Impact Evaluation of Sound Dataset Augmentation and Synthetic Generation upon Classification Accuracy.

Maria Samarakou https://orcid.org/0000-0002-4638-7939 https://www.wikidata.org/entity/Q61759650

Eleni Tsalera Andreas E. Papadakis Gerasimos Pagiatakis Maria Samarakou Impact Evaluation of Sound Dataset Augmentation and Synthetic Generation upon Classification Accuracy. 2025 91 14 J. Sens. Actuator Networks 5 https://doi.org/10.3390/jsan14050091 db/journals/jsan/jsan14.html#TsaleraPPS25 streams/journals/jsan

Eleni Tsalera Dimitrios Stratogiannis Andreas E. Papadakis Ioannis Voyiatzis Maria Samarakou Evaluation and Prediction of Resource Usage for multi-parametric Deep Learning training and inference. 67-73 2023 PCI https://doi.org/10.1145/3635059.3635070 conf/pci/2023 db/conf/pci/pci2023.html#TsaleraSPVS23 Stylianos Voutsinas Dimitrios Karolidis Ioannis Voyiatzis Maria Samarakou Development of an IoT power management system for photovoltaic power plants. 1-5 2022 MOCAST https://doi.org/10.1109/MOCAST54814.2022.9837652 conf/mocast/2022 db/conf/mocast/mocast2022.html#VoutsinasKVS22 Stylianos Voutsinas Ioannis Mandourarakis Eftichios Koutroulis 0001 Dimitrios Karolidis Ioannis Voyiatzis Maria Samarakou Control and communication for smart photovoltaic arrays. 139-144 2022 PCI https://doi.org/10.1145/3575879.3575983 https://www.wikidata.org/entity/Q131127823 conf/pci/2022 db/conf/pci/pci2022.html#VoutsinasM0KVS22 Eleni Tsalera Andreas E. Papadakis Maria Samarakou Ioannis Voyiatzis CNN-based Segmentation and Classification of Sound Streams under realistic conditions. 373-378 2022 PCI https://doi.org/10.1145/3575879.3576020 https://www.wikidata.org/entity/Q130956658 conf/pci/2022 db/conf/pci/pci2022.html#TsaleraPSV22

Eleni Tsalera Andreas E. Papadakis Maria Samarakou Novel principal component analysis-based feature selection mechanism for classroom sound classification. 1827-1843 2021 37 Comput. Intell. 4 https://doi.org/10.1111/coin.12468 db/journals/ci/ci37.html#TsaleraPS21

Eleni Tsalera Andreas E. Papadakis Maria Samarakou Comparison of Pre-Trained CNNs for Audio Classification Using Transfer Learning. 72 2021 10 J. Sens. Actuator Networks 4 https://doi.org/10.3390/jsan10040072 https://www.wikidata.org/entity/Q111517954 db/journals/jsan/jsan10.html#TsaleraPS21

Stylianos Voutsinas Dimitrios Karolidis Ioannis Voyiatzis Maria Samarakou Photovoltaic Faults: A comparative overview of detection and identification methods. 1-5 2021 MOCAST https://doi.org/10.1109/MOCAST52088.2021.9493369 conf/mocast/2021 db/conf/mocast/mocast2021.html#VoutsinasKVS21 Stylianos Voutsinas Dimitrios Karolidis Ioannis Voyiatzis Maria Samarakou Development of a fault detection algorithm for Photovoltaic Systems. 84-87 2021 PCI https://doi.org/10.1145/3503823.3503839 conf/pci/2021 db/conf/pci/pci2021.html#VoutsinasKVS21 Stylianos Voutsinas Dimitrios Karolidis Ioannis Voyiatzis Maria Samarakou Development of an IoT Structural Damage Monitoring system. 88-91 2021 PCI https://doi.org/10.1145/3503823.3503840 conf/pci/2021 db/conf/pci/pci2021.html#VoutsinasKVS21a Stylianos Voutsinas Dimitrios Karolidis Ioannis Voyiatzis Maria Samarakou A survey of fault detection and identification methods for Photovoltaic systems based on I-V curves. 281-284 2020 PCI https://doi.org/10.1145/3437120.3437325 conf/pci/2020 db/conf/pci/pci2020.html#VoutsinasKVS20 Stylianos Voutsinas Dimitrios Karolidis Ioannis Voyiatzis Maria Samarakou Development of an IoT seismograph. 285-288 2020 PCI https://doi.org/10.1145/3437120.3437326 conf/pci/2020 db/conf/pci/pci2020.html#VoutsinasKVS20a

