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Joze M. Rozanec

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affiliation: Jozef Stefan Institute, Ljubljana, Slovenia

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2020 – today

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2024
[j10]
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Patrik Zajec, Joze M. Rozanec, Spyros Theodoropoulos, Mihail Fontul, Erik Koehorst, Blaz Fortuna, Dunja Mladenic:
Few-shot learning for defect detection in manufacturing. Int. J. Prod. Res. 62(19): 6979-6998 (2024)
[j9]
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Sungho Suh, Vítor Fortes Rey, Sizhen Bian, Yu-Chi Huang, Joze M. Rozanec, Hooman Tavakoli Ghinani, Bo Zhou, Paul Lukowicz:
Worker Activity Recognition in Manufacturing Line Using Near-Body Electric Field. IEEE Internet Things J. 11(7): 11554-11565 (2024)
[j8]
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Joze M. Rozanec, Luka Bizjak, Elena Trajkova, Patrik Zajec, Jelle Keizer, Blaz Fortuna, Dunja Mladenic:
Active learning and novel model calibration measurements for automated visual inspection in manufacturing. J. Intell. Manuf. 35(5): 1963-1984 (2024)
[j7]
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Spyros Theodoropoulos, Patrik Zajec, Joze M. Rozanec, Dimosthenis Kyriazis, Panayiotis Tsanakas:
On-the-fly image-level oversampling for imbalanced datasets of manufacturing defects. Mach. Learn. 113(7): 4013-4035 (2024)
[c14]
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Joze M. Rozanec, Beno Sircelj, Michael Cochez, Gregor Leban:
Back to the Future: predicting causal relationships influencing oil prices. Tiny Papers @ ICLR 2024
[c13]
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S. Haleh S. Dizaji, Joze M. Rozanec, Reza Farahani, Dumitru Roman, Radu Prodan:
An Extensive Characterization of Graph Sampling Algorithms. ICPE (Companion) 2024: 135-140
[c12]
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Joze M. Rozanec, Matias Rozanec:
Go-Network: a graph sampling library written in Go. ICPE (Companion) 2024: 151-155
2023
[j6]
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Joze M. Rozanec, Inna Novalija, Patrik Zajec, Klemen Kenda, Hooman Tavakoli Ghinani, Sungho Suh, Entso Veliou, Dimitrios Papamartzivanos, Thanassis Giannetsos, Sofia-Anna Menesidou, Rubén Alonso, Nino Cauli, Antonello Meloni, Diego Reforgiato Recupero, Dimosthenis Kyriazis, Georgios Sofianidis, Spyros Theodoropoulos, Blaz Fortuna, Dunja Mladenic, John Soldatos:
Human-centric artificial intelligence architecture for industry 5.0 applications. Int. J. Prod. Res. 61(20): 6847-6872 (2023)
[c11]
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Martin Molan, Junaid Ahmed Khan, Andrea Bartolini, Roberta Turra, Giorgio Pedrazzi, Michael Cochez, Alexandru Iosup, Dumitru Roman, Joze M. Rozanec, Ana Lucia Varbanescu, Radu Prodan:
The Graph-Massivizer Approach Toward a European Sustainable Data Center Digital Twin. COMPSAC 2023: 1459-1464
[c10]
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Peter Nemec, Gregor Leban, Joze M. Rozanec, Marko Grobelnik:
Semi-Supervised Event Predictions with Graph Networks. ICPE (Companion) 2023: 245-246
[c9]
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Joze M. Rozanec, Peter Nemec, Gregor Leban, Marko Grobelnik:
AI, What Does the Future Hold for Us? Automating Strategic Foresight. ICPE (Companion) 2023: 247-248
[c8]
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Joze M. Rozanec, Michael Cochez, Ruud van Bakel, Brian Elvesæter, Dumitru Roman:
Graph-Scrutinizer: Towards Massive Graph Analytics and Reasoning. ICPE (Companion) 2023: 251-252
[c7]
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  - conf/wosp/RozanecERG023
