
Marina Milovanović
Univerzitet Singidunum
Biografija
Marina Milovanović je rođena 16.07.1976. u Nišu, Srbija.
Obrazovanje
Doktorska disertacija
Prirodno-matematički fakultet Univerziteta u Kragujevcu
departman za matematiku
Doktorska disertacija
Fakultet za preduzetnički biznis Univerziteta Union
Magistarske studije
2000 – 2005
Matematički fakultet Univerziteta u Beogradu
Osnovne studije
1995 – 2000
Matematički fakultet Univerziteta u Beogradu
Srednja škola
1991 – 1995
Gimnazija ,,Svetozar Marković
prirodno-matematički smer
Bibliografija
Knjige
- Interaktivna multimedija u nastavi matematike2015M. Milovanović, Interaktivna multimedija u nastavi matematike, Institut Goša, 2015
- Збирка решених задатака за пријемни испит из математике2011M. Миловановић, З. Миловановић, Збирка решених задатака за пријемни испит из математике, Београд: Сигнатуре: Универзитет Унион, 2011
- Збирка решених задатака за пријемни испит из математике2009M. Миловановић, З. Миловановић, Збирка решених задатака за пријемни испит из математике, Београд: Сигнатуре: Универзитет Унион, 2009
Radovi u časopisima
- Classifying birds of South America via audio analysis using convolutional networks and boosting models optimized by metaheuristics2026T. Dogandzic, M. Zivkovic, L. Jovanovic, J. Perisic, M. Milovanovic, M. Antonijevic, M. Hammad, N. Bacanin, Classifying birds of South America via audio analysis using convolutional networks and boosting models optimized by metaheuristics, Iran Journal of Computer Science, Vol. 9, No. 13, Jan, 2026Otvori
- Generator of Aperiodic Pseudorandom Pulse Trains with Variable Parameters Based on Arduino2025N. Andrijević, Z. Lovreković, M. Milovanović, D. Božilović Đokić, V. Tomašević, Generator of Aperiodic Pseudorandom Pulse Trains with Variable Parameters Based on Arduino, ELECTRONICS, Vol. 14, No. 23, Nov, 2025Otvori
- Intrusion detection in metaverse environment internet of things systems by metaheuristics tuned two level framework2025M. Antonijevic, M. Zivkovic, M. Djuric Jovicic, B. Nikolic, J. Perisic, M. Milovanovic, L. Jovanovic, M. Abdel-Salam, N. Bacanin, Intrusion detection in metaverse environment internet of things systems by metaheuristics tuned two level framework, Scientific Reports, Vol. 15, No. 3555, pp. 1 - 31, Jan, 2025Otvori
- Computer Vision Based Areal Photographic Rocket Detection using YOLOv8 Models2024L. Jovanovic, M. Antonijevic, J. Perisic, M. Milovanovic, M. Zivkovic, N. Budimirovic, N. Bacanin, Computer Vision Based Areal Photographic Rocket Detection using YOLOv8 Models, International Journal of Robotics and Automation Technology, Vol. 11, pp. 37 - 49, Sep, 2024Otvori
- Exploring Metaheuristic Optimized Machine Learning for Software Defect Detection on Natural Language and Classical Datasets2024A. Petrovic, L. Jovanovic, N. Bacanin, M. Antonijevic, N. Savanovic, M. Zivkovic, M. Milovanovic, V. Gajic, Exploring Metaheuristic Optimized Machine Learning for Software Defect Detection on Natural Language and Classical Datasets, Mathematics, Vol. 12, No. 18:2918, pp. 1 - 46, Sep, 2024Otvori
- Comparison of Agile and Devops Methodologies: Analysis of Efficiency, Flexibility, and Application in Software Development2024V. Radovanović, O. Krčadinac, J. Perišić, M. Milovanović, Ž. Stanković, Comparison of Agile and Devops Methodologies: Analysis of Efficiency, Flexibility, and Application in Software Development, Journal of Information Technology and Applications (Banja Luka) - APEIRON, Vol. 27, No. 1, pp. 78 - 83, Sep, 2024Otvori
- Modeling of petroleum products sampling processes2018LJ. Radovanović, J. Perišić, M. Milovanović, J. Speight, Z. Božilović, O. Momčilović, D. Obućinski, Modeling of petroleum products sampling processes, PETROLEUM SCIENCE AND TECHNOLOGY, Vol. 36, No. 23, pp. 2003 - 2010, Oct, 2018Otvori
