications: 16-20 May 2022, 2022
- On-Premise Artificial Intelligence as a Service for Small and Medium Size Setups2022
- Self-Supervised Learning for Clustering of Wireless Spectrum Activity2022
- Towards Sustainable Deep Learning for Wireless Fingerprinting Localization2022
- On Designing Data Models for Energy Feature Stores2022
- Resource-Aware Deep Learning for Wireless Fingerprinting Localization2022
- Dimensionality Expansion of Load Monitoring Time Series and Transfer Learning for EMS2022
- Learning to Automatically Identify Home AppliancesOdkrivanje znanja in podatkovna skladišča - SiKDD: 4. oktober 2021, 4 October 2021, Ljubljana, Slovenia, 2021
- A Deep Learning Model for Anomalous Wireless Link Detection17th 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 DetectionSoftCOM .., 2021
- Designing a Machine Learning Based Non-Intrusive Load Monitoring ClassifierProceedings of the ... Electrotechnical and Computer Science Conference, 2021
- Performance Evaluation of COINS Framework for Wireless Network AutomationEuropean Conference on Networks and Communications, 2021
- Improving CSI-Based Massive MIMO Indoor Positioning Using Convolutional Neural NetworkEuropean Conference on Networks and Communications, 2021
- Learning to Fairly Classify the Quality of Wireless LinksWONS 2021, 16th Wireless On-demand Network systems and Services Conference, 9-11th March 2021: Virtual Conference, 2021
- Machine Learning for Wireless Link Quality Estimation: A SurveyIEEE Communications surveys and tutorials, 2021
- Time-to-Provision Evaluation of Iot Devices Using Automated Zero-Touch ProvisioningGLOBECOM 2020, 2020 IEEE Global Communications Conference, 7-11 December 2020: virtual proceedings, 2020
- Learning to Detect Anomalous Wireless Links in IoT NetworksIEEE access, 2020
- Automatic Detection of Wireless TransmissionsIEEE access, 2020
- On Designing a Machine Learning Based Wireless Link Quality ClassifierIEEE PIMRC 2020, 31st Annual International Symposium on Personal, Indoor, and Mobile Radio Communications, 31 August - 3 September 2020, London, UK: virtual conference, 2020
- Time-to-Provision Evaluation of IoT Devices Using Automated Zero-Touch Provisioning2020
- Whitelisting in RFDMA NetworksIEEE access, 2019
- Automated Initial Configuration of Wireless Embedded Devices in the Internet ThingsBalkanCOM 2019, 5G and beyond, 2019
- Continuous Integration in Wireless Technology DevelopmentIEEE communications magazine, 2018
- Integrating Research Testbeds Into Social Coding PlatformsEUCNC 2018: 27th European Conference on Networks and Communications, 2018
- An Adaptive Channel Quality Metric for Ultra-Narrowband SystemsEUCNC 2018: 27th European Conference on Networks and Communications, 2018
- A Methodology for Experimental Evaluation of Signal Detection Methods in Spectrum SensingPloS one, 2018
- Automatic Detection and Query of Wireless Spectrum Events From Streaming Data2018
- Optimization of Ultra-Narrowband Wireless Communication: An Experimental Case StudyIEEE 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 NetworksComputer networks: the international journal of computer and telecommunications networking, 2017
- Povezovanje Naprav v Heterogenih in Zgoščenih Komunikacijskih Okoljih Omrežjih 5GOmrežja 5G za digitalno preobrazbo: zbornik referatov, 2017
- Discrete Transmit Power Devices in Dense Wireless Networks: Methodology and Case StudyIEEE access, 2017
- Data-Driven Design of Intelligent Wireless Networks: An Overview and TutorialSensors, 2016
- Data Driven Wireless Network Design: A Multi-Level Modeling ApproachWireless personal communications, 2016
- GITAR: Generic Extension for Internet-of-Things ARchitectures Enabling Dynamic Updates of Network and Application ModulesAd hoc networks, 2016
- An Architecture for Fully Reconfigurable Plug-and-Play Wireles Sensor Network TestbedIEEE GLOBECOM 2015: connecting all through communications, 2015
- Wireless Software and Hardware Platforms for Flexible and Unified Radio and Network ControLEUNIC 2015, 2015
- Online Short-Term Forecasting of Photovoltaic Energy ProductionThe 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 ControIntegrated 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
- Heterogeneous Spectrum Sensing: Challenges and MethodologiesEURASIP Journal on wireless communications and networking, 2015
- A Framework for Dynamic Composition of Communication ServicesACM transactions on sensor networks, 2015
- QMiner: Data Analytics Platform for Processing Streams of Structured and Unstructuerd DataES4ML, 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
