Publications
Open Access Book
Scientific papers and publications
- Ruben Alonso (R2M), Emanuele Concas (UNICA), Diego Reforgiato Recupero (R2M, UNICA) (2021) An Abstraction Layer Exploiting Voice Assistant Technologies For Effective Human—Robot Interaction On Applied Sciences. Special Issue Belongging To The Section "Robotics And Automation".
- Afzal-Houshmand Sam, Sajad Homayoun, And Thanassis Giannetsos (2021): A Perfect Match: Deep Learning Towards Enhanced Data Trustworthiness In Crowd-Sensing Systems, IEEE International Mediterranean Conference On Communications And Networking (MeditCom). Available in Open Access here
- Patrik Zajec, Jože M. Rožanec, Elena Trajkova, Inna Novalija, Klemen Kenda, Blaž Fortuna, Dunja Mladenić (2021), “Help Me Learn! Architecture And Strategies To Combine Recommendations And Active Learning In Manufacturing”, MDPI Information Journal
- Jože M. Rožanec, Blaž Fortuna, Dunja Mladenić (2022), Knowledge Graph-Based Rich And Confidentiality Preserving Explainable Artificial Intelligence (XAI), Information Fusion, Volume 81, May 2022, Pages 91-102
- Jože Rožanec, Elena Trajkova, Klemen Kenda, Blaž Fortuna, Dunja Mladenić (2021) “Explaining Bad Forecasts In Global Time Series Models”, MDPI Special Issue, Appl. Sci. 2021, 11(19), 9243
- Jože M. Rožanec, Patrik Zajec, Klemen Kenda, Inna Novalija, Blaž Fortuna, Dunja Mladenić (2021) "XAI-KG: Knowledge Graph To Support XAI And Decision-Making In Manufacturing" KET4DF - CAiSE Conference Available in Open Access here
- Jože M. Rožanec (2021), “Explainable Demand Forecasting: A Data Mining Goldmine”, WWW Conference
- Patrik Zajec, Jože M. Rožanec, Inna Novalija, Blaž Fortuna, Dunja Mladenić, Klemen Kenda (2021), "Towards Active Learning Based Smart Assistant For Manufacturing", APMS 2021 Conference
- Jože M. Rožanec, Patrik Zajec, Klemen Kenda, Inna Novalija, Blaž Fortuna, Dunja Mladenić, Entso Veliou, Dimitrios Papamartzivanos, Thanassis Giannetsos, Sofia Anna Menesidou, Rubén Alonso, Nino Cauli, Diego Reforgiato Recupero, Dimosthenis Kyriazis, Georgios Sofianidis, Spyros Theodoropoulos, John Soldatos (2021), "STARdom: An Architecture For Trusted And Secure Human-Centered Manufacturing Systems" APMS 2021 Conference Available in Open Access here
- Emmanouilidis, C., Waschull, S., Bokhorst, J.A.C., And Wortmann, J.C. (2021), "Human In The AI Loop In Production Environments", IFIP Advances In Information And Communication Technology, Pp. 331–342. Available in Open Access here
- Waschull, S., And Emmanouilidis, C. (2022), "Development And Application Of A Human-Centric Co-Creation Design Method For AI-Enabled Systems In Manufacturing", IFAC IMS 2022 Volume 55, Issue 2
- Theodora Anastasiou, Karagiorgou Sophia, Petros Petrou, Dimitrios Papamartzivanos, Thanassis Giannetsos, Georgia Tsirigotaki, "Towards Robustifying Image Classifiers Against The Perils Of Adversarial Machine Learning Attacks" (Working Paper), Sensors, MDPI, Special Issue On Cybersecurity In The Internet Of Things
- Montini, E., Cutrona, V.,Bonomi, N. Bettoni, A., Landolfi, G., Rocco, P. Carpanzano, E., (2022). An IIoT Platform For Human-Aware Factory Digital Twins. Procedia CIRP.