- Application of a master meter systemto assure crude oil and natural gas quality during transportation2018J. Perišić, M. Milovanović, I. Petrović, LJ. Radovanović, M. Ristić, J. Speight, V. Perišić, Application of a master meter systemto assure crude oil and natural gas quality during transportation, PETROLEUM SCIENCE AND TECHNOLOGY, Vol. 36, No. 16, pp. 1222 - 1228, Jun, 2018Otvori
- Using SCADA applications in water supply system2018G. Vujnović, J. Perišić, M. Milovanović, LJ. Radovanović, Using SCADA applications in water supply system, Acta technica corviniensis - Bulletin of Engineering, Faculty of Engineering–Hunedoara, University POLITEHNICA Timisoara, Vol. 11, No. 1, pp. 119 - 123, Mar, 2018Otvori
- A Semantic Approach to Enhance Moodle with Personalization2018J. Perišić, M. Milovanović, Z. Kazi, A Semantic Approach to Enhance Moodle with Personalization, COMPUTER APPLICATIONS IN ENGINEERING EDUCATION, Vol. 26, No. 4, pp. 884 - 901, Mar, 2018Otvori
- Computer tools in engineering education – Example of Macromedia Flash2017M. Milovanović, J. Perišić, M. Vrbanac, I. Stošić, M. Ristić, Computer tools in engineering education – Example of Macromedia Flash, ACTA TECHNICA CORVINIENSIS - Bulletin of Engineering, Faculty of Engineering – Hunedoara, University POLITEHNICA Timisoara, Vol. 10, No. 1, pp. 77 - 81, Mar, 2017Otvori
- Modelling and Risk Analysis of Brine Mixing Mobile Unit Operation Processes2017J. Perišić, M. Milovanović, I. Petrović, LJ. Radovanović, M. Ristić, V. Perišić, M. Vrbanac, Modelling and Risk Analysis of Brine Mixing Mobile Unit Operation Processes, Energy Sources, Part B: Economics, Planning, and Policy, Taylor&Francis Online, Vol. 12, No. 7, pp. 646 - 653, Mar, 2017Otvori
- Brine mixing mobile unit in oil and gas industry - An example of a cost-effective, efficient and environmentally justified technical solution2016J. Perišić, M. Milovanović, I. Petrović, LJ. Radovanović, M. Ristić, M. Bugarčić, V. Perišić, Brine mixing mobile unit in oil and gas industry - An example of a cost-effective, efficient and environmentally justified technical solution, Energy Sources Part A-Recovery Utilization and Environmental Effects, Vol. 38, No. 23, pp. 3470 - 3477, Oct, 2016Otvori
- Application of interactive multimedia tools in teaching mathematics-examples of lessons from geometry2013M. Milovanović, J. Perišić, A. Milajić, Application of interactive multimedia tools in teaching mathematics-examples of lessons from geometry, Online Journal of Educational Technology-TOJET, Vol. 12, No. 1, pp. 19 - 31, Jan, 2013Otvori
- Exploring the Park–People Relation: Collection of Vaccinium Myrtillus L. by Local People From Kopaonik National Park in Serbia2011J. Tomicevic, I. Bjedov, D. Obratov, M. Milovanović, Exploring the Park–People Relation: Collection of Vaccinium Myrtillus L. by Local People From Kopaonik National Park in Serbia, ENVIRONMENTAL MANAGEMENT, Vol. 48, No. 4, pp. 835 - 846, 2011Otvori
- Multimedia Approach in Teaching Mathemathics – Example of Lesson about the Definite Integral Application for Determining an Area2011M. Milovanović, D. Takaci, A. Milajic, Multimedia Approach in Teaching Mathemathics – Example of Lesson about the Definite Integral Application for Determining an Area, International Journal of Mathematical Education in Science and Technology, Vol. 42, No. 2, pp. 175 - 187, 2011Otvori
- Socio-economic impacts on the attitudes towards conservation of natural resources: Case study from Serbia2010M. Shannon, J. Tomicevic, M. Milovanović, Socio-economic impacts on the attitudes towards conservation of natural resources: Case study from Serbia, Forest Policy and Economics , Vol. 12, No. 3, pp. 157 - 162, 2010Otvori