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Joze M. Rozanec, Brian Elvesæter, Dumitru Roman, Marko Grobelnik, Peter Haase:
Graph-Inceptor: Towards Extreme Data Ingestion, Massive Graph Creation and Storage. ICPE (Companion) 2023: 253-254
[i21]
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  - journals/corr/abs-2307-05508
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Joze M. Rozanec, Elias Montini, Vincenzo Cutrona, Dimitrios Papamartzivanos, Timotej Klemencic, Blaz Fortuna, Dunja Mladenic, Entso Veliou, Thanassis Giannetsos, Christos Emmanouilidis:
Human in the AI loop via xAI and Active Learning for Visual Inspection. CoRR abs/2307.05508 (2023)
[i20]
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  - journals/corr/abs-2308-03514
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Sungho Suh, Vítor Fortes Rey, Sizhen Bian, Yu-Chi Huang, Joze M. Rozanec, Hooman Tavakoli Ghinani, Bo Zhou, Paul Lukowicz:
Worker Activity Recognition in Manufacturing Line Using Near-body Electric Field. CoRR abs/2308.03514 (2023)
[i19]
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  - journals/corr/abs-2310-08088
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Joze M. Rozanec, Gasper Petelin, João Pita Costa, Blaz Bertalanic, Gregor Cerar, Marko Gucek, Gregor Papa, Dunja Mladenic:
Dealing with zero-inflated data: achieving SOTA with a two-fold machine learning approach. CoRR abs/2310.08088 (2023)
2022
[j5]
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  - journals/fi/RozanecTNZKFM22
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Joze M. Rozanec, Elena Trajkova, Inna Novalija, Patrik Zajec, Klemen Kenda, Blaz Fortuna, Dunja Mladenic:
Enriching Artificial Intelligence Explanations with Knowledge Fragments. Future Internet 14(5): 134 (2022)
[j4]
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Joze M. Rozanec, Jinzhi Lu, Jan Rupnik, Maja Skrjanc, Dunja Mladenic, Blaz Fortuna, Xiaochen Zheng, Dimitris Kiritsis:
Actionable cognitive twins for decision making in manufacturing. Int. J. Prod. Res. 60(2): 452-478 (2022)
[j3]
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Joze M. Rozanec, Blaz Fortuna, Dunja Mladenic:
Knowledge graph-based rich and confidentiality preserving Explainable Artificial Intelligence (XAI). Inf. Fusion 81: 91-102 (2022)
[j2]
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  - journals/information/EirinakisLPAKKL22
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Pavlos Eirinakis, Stavros Lounis, Stathis Plitsos, George Arampatzis, Kostas Kalaboukas, Klemen Kenda, Jinzhi Lu, Joze M. Rozanec, Nenad Stojanovic:
Cognitive Digital Twins for Resilience in Production: A Conceptual Framework. Inf. 13(1): 33 (2022)
[i18]
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  - journals/corr/abs-2203-10794
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Joze M. Rozanec, Inna Novalija, Patrik Zajec, Klemen Kenda, Hooman Tavakoli, Sungho Suh, Entso Veliou, Dimitrios Papamartzivanos, Thanassis Giannetsos, Sofia-Anna Menesidou, Rubén Alonso, Nino Cauli, Antonello Meloni, Diego Reforgiato Recupero, Dimosthenis Kyriazis, Georgios Sofianidis, Spyros Theodoropoulos, Blaz Fortuna, Dunja Mladenic, John Soldatos:
Human-Centric Artificial Intelligence Architecture for Industry 5.0 Applications. CoRR abs/2203.10794 (2022)
[i17]
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  - journals/corr/abs-2204-05579
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Joze M. Rozanec, Elena Trajkova, Inna Novalija, Patrik Zajec, Klemen Kenda, Blaz Fortuna, Dunja Mladenic:
Enriching Artificial Intelligence Explanations with Knowledge Fragments. CoRR abs/2204.05579 (2022)
[i16]
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  - journals/corr/abs-2208-01903