- Jože M. Rožanec, Elena Trajkova, Inna Novalija, Patrik Zajec, Klemen Kenda, Blaž Fortuna, Dunja Mladenić,"Enriching Artificial Intelligence Explanations With Knowledge Fragments", MDPI Future Internet 2022, 14(5), 134
- Jože M. Rožanec, Patrik Zajec, Elena Trajkova, Beno Šircelj, Bor Brecelj, Inna Novalija, Paulien Dam, Blaž Fortuna, Dunja Mladenić, "Towards A Comprehensive Visual Quality Inspection For Industry 4.0", IFAC MIM 2022
- S. Theodoropoulos, P. Zajek, J. M. Rozanec, D. Kyriazis, P. Tsanakas (2024), "On-The-Fly Image-Level Oversampling For Imbalanced Datasets Of Manufacturing Defects" Springer, Machine Learning, Special Issue On Imbalanced Learning (https://doi.org/10.1007/s10994-023-06498-4)
- Elena Trajkova, Jože M. Rožanec, Paulien Dam, Blaž Fortuna, Dunja Mladenić (2021), “Active Learning for Automated Visual Inspection of Manufactured Products”, SIKDD
- Jože M. Rožanec; Elena Trajkova; Paulien Dam; Blaž Fortuna; Dunja Mladenić (2022), “Streaming Machine Learning and Online Active Learning for Automated Visual Inspection”, 14th IFAC Workshop on Intelligent Manufacturing System
- Jože M. Rožanec, Inna Novalija, Patrik Zajec, Klemen Kenda, Hooman Tavakoli Ghinani, Sungho Suh, Entso Veliou, Dimitrios Papamartzivanos, Thanassis Giannetsos, Sofia Anna Menesidou, Ruben Alonso, Nino Cauli, Antonello Meloni, Diego Reforgiato Recupero, Dimosthenis Kyriazis, Georgios Sofianidis, Spyros Theodoropoulos, Blaž Fortuna, Dunja Mladenić & John Soldatos (2022), “Human-centric artificial intelligence architecture for industry 5.0 applications”, International Journal of Production Research, pp. 6847-6872
- Emmanouilidis, Christos; Rica-Alarcón, Elena (2022), “Visual Quality Control via eXplainable AI and the Case of Human in the AI Loop”, In: Crespo Márquez, A., Gómez Fernández, J.F., González-Prida Díaz, V., Amadi-Echendu, J. (eds) 16th WCEAM Proceedings. WCEAM 2022. Lecture Notes in Mechanical Engineering. Available in Open Access here
- Bernadin Namoano; Christos Emmanouilidis; Cristobal Ruiz-Carcel; Andrew Starr (2022), “Data-Driven Wheel Slip Diagnostics for Improved Railway Operations”, 5th IFAC Workshop on Advanced Maintenance Engineering, Services and Technologies AMEST 2022 Bogotá, Colombia, July 26 – 29, 2022
- Georgios Makridis, Spyros Theodoropoulos, Dimitrios Dardanis, Ioannis Makridis, Maria Margarita Separdani, Georgios Fatouros, Dimosthenis Kyriazis, Panagiotis Koulouris (2022), “XAI enhancing cyber defence against adversarial attacks in industrial applications”, 2022 IEEE 5th International Conference on Image Processing Applications and Systems (IPAS) Available in Open Access here
- Rožanec, Jože M.; Papamartzivanos, Dimitrios; Veliou, Entso; Anastasiou, Theodora; Keizer, Jelle; Fortuna, Blaž; Mladenić, Dunja (2022), “Machine Beats Machine: Machine Learning Models to Defend Against Adversarial Attacks, SiKDD ’22, October, 2022, Ljubljana, Slovenia
- Vincenzo Cutrona, Niko Bonomi, Elias Montini, Tamas Ruppert, Giacomo Delinavelli, Paolo Pedrazzoli (2023), “Extending factory digital Twins through human characterisation in Asset Administration Shell”, International Journal of Computer Integrated Manufacturing, pp. 1-18 (https://doi.org/10.1080/0951192X.2023.2278108)
- S.Theodoropoulos, P.Zajec, J.M.Rozanec, D. Dardanis, G. Makridis, D.Kyriazis, P.Tsanakas (2023), “Identifying Novel Defects During AI-Driven Visual Quality Inspection”, IFAC WC 2023, pp. 3738-3743 (https://doi.org/10.1016/j.ifacol.2023.10.1542)
- Georgios Makridis, Georgios Fatouros, Vasileios Koukos, Dimitrios Kotios, Dimosthenis Kyriazis and Ioannis Soldatos (2023), “XAI for time-series classification leveraging image highlight methods”, MEDES 2023 (https://doi.org/10.1007/978-3-031-51643-6_28) Available in Open Access here
- Rožanec, Jože M.; Zajec, Patrik; Theodoropoulos, Spyros; Koehorst, Erik; Fortuna, Blaž; Mladenić, Dunja (2023), “Synthetic Data Augmentation Using GAN For Improved Automated Visual Inspection”, IFAC WC 2023
