BIO photo

Evangelia S. K. Fragkou

email Email: efragkou@uth.gr

linkedin LinkedIn Profile: Press here

bib Bibliographic databases:
Google Scholar, DBLP, ACM, Scopus




About

Evangelia Fragkou received her diploma (Integrated Master's Degree - BEng+MEng) from the Department of Electrical and Computer Engineering (ECE Dept.), at University of Thessaly (UTH), in 2019.
She is now a PhD candidate at the same Department and a member of the DANA Lab, of University of Thessaly. She has earned a HFRI grant to carry out her PhD studies. Her main research interests lie in the area of machine/deep learning.
Furthermore, she is a teaching assistant in courses at University of Thessaly, she is a certified Adult Educator of Non-Formal Education and concurrently, she prepares high school students for their panhellenic exams on the subject of Informatics.


Links

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Selected Publications

Articles in journals

[J2] Fragkou E., Koultouki M., Katsaros D., "Model Reduction of Feed Forward Neural Networks for Resource-Constrained Devices", Applied Intelligence (Springer), 2022, https://doi.org/10.1007/s10489-022-04195-8. [ link ]

[J1] Fragkou E., Papakostas D., Kasidakis T., Katsaros D., "Multilayer Backbones for Internet of Battlefield Things", Future Internet (MDPI), vol. 14, no. 6, art. 186, 2022. [ link ]


Articles in Conferences

[C6] E. Fragkou E, D. Katsaros, " Transfer Deep Learning for TinyML", Poster, 5th Summit on Gender Equality in Computing, (GEC'23), Athens, Greece, June 27, 2023.
[open pdf] [link]

[C5] E. Fragkou, V. Lygnos, D. Katsaros,2023, "Transfer Learning for Convolutional Neural Networks in Tiny Deep Learning Environments. In Proceedings of the 26th Pan-Hellenic Conference on Informatics PCI2022. Association for Computing Machinery, New York, NY, USA, 145-150. DOI: https://doi.org/10.1145/3575879.3575984.
[ link ]

[C4] E. Fragkou, D. Katsaros, "Memory Reduction and Training Acceleration of Neural Networks for Tiny Machine Learning", Poster, 4th Summit on Gender Equality in Computing, (GEC'22), Hybrid Event, June 16-17, 2022.
[open pdf] [link]

[C3] A. Chouliaras, E. Fragkou, D. Katsaros, Feed Forward Neural Network Sparsification with Dynamic Pruning, Proceedings of 25th Pan-Hellenic Conference on Informatics (PCI2021), Association for Computing Machinery (ACM), New York, NY, USA, 12-17, November, 2021, DOI:https://doi.org/10.1145/3503823.3503826.
[ link ]

[C2] E. Fragkou, D. Katsaros, Y. Manolopoulos. "Sink Group Betweenness Centrality", Proceedings 25th International Database Engineering & Applications Symposium (IDEAS), pp.5-11, Montreal, Canada, July 2021, DOI:https://doi.org/10.1145/3472163.3472182. [ link ]

[C1] D. Papakostas, T. Kasidakis, E. Fragkou, D. Katsaros, "Backbones for Internet of Battlefield Things", Proceedings of the IEEE/IFIP Wireless On-demand Network Systems and Services (WONS), pp. 116-123, March 9-11, 20, DOI:https://doi.org/10.23919/WONS51326.2021.9415560. [ link ]

Education

  • 09/10/2019 - Today
    Ph.D Student on the subject: "Deep Learning and its Applications in Big Data Networks Performance Improvement", advised by Assoc. Prof. Mr. Dimitrio Katsaro.

  • 16/10/2013 - 28/06/2019
    Diploma (Integrated Master's Degree - BEng+MEng - 300 ECTS): Electrical and Computer Engineering.
    Department of Electrical and Computer Engineering (ECE Dept.), University of Thessaly (UTH), Volos, Greece.

    Languages

  • Greek - Native language.
  • 09/2010
    English - Certificate of Proficiency in English (ECPE) - Level (C2), University of Michigan.

    • Fellowship

  • 20/04/2022 - 20/03/2024
    Hellenic Foundation for Research and Innovation (HFRI): 2-years-granted project for Ph.D studies - 3rd Call for HFRI PhD Fellowships (Fellowship Number: 5631). See project details, by clicking (here). or (here).

    Licenses

  • 27/02/2020 - Today
    License of Practicing Profession of Electrical & Computer Engineering, Technical Chamber of Greece (TEE - TCG) - Regional Section of Magnesia.

  • 28/04/2022 - Today
    Certificate of Educational Sufficiency - Certified Adult Educator of Non-Formal Education (EOPPEP). (Certification Code: EB 46338)

    • Academic services

  • Reviewer for: IEEE Access,

  • Reviewer for: Computer Science and Information Systems (ComSIS),

  • Reviewer for: Frontiers in Research Metrics and Analytics,

  • Publicity and Assistance: Workshop, entitled: 2nd International Workshop on Computational Aspects of Network Science (CAoNS), Turin, Italy - September 05 , 2022 - Hybrid conference,

  • Publicity and Assistance: Computational Aspects of Network Science (CAoNS) workshop in Tartu, Estonia - August 24, 2021 - Virtual Conference.

    • Teaching & Experience

  • 25/04/2023 - 31/05/2023:
    Educator - Teaching the basics of Informatics (60 hours)
    DIMITRA Education & Consulting SA , Larissa , Thessalia, Greece.

  • 01/11/2022 - 12/12/2022:
    Educator - Teaching the basics of Informatics (200 hours)
    DIMITRA Education & Consulting SA , Larissa , Thessalia, Greece.

  • 05/05/2022 - 30/09/2022 & 05/05/2021 - 30/09/2021:
    Graduate Teaching Assistant
    -In course: ECE216 - Algorithms, supervising and correcting the lab assignments of students,
    Department of Electrical & Computer Engineering, University of Thessaly, Volos.

  • 16/11/2020 - 24/09/2021:
    Electrical and Computer Engineer
    -Section of Computerization and Informatics - IT support,
    Municipal Water Supply & Sewerage Company of Volos (DEYAMB).

  • 01/11/2019 - 20/12/2019:
    Graduate Teaching Assistant
    -In course: "Ξ103 - Introduction to Programming", I helped students do their lab assignments in C language,
    Department of Digital Systems, University of Thessaly, Larissa.

  • 01/07/2017 - 31/08/2017:
    Internship - Software Engineer
    -Web page construction, using WordPress & php,
    University General Hospital of Larissa, Section of Computers & Informatics.