Aleksandra Rashkovska-Koceva
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Received B.Sc. degree in Electrical Engineering from the University Ss. Cyril and Methodius, Skopje, Macedonia, in 2006, and Ph.D. degree in Computer Science from the Jožef Stefan International Postgraduate School, Ljubljana, Slovenia, in 2013. She is currently a Research Fellow at the Department of Communication Systems, Jožef Stefan Institute, Ljubljana, Slovenia. Her research interest includes advanced bio-signal analysis, computer simulations in biomedicine, biomedical applications of data mining and control theory, and data mining in sensor networks.
Products
DiTeR: Dynamic thermal line rating software
PCard/Savvy
Projects
TRAFOFLEX - advanced concept of efficient use of transformers leveraging the DTR technology
Forecasting tap changer regulatory maintenance with advanced analytics
Supporting Active Ageing through Multimodal coaching
Uncertainty module for DTR
Multifunctional body sensor
EkoSmart
Personal Bibliography
2024
G. Slapničar, M. Luštrek, W. Wang, A. Rashkovska, M. Kristan;
Contact-free physiological monitoring of cardiorespiratory states using radar and optical sensors : doctoral dissertation = Brezstično fiziološko spremljanje kardiorespiratornih stanj z radarskimi in optičnimi senzorji : doktorska disertacija, 2024 [COBISS: 202899971]
D. Susič, A. Gradišek, M. Gams, M. Luštrek, A. Rashkovska;
Identification of hearth sounds for the analysis of cardiac pathology using machine learning : doctoral dissertation = Identifikacija srčnih vzrokov za analizo bolezni srca s pomočjo strojnega učenja : doktorska disertacija, 2024 [COBISS: 220505859]
L. Dominković, B. Boshkoska, A. Rashkovska;
ECG-derived respiration on the Fantasia dataset using the signal processing RRtest toolbox, 15th International Conference on Information Technologies and Information Society : ITIS 2024, 2024 [COBISS: 216073219]
A. Rashkovska;
Uporaba umetne inteligence v medicini : aplikacije pri pooperativnem hlajenju in spremljanju EKG = The use of artificial intelligence in medicine : applications in postoperative cooling and ECG monitoring, Zbornik predavanj 54. podiplomskega tečaja kirurgije za zdravnike : Portorož, 15. in 16. november 2024, 2024 [COBISS: 216081155]
2023
E. Merdjanovska, A. Rashkovska;
A framework for comparative study of databases and computational methods for arrhythmia detection from single-lead ECG, Scientific reports, 2023 [COBISS: 159592451] ::
T. Kocevska, T. Javornik, A. Švigelj, A. Rashkovska, A. Hrovat;
Identification of indoor radio environment properties from channel impulse response with machine learning models, Electronics, 2023 [DOI: doi.org/10.3390/electronics12122746][COBISS: 156252419] ::
T. Kocevska, T. Javornik, A. Švigelj, K. Guan, A. Rashkovska, A. Hrovat;
Impact of room size on machine larning-based material prediction using channel impulse response, IWSSIP : 30th International Conference on Systems, Signals and Image Processing, 2023 [COBISS: 160418307]
T. Kocevska, T. Javornik, A. Švigelj, K. Guan, A. Rashkovska, A. Hrovat;
Generalization of machine learning models for CIR-based materials identification in indoor radio environment, 4th MC and 4th Technical Meeting : Dubrovnik, Croatia, 23-26 January [2023], 2023 [COBISS: 149192451]
T. Kocevska, A. Hrovat, A. Rashkovska, A. Švigelj, B. Ženko, E. Kocan;
Identification of indoor radio environment properties based on channel state information using machine learning approaches : doctoral dissertation = Identifikacija lastnosti notranjega radijskega okolja na podlagi informacij o stanju kanala z uporabo pristopov strojnega učenja : doktorska disertacija, 2023 [COBISS: 158586883]
2022
M. Rojec, L. Todorovski, A. Rashkovska, B. Zupanc;
Napovedno vzdrževanje električnih transformatorjev s strojnim učenjem : delo diplomskega seminarja, 2022 [COBISS: 120340995]
A. Kostovska, A. Rashkovska, N. Simidjievski, P. Panov, D. Kocev, Ž. Kokalj;
Comparison of machine learning models for drought prediction : technical report, 2022 [COBISS: 118189571]
K. Bregar, T. Krištofelc, M. Depolli, V. Avbelj, A. Rashkovska;
Power autonomy estimation of low-power sensor for long-term ECG monitoring, Sensors, vol. 22, 2022 [DOI: /10.3390/s22145070][COBISS: 114252035] ::
E. Merdjanovska, M. Mohorčič, M. Depolli, A. Rashkovska, T. Javornik;
Data compression for wireless ECG devices, BIOSTEC 2022, 2022 [COBISS: 99885315]
T. Kocevska, T. Javornik, A. Švigelj, K. Guan, A. Rashkovska, A. Hrovat;
Comparison of machine learning models for predicting indoor materials from channel impulse response, 2022 International Conference on Software, Telecommunications and Computer Networks, September 22-24, 2022, Split, Croatia, SoftCOM .., 2022 [COBISS: 123093251]