- Jože M. Rožanec, Patrik Zajec, Spyros Theodoropoulos, Erik Koehorst, Blaž Fortunat, Dunja Mladenić (2023), “Robust Anomaly Map Assisted Multiple Defect Detection with Supervised Classification Techniques”, IFAC WC 2023, pp. 7846-7851
- Suh, Sungho, Vitor Fortes Rey, Sizhen Bian, Yu-Chi Huang, Jože M. Rožanec, Hooman Tavakoli Ghinani, Bo Zhou, and Paul Lukowicz (2023), “Worker Activity Recognition in Manufacturing Line Using Near-body Electric Field”, IEEE Internet of Things
- Bello, Hymalai, Sungho Suh, Daniel Geißler, Lala Shakti Swarup Ray, Bo Zhou, and Paul Lukowicz (2023), “CaptAinGlove: Capacitive and inertial fusion-based glove for real-time on edge hand gesture recognition for drone control”, In Adjunct Proceedings of the 2023 ACM International Joint Conference on Pervasive and Ubiquitous Computing & the 2023 ACM International Symposium on Wearable Computing, pp 165-169. Available in Open Access here
- Rubén Alonso, Danilo Dessí, Antonello Meloni , and Diego Reforgiato Recuero (2023), “A General and NLP-based Architecture to perform Recommendation: A Use Case for Online Job Search and Skills Acquisition”, In Proceedings of the 38th ACM/SIGAPP Symposium On Applied Computing, pp. 936-938 Available in Open Acess here
- Florescu, T., Waschull, S., and Emmanouilidis, C. (2023), “Human-Centric Industrial Augmented Reality: Requirements and Design Guidelines for Usability”, In: Alfnes, E., Romsdal, A., Strandhagen, J.O., von Cieminski, G., Romero, D. (eds) Advances in Production Management Systems. Production Management Systems for Responsible Manufacturing, Service, and Logistics Futures. APMS 2023. IFIP Advances in Information and Communication Technology, pp. 617-632
- Jože M. Rožanec, Karel Križnar, Elias Montini, Vincenzo Cutrona, Erik Koehorst, Blaž Fortuna, Dunja Mladenić, Christos Emmanouilidis (2023), Predicting Operators’ Fatigue in a Human in the Artificial Intelligence Loop for Defect Detection in Manufacturing”, 22nd IFAC World Congress Yokohama, Japan, July 9-14, 2023, pp. 7609-7614
- JWaschull, S., Emmanouilidis, C. (2023), “Assessing human-centricity in AI enabled manufacturing systems: a socio-technical evaluation methodology”, 22nd IFAC World Congress Yokohama, Japan, July 9-14, 2023, pp. 1791-1796
- Emmanouilidis, C., Rica, E., and Duqueroie, B. (2023), “Anticipating human presence for safer worker - robot shared workspaces”, 22nd IFAC World Congress Yokohama, Japan, July 9-14, 2023, pp. 6358-6363
- Sam Afzal-Houshmand; Dimitrios Papamartzivanos; Sajad Homayoun; Entso Veliou; Christian D. Jensen; Athanasios Voulodimos; Thanassis Giannetsos (2023), “Explainable Artificial Intelligence to Enhance Data Trustworthiness in Crowd-Sensing Systems”, 2023 19th International Conference on Distributed Computing in Smart Systems and the Internet of Things (DCOSS-IoT), pp. 568-576
- Rožanec, Jože M.; Montini, Elias; Cutrona, Vincenzo; Papamartzivanos, Dimitrios; Klemenčič, Timotej; Fortuna, Blaž; Mladenić, Dunja; Veliou, Entso; Giannetsos, Thanassis; Emmanouilidis, Christos (2023), “Human in the AI loop via xAI and Active Learning for Visual Inspection”, Chapter
- Rožanec, J. M., Bizjak, L., Trajkova, E., Zajec, P., Keizer, J., Fortuna, B., & Mladenić, D. (2023), “Active learning and novel model calibration measurements for automated visual inspection in manufacturing”, Journal of Intelligent Manufacturing
- Križnar, K., Fortuna, B., Rožanec, J. M., & Mladenić, D. (2023), “Explainable Artificial Intelligence Meets Active Learning: A Novel GradCAM-based Active Learning Strategy”, Central European Conference on Information and Intelligent Systems, Faculty of Organization and Informatics Varazdin, pp. 399-406
- Rožanec, J. M., Koehorst, E., & Mladenić, D. (2023), “Highlighting Embeddings’ Features Relevance Attribution on Activation Maps”, SIKDD
- S.Theodoropoulos, D. Dardanis, G. Makridis, P.Zajec, J.M.Rozanec, D.Kyriazis, P.Tsanakas, Enhancing Robustness to Novel Visual Defects through StyleGAN Latent Space Navigation: A Manufacturing Use Case”, Journal of Intelligent Manufacturing, Springer Nature