Radovi na konferencijama
- Exploring Lightweight YOLOv8 Architectures for Circuit Board Defect Detection20242024 International Conference on Intelligent Computing and Emerging Communication Technologies (ICEC)L. Jovanovic, A. Jokic, M. Milovanovic, M. Antonijevic, M. Zivkovic, N. Bacanin, Exploring Lightweight YOLOv8 Architectures for Circuit Board Defect Detection, 2024 International Conference on Intelligent Computing and Emerging Communication Technologies (ICEC), IEEE, Guntur, India, pp. 1 - 6, Nov, 2024Otvori
- Usefulness of SPSS support in higher education teaching20232023 The third international conference on sustainable environment and technologies “Create sustainable commUNiTy”M. Milovanović, J. Perišić, I. Petrović, M. Vrbanac, D. Božilović Đokić, Usefulness of SPSS support in higher education teaching, 2023 the third international conference on sustainable environment and technologies “Create sustainable commUNiTy”, University "Union-Nikola Tesla", Belgrade, Serbia, pp. 227 - 237, Sep, 2023Otvori
- Implementation of semantic mapping of relational databases20232023 The third international conference on sustainable environment and technologies “Create sustainable community”J. Perišić, M. Milovanović, M. Vrbanac, I. Petrović, D. Božilović Đokić, Implementation of semantic mapping of relational databases, 2023 The third international conference on sustainable environment and technologies “Create sustainable community”, University "Union-Nikola Tesla", Belgrade, Serbia, pp. 261 - 272, Sep, 2023Otvori
- SCADA for tank management system in refineries20192019 IX International Conference Industrial Engineering and Environmental ProtectionJ. Perišić, M. Milovanović, Z. Božilović, M. Ristić, LJ. Radovanović, SCADA for tank management system in refineries, 2019 IX International Conference Industrial Engineering and Environmental Protection, Technical faculty "Mihajlo Pupin" Zrenjanin, University of Novi Sad, Zrenjanin, Serbia, pp. 203 - 211, Oct, 2019Otvori
- Integrating Technology in a Statistics Course20192019 2nd International Conference on Agriculture, Technology, Engineering and SciencesM. Milovanović, J. Perišić, Z. Božilović, M. Vrbanac, LJ. Radovanović, Integrating Technology in a Statistics Course, 2019 2nd International Conference on Agriculture, Technology, Engineering and Sciences, National Agrarian University, Lviv, Ukraine, pp. 22 - 29, Sep, 2019Otvori
- Modeling ontology and semantic rules for Moodle LMS adaptation20192019 The 1st International Symposium on Implementations of Digital Industry and Management of Digital Transformation 2019J. Perišić, M. Milovanović, M. Vrbanac, Z. Božilović, LJ. Radovanović, M. Ristić, Modeling ontology and semantic rules for Moodle LMS adaptation, 2019 The 1st International Symposium on Implementations of Digital Industry and Management of Digital Transformation, Selcuk University, Konya, Turkey, pp. 99 - 115, Jun, 2019Otvori
- Semantic mapping data using D2R Server20192019 The 1st International Symposium on Implementations of Digital Industry and Management of Digital TransformationJ. Perišić, M. Milovanović, M. Vrbanac, Z. Božilović, LJ. Radovanović, M. Ristić, Semantic mapping data using D2R Server, 2019 The 1st International Symposium on Implementations of Digital Industry and Management of Digital Transformation, Konya, Turkey: Selcuk University, pp. 85 - 98, Jun, 2019Otvori