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Joze M. Rozanec, Bojan Nemec:
Neural Dynamic Movement Primitives - a survey. CoRR abs/2208.01903 (2022)
[i15]
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  - journals/corr/abs-2209-05486
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Joze M. Rozanec, Luka Bizjak, Elena Trajkova, Patrik Zajec, Jelle Keizer, Blaz Fortuna, Dunja Mladenic:
Active Learning and Approximate Model Calibration for Automated Visual Inspection in Manufacturing. CoRR abs/2209.05486 (2022)
[i14]
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  - journals/corr/abs-2209-13957
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Bor Brecelj, Beno Sircelj, Joze M. Rozanec, Blaz Fortuna, Dunja Mladenic:
Forecasting Sensor Values in Waste-To-Fuel Plants: a Case Study. CoRR abs/2209.13957 (2022)
[i13]
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  - journals/corr/abs-2209-13963
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Joze M. Rozanec, Dimitrios Papamartzivanos, Entso Veliou, Theodora Anastasiou, Jelle Keizer, Blaz Fortuna, Dunja Mladenic:
Machine Beats Machine: Machine Learning Models to Defend Against Adversarial Attacks. CoRR abs/2209.13963 (2022)
[i12]
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  - journals/corr/abs-2212-09317
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Joze M. Rozanec, Patrik Zajec, Spyros Theodoropoulos, Erik Koehorst, Blaz Fortuna, Dunja Mladenic:
Synthetic Data Augmentation Using GAN For Improved Automated Visual Inspection. CoRR abs/2212.09317 (2022)
[i11]
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  - journals/corr/abs-2212-09352
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Joze M. Rozanec, Patrik Zajec, Spyros Theodoropoulos, Erik Koehorst, Blaz Fortuna, Dunja Mladenic:
Robust Anomaly Map Assisted Multiple Defect Detection with Supervised Classification Techniques. CoRR abs/2212.09352 (2022)
2021
[j1]
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  - journals/information/ZajecRTNKFM21
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Patrik Zajec, Joze M. Rozanec, Elena Trajkova, Inna Novalija, Klemen Kenda, Blaz Fortuna, Dunja Mladenic:
Help Me Learn! Architecture and Strategies to Combine Recommendations and Active Learning in Manufacturing. Inf. 12(11): 473 (2021)
[c6]
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Joze M. Rozanec, Patrik Zajec, Klemen Kenda, Inna Novalija, Blaz Fortuna, Dunja Mladenic:
XAI-KG: Knowledge Graph to Support XAI and Decision-Making in Manufacturing. CAiSE Workshops 2021: 167-172
[c5]
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  - conf/ifip5-7/RozanecZKNFMVPG21
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Joze M. Rozanec, Patrik Zajec, Klemen Kenda, Inna Novalija, Blaz Fortuna, Dunja Mladenic, Entso Veliou, Dimitrios Papamartzivanos, Thanassis Giannetsos, Sofia-Anna Menesidou, Rubén Alonso, Nino Cauli, Diego Reforgiato Recupero, Dimosthenis Kyriazis, Georgios Sofianidis, Spyros Theodoropoulos, John Soldatos:
STARdom: An Architecture for Trusted and Secure Human-Centered Manufacturing Systems. APMS (4) 2021: 199-207
[c4]
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Patrik Zajec, Joze M. Rozanec, Inna Novalija, Blaz Fortuna, Dunja Mladenic, Klemen Kenda:
Towards Active Learning Based Smart Assistant for Manufacturing. APMS (4) 2021: 295-302
[c3]
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Joze M. Rozanec:
Explainable Demand Forecasting: A Data Mining Goldmine. WWW (Companion Volume) 2021: 723-724
[i10]
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  - journals/corr/abs-2103-12854
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Joze M. Rozanec, Jinzhi Lu, Jan Rupnik, Maja Skrjanc, Dunja Mladenic, Blaz Fortuna, Xiaochen Zheng, Dimitris Kiritsis:
Actionable Cognitive Twins for Decision Making in Manufacturing. CoRR abs/2103.12854 (2021)
[i9]
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  - journals/corr/abs-2103-13812
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Joze M. Rozanec, Dunja Mladenic:
Reframing demand forecasting: a two-fold approach for lumpy and intermittent demand. CoRR abs/2103.13812 (2021)
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  - journals/corr/abs-2103-16177
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Patrik Zajec, Joze M. Rozanec, Inna Novalija, Blaz Fortuna, Dunja Mladenic, Klemen Kenda:
Towards Active Learning Based Smart Assistant for Manufacturing. CoRR abs/2103.16177 (2021)
[i7]
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  - journals/corr/abs-2104-00452
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Joze M. Rozanec, Dunja Mladenic:
Semantic XAI for contextualized demand forecasting explanations. CoRR abs/2104.00452 (2021)
[i6]
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  - journals/corr/abs-2104-00983
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Joze M. Rozanec, Patrik Zajec, Klemen Kenda, Inna Novalija, Blaz Fortuna, Dunja Mladenic, Entso Veliou, Dimitrios Papamartzivanos, Thanassis Giannetsos, Sofia-Anna Menesidou, Rubén Alonso, Nino Cauli, Diego Reforgiato Recupero, Dimosthenis Kyriazis, Georgios Sofianidis, Spyros Theodoropoulos, John Soldatos:
STARdom: an architecture for trusted and secure human-centered manufacturing systems. CoRR abs/2104.00983 (2021)
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  - journals/corr/abs-2105-01929
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Joze M. Rozanec, Patrik Zajec, Klemen Kenda, Inna Novalija, Blaz Fortuna, Dunja Mladenic:
XAI-KG: knowledge graph to support XAI and decision-making in manufacturing. CoRR abs/2105.01929 (2021)
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  - journals/corr/abs-2107-02295
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Georgios Sofianidis, Joze M. Rozanec, Dunja Mladenic, Dimosthenis Kyriazis:
A Review of Explainable Artificial Intelligence in Manufacturing. CoRR abs/2107.02295 (2021)
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  - journals/corr/abs-2107-02298
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Joze M. Rozanec, Inna Novalija, Patrik Zajec, Klemen Kenda, Dunja Mladenic:
Knowledge Modelling and Active Learning in Manufacturing. CoRR abs/2107.02298 (2021)
[i2]
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  - journals/corr/abs-2109-02469
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Elena Trajkova, Joze M. Rozanec, Paulien Dam, Blaz Fortuna, Dunja Mladenic:
Active Learning for Automated Visual Inspection of Manufactured Products. CoRR abs/2109.02469 (2021)
[i1]
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  - journals/corr/abs-2110-09396
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Joze M. Rozanec, Elena Trajkova, Paulien Dam, Blaz Fortuna, Dunja Mladenic:
Streaming Machine Learning and Online Active Learning for Automated Visual Inspection. CoRR abs/2110.09396 (2021)
2020
[c2]
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Joze M. Rozanec, Jinzhi Lu, Aljaz Kosmerlj, Klemen Kenda, Kiritsis Dimitris, Viktor Jovanoski, Jan Rupnik, Mario Karlovcec, Blaz Fortuna:
Towards Actionable Cognitive Digital Twins for Manufacturing. SeDiT@ESWC 2020
[c1]
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  - conf/ice-itmc/EirinakisKLMRSZ20
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Pavlos Eirinakis, Kostas Kalaboukas, Stavros Lounis, Ioannis Mourtos, Joze M. Rozanec, Nenad Stojanovic, Georgios Zois:
Enhancing Cognition for Digital Twins. ICE/ITMC 2020: 1-7

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