Andreas E. Papadakis Eleni Tsalera Maria Samarakou Survey on Sound and Video Analysis Methods for Monitoring Face-to-Face Module Delivery. 229-240 2019 14 Int. J. Emerg. Technol. Learn. 8 https://doi.org/10.3991/ijet.v14i08.9813 db/journals/ijet/ijet14.html#PapadakisTS19

Maria Samarakou Grammatiki Tsaganou Andreas E. Papadakis An e-Learning System for Extracting Text Comprehension and Learning Style Characteristics. 126-136 2018 21 J. Educ. Technol. Soc. 1 https://www.j-ets.net/ETS/journals/21_1/12.pdf db/journals/ets/ets21.html#SamarakouTP18

Maria Samarakou Pantelis Prentakis Dimitrios Mitsoudis Dimitrios Karolidis Spyros Athinaios Application of fuzzy logic for the assessment of engineering students. 646-650 2017 EDUCON https://doi.org/10.1109/EDUCON.2017.7942914 conf/educon/2017 db/conf/educon/educon2017.html#SamarakouPMKA17

Maria Samarakou Emmanouil D. Fylladitakis Wolf-Gerrit Früh Antonios Hatziapostolou John J. Gelegenis An Advanced eLearning Environment Developed for Engineering Learners. 22-33 2015 10 Int. J. Emerg. Technol. Learn. 3 https://doi.org/10.3991/ijet.v10i3.4484 https://www.wikidata.org/entity/Q61759257 db/journals/ijet/ijet10.html#SamarakouFFHG15

Andreas E. Papadakis Nikolaos D. Tselikas Maria Samarakou Pantelis Prentakis Assessing students approaches in the context of telecommunications services provision. 532-535 2015 EDUCON https://doi.org/10.1109/EDUCON.2015.7096021 conf/educon/2015 db/conf/educon/educon2015.html#PapadakisTSP15 Maria Samarakou Emmanouil D. Fylladitakis Dimitrios Karolidis Andreas E. Papadakis Pantelis Prentakis Grammatiki Tsaganou How an open learning environment affects the motivation of secondary and higher education students. 50-54 2015 Panhellenic Conference on Informatics https://doi.org/10.1145/2801948.2802002 conf/pci/2015 db/conf/pci/pci2015.html#SamarakouFKPPT15

Maria Samarakou Andreas E. Papadakis Emmanouil D. Fylladitakis Antonios Hatziapostolou Grammatiki Tsaganou Wolf-Gerrit Früh An Open Learning Environment for the Diagnosis, Assistance and Evaluation of Students Based on Artificial Intelligence. 36-44 2014 9 Int. J. Emerg. Technol. Learn. 3 https://doi.org/10.3991/ijet.v9i3.3367 db/journals/ijet/ijet9.html#SamarakouPFHTF14

Andreas E. Papadakis Grammatiki Tsaganou Maria Samarakou Profiling students' performance and measuring their progress in the area of multimedia communications. 611-615 2014 EDUCON https://doi.org/10.1109/EDUCON.2014.6826156 conf/educon/2014 db/conf/educon/educon2014.html#PapadakisTS14 Andreas E. Papadakis Maria Samarakou Pantelis Prentakis Nikolaos D. Tselikas Grammatiki Tsaganou Enhancing laboratory experience and assessment through monitoring and processing of students' activities. 1332-1337 2013 EDUCON https://doi.org/10.1109/EduCon.2013.6530278 conf/educon/2013 db/conf/educon/educon2013.html#PapadakisSPTT13 Grammatiki Tsaganou Maria Samarakou Panagiotis Blitsas Maria Grigoriadou Enhancing Web Document Accessibility by Authoring Texts and Text Comprehension Activities. 597-606 2009 HCI (7) https://doi.org/10.1007/978-3-642-02713-0_63 conf/hci/2009-7 db/conf/hci/hci2009-7.html#TsaganouSBG09

Regina Stathacopoulou Maria Grigoriadou Maria Samarakou Denis Mitropoulos Monitoring students' actions and using teachers' expertise in implementing and evaluating the neural network-based fuzzy diagnostic model. 955-975 2007 32 Expert Syst. Appl. 4 https://doi.org/10.1016/j.eswa.2006.02.023 db/journals/eswa/eswa32.html#StathacopoulouGSM07