- An example of implementation CRM in the banking sector20182018 VIII International Conference Industrial Engineering and Environmental ProtectionJ. Perišić, M. Milovanović, Z. Božilović, I. Petrović, R. Getman, M. Ristić, An example of implementation CRM in the banking sector, 2018 VIII International Conference Industrial Engineering and Environmental Protection,Technical faculty "Mihajlo Pupin" Zrenjanin, University of Novi Sad, , Zrenjanin, Serbia, pp. 322 - 327, Oct, 2018Otvori
- The Influence and Importance of Bitcoin Asdigital Currency20182018 International Conference on Agriculture, Technology, Engineering and SciencesJ. Perišić, M. Milovanović, Z. Božilović, I. Petrović, R. Getman, LJ. Radovanović, The Influence and Importance of Bitcoin Asdigital Currency, 2018 International Conference on Agriculture, Technology, Engineering and Sciences, National Agrarian University, Lviv, Ukraine, pp. 285 - 294, Sep, 2018Otvori
- Ontology for personalization e-learning process in engineering education20172017 VII International Conference Industrial Engineering and Environmental ProtectionJ. Perišić, M. Milovanović, S. Ravić, I. Stošić, LJ. Radovanović, M. Ristić, Ontology for personalization e-learning process in engineering education, 2017 VII International Conference Industrial Engineering and Environmental Protection, Technical Faculty "Mihajlo Pupin," University of Novi Sad, Zrenjanin, Serbia, pp. 16 - 23, Oct, 2017Otvori
- Computer tools in engineering education – example on macromedia flash20162016 VI International Conference Industrial Engineering And Environmental ProtectionM. Milovanović, J. Perišić, M. Vrbanac, I. Stošić, M. Ristić, Computer tools in engineering education – example on macromedia flash, 2016 VI International Conference Industrial Engineering And Environmental Protection Technical faculty "Mihajlo Pupin" Zrenjanin, University of Novi Sad, Zrenjanin, Serbia, pp. 312 - 317, Oct, 2016Otvori
- Designing a semantic model of educational content in Moodle LMS20152015 XVIIth Symposium Young people and Multidisciplinary ResearchJ. Perišić, M. Milovanović, Z. Bogdanović, M. Despotović Zrakić, A. Labus, Designing a semantic model of educational content in Moodle LMS, 2015 XVIIth Symposium Young people and Multidisciplinary Research, EDITURA POLITEHNICA, Timisoara, Romania, pp. 135 - 140, Nov, 2015Otvori
- Process analysis of truck loading on brine mixing mobile unit20152015 XVIIth Symposium Young people and Multidisciplinary ResearchJ. Perišić, M. Milovanović, M. Bugarčić, M. Ristić, LJ. Radovanović, Process analysis of truck loading on brine mixing mobile unit, 2015 XVIIth Symposium Young people and Multidisciplinary Research. EDITURA POLITEHNICA, Timisoara, Romania, pp. 9 - 14, Nov, 2015Otvori
- Learning mathematics using multimedia in engineering education20152015 V International Conference Industrial Engineering And Environmental ProtectionM. Milovanović, J. Perišić, S. Vukotić, M. Bugarčić, LJ. Radovanović, M. Ristić, Learning mathematics using multimedia in engineering education, 2015 V International Conference Industrial Engineering And Environmental Protection, Technical faculty "Mihajlo Pupin", Zrenjanin, Serbia, pp. 292 - 297, Oct, 2015Otvori
- Modeling an automated system for control of transport and production of oil and gas using BPMN and HMI application20142014 XVIth Symposium Young people and Multidisciplinary ResearchJ. Perišić, M. Milovanović, M. Ristić, M. Prokolab, LJ. Radovanović, Modeling an automated system for control of transport and production of oil and gas using BPMN and HMI application, 2014 XVIth Symposium Young people and Multidisciplinary Research, EDITURA POLITEHNICA,Timisoara, Romania, pp. 3 - 10, Nov, 2014Otvori
