Research interests: Quality of Multimedia services, Machine learning algorithms, Data science
IEEE Senior Member: number: 97685094
Profile video - ESET Science Award here.
Teaching: Informatics 1 and 2, Informatics for Managers
Total Students Supervised/On-going: Master students: 5/0 and Bachelor students: 6/3
E-mail: jaroslav.frnda@uniza.sk
Office: Building AA120, Univerzitna 8215/1, 010 26 Zilina, University of Zilina, Slovakia

List of Publications
(Quartiles: Web of Science - JCR/IF and SCOPUS - SJR)
    Year filter
  • 2013
  • 2014
  • 2015
  • 2016
  • 2017
  • 2018
  • 2019
  • 2020
  • 2021
  • 2022
  • 2023
  • 2024
Publications for 2024
  1. M. Sher, N. Minallah, J. Frnda, W. Khan, Elevating Crop Classification Performance Through CNN-GRU Feature Fusion. IEEE Access, vol. 12, pp. 141013-141025, DOI: 10.1109/ACCESS.2024.3467193. IF 3.4 (2023 – Q2/WoS, Q1/SCOPUS)
  2. R. Amin, R. Gantassi, N. Ahmed, A.H. Alshehri, F.S. Alsubaei, J. Frnda, A hybrid approach for adversarial attack detection based on sentiment analysis model using Machine learning. Engineering Science and Technology, an International Journal, Vol. 58, 101829, DOI: 10.1016/j.jestch.2024.101829. IF 5.1 (2023 – Q1/WoS, Q1/SCOPUS)
  3. N. Aziz, N. Minallah, J. Frnda, M. Sher, M. Zeeshan, A.H. Durrani, Precision meets generalization: Enhancing brain tumor classification via pretrained DenseNet with global average pooling and hyperparameter tuning. PLoS ONE, 19(9): e0307825, DOI: 10.1371/journal.pone.0307825. IF 2.9 (2023 – Q1/WoS, Q1/SCOPUS)
  4. M. Hussain, R. Amin, R. Gantassi, A.H. Alshehri, J. Frnda, S.M. Raza, Efficient handling of ACL policy change in SDN using reactive and proactive flow rule installation. Scientific Reports, 14, 14976, DOI: 10.1038/s41598-024-6572. IF 3.8 (2023 – Q1/WoS, Q1/SCOPUS)
  5. A. Ranjha, M.A. Javed, M.J. Piran, M. Asif, M. Hussien, S. Zeadally, J. Frnda, Toward Facilitating Power Efficient URLLC Systems in UAV Networks Under Jittering. IEEE Transactions on Consumer Electronics, vol. 70, no. 1, pp. 3031-3041, DOI: 10.1109/TCE.2023.3305550. IF 4.3 (2023 – Q1/WoS, Q1/SCOPUS)
  6. J. Frnda, S. Bandyopadhyay, M. Pavlicko, M. Durica, M. Savrasovs, S. Banerjee, Analysis of Pothole Detection Accuracy of Selected Object Detection Models Under Adverse Conditions. Transport and Telecommunication Journal, Vol 25, Issue 2, pp. 209 - 217, DOI: 10.2478/ttj-2024-0016. IF 1.1 (2023 – Q3/WoS, Q3/SCOPUS)
  7. J. Frnda, M. Durica, J. Chun-Wei Lin, P. Fournier-Viger, Video dataset containing video quality assessment scores obtained from standardized objective and subjective testing. Data in Brief, vol. 54, 110458, DOI: 10.1016/j.dib.2024.110458. IF 1 (2023 – Q3/WoS, Q3/SCOPUS)
  8. S.S. Narayana Chintapalli, S.P. Singh, J. Frnda, P.B. Divakarachari, V.L. Sarraju, P. Falkowski-Gilski, OOA-modified Bi-LSTM network: An effective intrusion detection framework for IoT systems. Heliyon, 10(8): e29410, DOI: 10.1016/j.heliyon.2024.e29410. IF 3.4 (2023 – Q1/WoS, Q1/SCOPUS)
  9. S. Khan, H, Nisar, S.M. Umar Saeed, J. Frnda, A. Arsalan, R. Amin, R. Gantassi, S.H. Noorani, A machine learning based depression screening framework using temporal domain features of the electroencephalography signals. PLOS One, 19(3): e0299127, DOI: 10.1371/journal.pone.0299127. IF 2.9 (2023 – Q1/WoS, Q1/SCOPUS)
  10. L. Sevcik, M. Uhrina, J. Frnda, UHD Database Focus on Smart Cities and Smart Transport. Electronics, 13, 904, DOI: 10.3390/electronics13050904. IF 2.6 (2023 – Q2/WoS, Q2/SCOPUS)
  11. S.Z. Ul Hassan; M. Rafi, J. Frnda, GCZRec: Generative Collaborative Zero-Shot Framework for Cold Start News Recommendation. IEEE Access, vol. 12, pp. 16610-16620, DOI: 10.1109/ACCESS.2024.3359053. IF 3.4 (2023 – Q2/WoS, Q1/SCOPUS)
  12. S.U. Ahmed, J. Frnda, M. Waqas, M.H. Khan, Dataset of Cattle Biometrics through Muzzle Images. Data in Brief, Article number: 110125, DOI: 10.1016/j.dib.2024.110125. IF 1 (2023 – Q3/WoS, Q3/SCOPUS)
  13. G. Aziz, N. Minallah, A. Saeed, J. Frnda, W. Khan, Remote sensing based forest cover classification using machine learning. Scientific Reports, 14, Article number: 69, DOI: 10.1038/s41598-023-50863-1. IF 3.8 (2023 – Q1/WoS, Q1/SCOPUS)
Scientific Cooperations
  • Professor Miroslav Voznak - FEECS VŠB-TU Ostrava (Czech Republic) *
  • Professor Philippe Fournier-Viger - Shenzhen University (China) *