Agoritsa Gogoulou Evangelia Gouli Maria Grigoriadou Maria Samarakou Dionisia Chinou A Web-based Educational Setting Supporting Individualized Learning, Collaborative Learning and Assessment. 242-256 2007 10 J. Educ. Technol. Soc. 4 http://www.ifets.info/abstract.php?art_id=809 db/journals/ets/ets10.html#GogoulouGGSC07

Maria Grigoriadou Evangelia Gouli Agoritsa Gogoulou Maria Samarakou Serving Learning and Assessment in SCALE. 886-890 2006 conf/icalt/2006 ICALT https://doi.org/10.1109/ICALT.2006.1652585 https://doi.ieeecomputersociety.org/10.1109/ICALT.2006.283 db/conf/icalt/icalt2006.html#GrigoriadouGGS06

Regina Stathacopoulou George D. Magoulas Maria Grigoriadou Maria Samarakou Neuro-fuzzy knowledge processing in intelligent learning environments for improved student diagnosis. 273-307 2005 170 Inf. Sci. 2-4 https://doi.org/10.1016/j.ins.2004.02.026 db/journals/isci/isci170.html#StathacopoulouMGS05

Agoritsa Gogoulou Evangelia Gouli Maria Grigoriadou Maria Samarakou ACT: a web-based adaptive communication tool. 180-189 2005 CSCL https://repository.isls.org/handle/1/3678 http://dl.acm.org/citation.cfm?id=1149316 conf/cscl/2005 db/conf/cscl/cscl2005.html#GogoulouGGS05 Kyparisia A. Papanikolaou Maria Grigoriadou Maria Samarakou Learning Activities and Aids in Adaptive Learning Environments. 277-284 2005 conf/iadis/2005celda CELDA db/conf/iadis/celda2005.html#PapanikolaouGS05 Regina Stathacopoulou Maria Samarakou Maria Grigoriadou George D. Magoulas A Neuro-Fuzzy Approach to Detect Student's Motivation. 2004 conf/icalt/2004 ICALT db/conf/icalt/icalt2004.html#StathacopoulouSGM04 https://doi.org/10.1109/ICALT.2004.1357377 https://doi.ieeecomputersociety.org/10.1109/ICALT.2004.1357377 Regina Stathacopoulou Maria Grigoriadou Maria Samarakou George D. Magoulas Using Simulated Students for Machine Learning. 889-891 https://doi.org/10.1007/978-3-540-30139-4_109 2004 conf/its/2004 Intelligent Tutoring Systems db/conf/its/its2004.html#StathacopoulouGSM04 Agoritsa Gogoulou Evangelia Gouli Maria Grigoriadou Maria Samarakou Exploratory + Collaborative Learning in Programming: A Framework for the Design of Learning Activities. 350-351 2003 conf/icalt/2003 ICALT https://doi.org/10.1109/ICALT.2003.1215118 https://doi.ieeecomputersociety.org/10.1109/ICALT.2003.1215118 db/conf/icalt/icalt2003.html#GogoulouGGS03 Agoritsa Gogoulou Evangelia Gouli Maria Grigoriadou Maria Samarakou Supporting Collaboration and Adaptation in a CSCL Environment. 470 2003 conf/icalt/2003 ICALT https://doi.org/10.1109/ICALT.2003.1215193 https://doi.ieeecomputersociety.org/10.1109/ICALT.2003.1215193 db/conf/icalt/icalt2003.html#GogoulouGGS03a Spyros Athinaios Panagiotis Blitsas Dionisia Chinou Wolf-Gerrit Früh Emmanouil D. Fylladitakis John J. Gelegenis Agoritsa Gogoulou Evangelia Gouli Maria Grigoriadou Antonios Hatziapostolou Dimitrios Karolidis Eftichios Koutroulis 0001 George D. Magoulas Ioannis Mandourarakis Denis Mitropoulos Dimitrios Mitsoudis Gerasimos K. PagiatakisGerasimos Pagiatakis Andreas E. Papadakis Kyparisia A. Papanikolaou Pantelis Prentakis Regina Stathacopoulou Dimitrios Stratogiannis Grammatiki Tsaganou Eleni Tsalera Nikolaos D. Tselikas Stylianos Voutsinas Ioannis Voyiatzis