- Financial mathematics as a basis for investment planning and economic efficiency evaluation20102010 XVIII Conference on applied mathematics, PRIMM. Milovanović, A. Milajic, J. Tomicevic, Financial mathematics as a basis for investment planning and economic efficiency evaluation, 2010 XVIII Conference on applied mathematics, PRIM, Faculty of Sciences, University of Novi Sad, Serbia, pp. 19 - 30, 2010
Ostali radovi
- Ocular Disease Diagnosis Using Convolutional Neural Networks Optimized by Genetic Particle Swarm Optimization, Chapter in LNNS Lecture Notes in Networks and Systems: ICITI 2024: International Conference on Information Technology and Intelligence, Springer, volume 13412025S. Petrovic, L. Jovanovic, M. Antonijevic, M. Milovanovic, A. Jokic, M. Zivkovic, N. Bacanin, M. Sarac, Ocular Disease Diagnosis Using Convolutional Neural Networks Optimized by Genetic Particle Swarm Optimization, Chapter in LNNS Lecture Notes in Networks and Systems: ICITI 2024: International Conference on Information Technology and Intelligence, Springer, volume 1341, LNNS Lecture Notes in Networks and Systems: ICITI 2024: Proceedings of International Conference on Information Technology and Intelligence, volume 1341, pp. 43 - 57, Springer, Singapore, Andaman and Nicobar, India, Oct, 2025Otvori
- Optimizing AdaBoost by Modified Metaheuristic for Fake News Detection, Chapter in LNNS Lecture Notes in Networks and Systems: ICITI 2024: International Conference on Information Technology and Intelligence, Springer, volume 13422025M. Protic, L. Jovanovic, M. Antonijevic, M. Milovanovic, M. Zivkovic, N. Bacanin, A. Jokic, Optimizing AdaBoost by Modified Metaheuristic for Fake News Detection, Chapter in LNNS Lecture Notes in Networks and Systems: ICITI 2024: International Conference on Information Technology and Intelligence, Springer, volume 1342, LNNS Lecture Notes in Networks and Systems: ICITI 2024: Proceedings of International Conference on Information Technology and Intelligence, volume 1342, pp. 153 - 167, Springer, Singapore, Andaman and Nicobar, India, Sep, 2025Otvori
- Optimized Classifying of User Review Sentiment via Modified Metaheuristic, Chapter in LNNS Lecture Notes in Networks and Systems: ICCIS 2024: Communication and Intelligent Systems, Springer, volume 13732025L. Jovanovic, S. Kozakijevic, M. Antonijevic, M. Milovanovic, M. Mravik, M. Zivkovic, N. Bacanin, Optimized Classifying of User Review Sentiment via Modified Metaheuristic, Chapter in LNNS Lecture Notes in Networks and Systems: ICCIS 2024: Communication and Intelligent Systems, Springer, volume 1373, LNNS Lecture Notes in Networks and Systems: ICCIS 2024: Communication and Intelligent Systems, volume 1373, pp. 177 - 190, Springer, Singapore, Bhopal, India, Aug, 2025Otvori
- Multi-headed Metaheuristic-Optimized Gated Recurrent Unit Networks for Ethereum Price Forecasting, Chapter in LNNS Lecture Notes in Networks and Systems: CIS 2024: Fifth Congress on Intelligent Systems, Springer, volume 12772025N. Bacanin, L. Jovanovic, M. Mravik, M. Zivkovic, M. Milovanovic, M. Antonijevic, D. Kavitha, Multi-headed Metaheuristic-Optimized Gated Recurrent Unit Networks for Ethereum Price Forecasting, Chapter in LNNS Lecture Notes in Networks and Systems: CIS 2024: Fifth Congress on Intelligent Systems, Springer, volume 1277, LNNS Lecture Notes in Networks and Systems: CIS 2024: Fifth Congress on Intelligent Systems, volume 1277, pp. 207 - 221, Springer, Singapore, Bangalore, India, Jul, 2025Otvori
- Natural Language Processing for Insider Threat Email Detection Optimized by Modified Metaheuristics, Chapter in LNNS Lecture Notes in Networks and Systems: ISBM 2024: Information Systems for Intelligent Systems, Springer, volume 12532025A. Petrovic, N. Bacanin, M. Zivkovic, L. Jovanovic, M. Sarac, M. Antonijevic, M. Milovanovic, Natural Language Processing for Insider Threat Email Detection Optimized by Modified Metaheuristics, Chapter in LNNS Lecture Notes in Networks and Systems: ISBM 2024: Information Systems for Intelligent Systems, Springer, volume 1253, LNNS Lecture Notes in Networks and Systems: Proceedings of ISBM 2024: Information Systems for Intelligent Systems, volume 1253, pp. 389 - 399, Springer, Singapore, Bangkok, Thailand, Jun, 2025Otvori