  • Professor Jerry Chun-Wei Lin - Western Norway University of Applied Sciences (Norway) *
  • Assoc. prof. Miralem Mehic, Ph.D. - FEE University of Sarajevo (Bosnia and Herzegovina)
  • Assoc. prof. Jan Nedoma, Ph.D. - FEECS VŠB-TU Ostrava (Czech Republic)*
  • Professor Radek Martinek - FEECS VŠB-TU Ostrava (Czech Republic)*
  • Korhan Cengiz, Ph.D. - University of Fujiarah (United Arab Emirates)*
  • Associate Professor Nasru Minallah, Ph.D. - University of Engineering and Technology (Pakistan)
  • Professor Parameshachari B.D., Ph.D. - Nitte Meenakshi Institute of Technology, Bangalore (India)
  • Professor Blaise Ravelo - Nanjing University of Information Science & Technology (China) *
  • Associate Professor Muhammad Awais Javed - COMSATS University Islamabad (Pakistan) *
  • Research Professor Rahma Gantassi - Chonnam National University (South Korea)
  • * enlisted (at least in one edition) in the World Ranking Top 2% Scientists by Stanford University (https://elsevier.digitalcommonsdata.com/datasets/btchxktzyw/6)
    Invited Reviewer for journals
  • EURASIP Journal on Audio, Speech, and Music Processing (5-year Impact Factor 1.4): 2016(2), 2017(1), 2018(2), 2019(2), 2021(1), 2022(1)
  • International Journal of Digital Multimedia Broadcasting (5-year Impact Factor 1.6): 2017(1)
  • Sensors (5-year Impact Factor 3.735): 2019(5), 2020(2)
  • Future Generation Computer Systems (5-year Impact Factor 6.644): 2020(1)
  • Book: Machine Learning and Data Mining for Emerging Trends in Cyber Dynamics (Springer Verlag, UK): 2020(book chapter - 2)
  • Atmosphere (5-year Impact Factor 2.848): 2020(1)
  • IEEE Access (5-year Impact Factor 3.671): 2020(2), 2022(2)
  • Information Sciences (5-year Impact Factor 6.524): 2020(1), 2023(1)
  • Electronics (5-year Impact Factor 2.408): 2020(2)
  • Sustainability (5-year Impact Factor 3.473): 2020(1)
  • ACM Transactions on Management Information Systems (5-year Impact Factor 3.5): 2021(1)
  • Neural Computing and Applications (5-year Impact Factor 5.573): 2021(2), 2023(1)
  • Personal and Ubiquitous Computing (5-year Impact Factor 2.636): 2021(2)
  • IEEE Internet of Things Journal (5-year Impact Factor 10.127): 2021(2)
  • Annals of Telecommunications (5-year Impact Factor 1.563): 2021(1)
  • Wireless Communications and Mobile Computing (5-year Impact Factor 1.954): 2021(2)
  • Communications Earth & Environment - Nature (5-year Impact Factor 7.9): 2021(1)
  • Applied Intelligence (5-year Impact Factor 4.602): 2021(2), 2022(1), 2024(1)
  • Multimedia Tools and Applications (5-year Impact Factor 2.517): 2021(1)
  • Cluster Computing (5-year Impact Factor 1.906): 2021(1)
  • Computer Communications (5-year Impact Factor 2.935): 2021(1), 2022(3)
  • Frontiers in Public Health (5-year Impact Factor 4.022): 2021(1)
  • Evolving Systems (5-year Impact Factor 1.827): 2021(1)
  • Soft Computing (5-year Impact Factor 3.518): 2021(1)
  • Pattern Recognition Letters (5-year Impact Factor 3.615): 2022(2)
  • Human-centric Computing and Information Sciences (5-year Impact Factor 4.082): 2022(2)
  • Physical Communication (5-year Impact Factor 1.968): 2022(2), 2023(1)
  • ACM Transactions on Asian and Low-Resource Language Information Processing (5-year Impact Factor 1.507): 2022(1), 2023(1)
  • IET Control Theory & Applications (5-year Impact Factor 3.126): 2022(1)
  • Applied Soft Computing (5-year Impact Factor 7.595): 2022(1)
  • Sustainable Energy Technologies and Assessments (5-year Impact Factor 7.201): 2023(1)
  • Arabian Journal of Geosciences (5-year Impact Factor 1.985): 2023(2)
  • Intelligent Data Analysis (5-year Impact Factor 1.148): 2023(1)
  • Transactions on Emerging Telecommunications Technologies (5-year Impact Factor 2.457): 2023(1)
  • Turkish Journal of Electrical Engineering and Computer Sciences (5-year Impact Factor 0.882): 2023(1)
  • Transactions on Consumer Electronics (5-year Impact Factor 3.565): 2023(1)
  • Internet Technology Letters (5-year Impact Factor 1.4): 2023(1)
  • ACM Transactions on Autonomous and Adaptive Systems (5-year Impact Factor 2.2): 2023(1)
  • Scientific Reports (5-year Impact Factor 4.9): 2023(1)
  • Engineering Applications of Artificial Intelligence (5-year Impact Factor 7.4): 2023(1), 2024(1)
  • Expert Systems: The Journal of Knowledge Engineering (5-year Impact Factor 3.0): 2024(1)
  • Concurrency and Computation: Practice and Experience (5-year Impact Factor 1.5): 2024(1)