- Design Trade-Offs for the Wireless Management Networks of Constrained Device TestbedsProceedings, 2014
- Power Allocation Game for Interference Mitigation in a Real-World Experimental TestbedProceedings, 2014
- Mesh Network Over the Rime Stack Using VESNA PlatformsProceedings of the ... Electrotechnical and Computer Science Conference ..., 2013
- Sensor as a Service Using the VESNA Sensor PlatformZbornik, 2013
- From Sensors to Real-Time AnalyticsElektrotehniški vestnik, 2012
- A Framework for Acquiring Semantic Sensor Descriptions: (Short Paper)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 AnalysisTelekomunikacije in zasebnost: zbornik referatov, 2012
- Towards Building a Global Oracle: A Physical Mashup Using Artificial Intelligence TechnologyPervasive 2012: workshops, June 18-22, 2012, Newcastle, UK, 2012
- Metadata Management for the Web of Things: A Practical PerspectivePervasive 2012: workshops, June 18-22, 2012, Newcastle, UK, 2012
- The Web of ThingsESWC 12, 2012
- Development of Discovery and Identification Protocol for Sensor NetworksZbornik, 2012
- The Web of ThingsESWC 11, 8th Extended Semantic Web Conference, May 29th - June 2nd, 2011, Heraklion, Greece, 2011
- A System for Publishing Sensor Data on the Semantic WebProceedings of the ITI 2010, 2011
- Spatio-Temporal Reasoning for Traffic Scene UnderstandingProceedings, 2011
- Connecting Contiki Enabled Versatile Sensor Nodes via CC1101 RadioZbornik prispevkov, 2011
- Wireless Sensor Network Testbed on Public Lighting InfrastructureWorkshop papers, 2011
- WSN Testbed for Lighting Control and Environmental MonitoringZbornik prispevkov, 2011
- Exposing Real World Information for the Web of ThingsIIWeb2011, 2011
- Postavitev Senzorskega Omrežja Na Infrastrukturi Javne RazsvetljaveInternet stvari: zbornik referatov, 2011
- The Web of Things: Tutorial DescriptionWWW 2011, 2011
- Using Semantic Annotation for Knowledge Extraction From Geographical Distributed and Heterogeneous Sensor DataKDD 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 OptimizationZbornik 13. mednarodne multikonference Informacijska družba - IS 2010, 11.-15. oktober 2010: zvezek A, 2010
- Integrating Custom Hardware Into Sensor WebSoftCOM 2010, 2010
- A Local Knowledge Base for the Media Independent Information SystemFuture internet - FIS 2009: second future internet symposium, FIS 2009, Berlin, Germany, September 1-3, 2009, 2010
- Real-Time News Recommender SystemMachine learning and knowledge discovery in databases: European conference, ECML PKDD 2010, Barcelona, Spain, September 20-24, 2010, 2010
- Using Machine Learning on Sensor DataCIT: journal of computing and information technology, 2010
- Learning to Predict Crowdedness From Sensor DataResearch roadmap on cooperative objects, 2010
- A Local Knowledge Base for Service Oriented Access Network SelectionSIGCOMM'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 TechnologiesProceedings, 2009
- Evaluation of Wavelength Requirements for Stratospheric Optical Transport NetworksJournal of communications, 2009
- A Hybrid Approach to QoS-Aware Web Service Classification and RecommendiationProceedings, 2009
- Dynamic Composition of Service for End-to-End Information TransportIEEE wireless communications, 2009
- Trends in the Development of Communication Networks: Cognitive NetworksComputer networks: the international journal of computer and telecommunications networking, 2009
- UML Modeliranje Procedur v IEEE 802.16e StandarduElektrotehniški vestnik, 2008
- Multiobjective Optimization of Service Delivery Over a Heterogeneous Wireless Access SystemISWCS'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 QoSZbornik 11. mednarodne multikonference Informacijska družba - IS 2008, 13.-17. oktober 2008: zvezek A, 2008
- SmartA: Developing an Architecture for Cognitive Wireless NetworksLANMAN2008, 2008
- Advanced Access Architecture for Efficient Service Delivery in Heterogeneous Wireless NetworsProceedings, 2008
- Wavelength Requirements in Optical Transport Networks Based on High-Altitude PlatformsProceedings 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 SystemsElektrotehniški vestnik, 2008
- Anomaly Detection in Computer Networks Using Linear SVMsZbornik 10. mednarodne multikonference Informacijska družba - IS 2007, 8.-12. oktober 2007: zvezek A, 2007
- Access to Broadband Services on TrainsBrezžični širokopasovni dostop, 2007
- HAP Based Optical Transport Network DesignZbornik petnajste mednarodne Elektrotehniške in računalniške konference ERK 2006, 25. - 27. september 2006, Portorož, Slovenija, 2006