- Ocular Disease Diagnosis Using CNNs Optimized by Modified Variable Neighborhood Search Algorithm, Chapter in AIS Algorithms for Intelligent Systems: IJCACI 2024: International Joint Conference on Advances in Computational Intelligence, Springer2025M. Zivkovic, M. Antonijevic, L. Jovanovic, M. Krasic, N. Bacanin, T. Zivkovic, M. Milovanovic, Ocular Disease Diagnosis Using CNNs Optimized by Modified Variable Neighborhood Search Algorithm, Chapter in AIS Algorithms for Intelligent Systems: IJCACI 2024: International Joint Conference on Advances in Computational Intelligence, Springer, AIS Algorithms for Intelligent Systems: IJCACI 2024: Proceedings of International Joint Conference on Advances in Computational Intelligence, pp. 99 - 112, Springer, Singapore, New Delhi, India, Jun, 2025Otvori
- Detecting Software Defects in Generated Python Code with Applied Natural Language Processing Optimized by Modified Metaheuristic, Chapter in LNNS Lecture Notes in Networks and Systems: ISBM 2024: Information Systems for Intelligent Systems, Springer, volume 12542025J. Philipose Villoth, S. John Villoth, L. Jovanovic, M. Zivkovic, J. Mani, M. Antonijevic, J. Kaljevic, M. Milovanovic, N. Bacanin, Detecting Software Defects in Generated Python Code with Applied Natural Language Processing Optimized by Modified Metaheuristic, Chapter in LNNS Lecture Notes in Networks and Systems: ISBM 2024: Information Systems for Intelligent Systems, Springer, volume 1254, LNNS Lecture Notes in Networks and Systems: ISBM 2024: Proceedings of Information Systems for Intelligent Systems, volume 1254, pp. 575 - 588, Springer, Singapore, Bangkok, Thailand, May, 2025Otvori
- Optimizing Error Detection in Generated Code Using Metaheuristic Optimized Natural Language Processing, Chapter in CCIS Communications in Computer and Information Science: icSoftComp 2024: International Conference on Soft Computing and its Engineering Applications, Springer, volume 24302025S. John Villoth, J. Philipose Villoth, L. Jovanovic, J. Mani, M. Zivkovic, T. Zivkovic, N. Bacanin, M. Antonijevic, M. Milovanovic, Optimizing Error Detection in Generated Code Using Metaheuristic Optimized Natural Language Processing, Chapter in CCIS Communications in Computer and Information Science: icSoftComp 2024: International Conference on Soft Computing and its Engineering Applications, Springer, volume 2430, CCIS Communications in Computer and Information Science: icSoftComp 2024: Soft Computing and its Engineering Applications, volume 2430, pp. 239 - 253, Springer, Cham, Bangkok, Thailand, May, 2025Otvori
- Process analysis of a tank management system2021J. Perišić, M. Milovanović, M. Ristić, J. Vidaković, LJ. Radovanović, Process analysis of a tank management system, In N. Mitrovic, G. Mladenovic, & A. Mitrovic (Eds.), Experimental and computational investigations in engineering. CNNTech 2020. Lecture Notes in Networks and Systems Vol. 153, pp. 362 - 377, Springer, Cham, 2021Otvori
- Multimedia approach in teaching mathematics - examples of interactive lessons from mathematical analysis and geometry2012M. Milovanović, D. Takaci, A. Milajic, Multimedia approach in teaching mathematics - examples of interactive lessons from mathematical analysis and geometry, Interactive Multimedia, pp. 93 - 117, InTech, Croatia, 2012Otvori