E. Merdjanovska, A. Rashkovska;
Benchmarking deep learning methods for arrhythmia detection, 2022 45th Jubilee International Convention on Information, Communication and Electronic Technology (MIPRO) : May 23-27, 2022, Opatija, Croatia, 2022 [DOI: 10.23919/MIPRO55190.2022.9803367][COBISS: 114152195]
E. Merdjanovska, A. Rashkovska;
Comprehensive survey of computational ECG analysis : databases, methods and applications, Expert systems with applications, 2022 [DOI: 10.1016/j.eswa.2022.117206][COBISS: 106991107] ::
M. Rot, A. Rashkovska;
Meshless method stencil evaluation with machine learning, 2022 45th Jubilee International Convention on Information, Communication and Electronic Technology (MIPRO) : May 23-27, 2022, Opatija, Croatia, 2022 [DOI: 10.23919/MIPRO55190.2022.9803651][COBISS: 114177795]
M. Depolli, A. Kolar-Požun, A. Rashkovska, M. Rot, G. Kosec;
Napovedovanje vzdrževalnih posegov regulacijskega stikala z napredno analitiko, 2022 [COBISS: 142467587]
A. Rashkovska, M. Jančič, M. Depolli, J. Kosmač, G. Kosec;
Uncertainty assessment of dynamic thermal line rating for operational use at transmission system operators, IEEE transactions on power systems, vol. 37, 2022 [DOI: 10.1109/TPWRS.2022.3144740][COBISS: 95914243] ::
E. Merdjanovska, A. Rashkovska, N. Simidjievski, R. Trobec;
Comparative study of databases and computational methods for arrhythmia detection from single-lead ECG : master thesis = Primerjalna študija podatkovnih baz in računskih metod za odkrivanje aritmije z enokanalnim EKG : magistrsko delo, 2022 [COBISS: 136745219]
2021
A. Rashkovska, R. Trobec;
Framework for personalized real-time control of hidden temperature variables in therapeutic knee cooling, IEEE journal of biomedical and health informatics, vol. 25, 2021 [DOI: 10.1109/JBHI.2020.3005480][COBISS: 24209667] ::
Z. Gospodinova, M. Debeljak, M. Zadravec, Z. Matjačić, M. Žnidaršič, B. Ženko, A. Osojnik, P. Rupnik, A. Hrovat, S. Pollak, A. Biasizzo, A. Rashkovska, B. Koroušić-Seljak, M. Mohorčič;
SAAM pilot study WP8 2020-2021, 2021 [COBISS: 96632579]
E. Merdjanovska, A. Rashkovska;
Patient-specific heartbeat classification in single-lead ECG using convolutional neural network, 43rd Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC) : 1-5 Nov., 2021, Mexico, 2021 [DOI: 10.1109/EMBC46164.2021.9630366][COBISS: 95289859] ::
E. Merdjanovska, A. Rashkovska;
Cross-database generalization of deep learning models for arrhythmia classification, MIPRO 2021 : 44th International Convention, September 27 - October 1, 2021, Opatija, Croatia, MIPRO ..., 2021 [COBISS: 85505795]
M. Gärtner, M. Debeljak, M. Zadravec, M. Žnidaršič, B. Ženko, A. Osojnik, P. Rupnik, A. Hrovat, S. Pollak, A. Biasizzo, A. Rashkovska, B. Koroušić-Seljak;
Pilot studies, 2021 [COBISS: 113807875]
2020
E. Merdjanovska, A. Rashkovska;
Respiration extraction from single-channel ecgusing signal-processing methods and deep learning, MIPRO 2020 : 43nd International Convention, September 28 - October 2, 2020, Opatija, Croatia, 2020 [DOI: 10.23919/MIPRO48935.2020.9245219][COBISS: 36548099]
A. Rashkovska, M. Depolli, I. Tomašić, V. Avbelj, R. Trobec;
Medical-grade ECG sensor for long-term monitoring, Sensors, vol. 20, 2020 [DOI: 10.3390/s20061695][COBISS: 33290791] ::
K. Bregar, T. Javornik, M. Vučnik, C. Pribbernow, A. Hrovat, A. Čampa, M. Mohorčič, A. Rashkovska, M. Deplli;
Personal activity system, 2020 [COBISS: 111858947]
T. Kocevska, T. Javornik, A. Švigelj, K. Guan, A. Rashkovska, A. Hrovat;
ML algorithms comparison and hyperparameters tuning for wall material prediction based on CIR data, 2020 [COBISS: 112610307]
G. Kosec, A. Rashkovska, M. Jančič, M. Depolli, J. Slak, B. Blažič, M. Ilkovski;
Konceptualna rešitev ocenjevanja negotovosti dinamičnega termičnega toka kot rezultata DTR procesa : študija: Modul za izračun negotovosti rezultatov, 2020 [COBISS: 49848835]
2019
I. Tomašić, A. Rashkovska, R. Trobec, M. Linden;
The implications of the lead theory on the patch ECG devices positioning and measurement, World Congress on Medical Physics and Biomedical Engineering 2018, June 3-8, 2018, Prague, Czech Republic ; (Vol. 1), IFMBE proceedings, 2019 [DOI: 10.1007/978-981-10-9035-6_128][COBISS: 31842087]
M. Ceci, R. Corizzo, D. Malerba, A. Rashkovska;
Spatial autocorrelation and entropy for renewable energy forecasting, Data mining and knowledge discovery, vol. 33, 2019 [DOI: 10.1007/s10618-018-0605-7][COBISS: 32042279] ::
I. Tomašić, N. Petrović, M. Linden, A. Rashkovska;
Comparison of publicly available beat detection algorithms performances on the ECGs obtained by a patch ECG device, MIPRO 2019 : 42nd International Convention, May 20 -24, 2019, Opatija, Croatia, MIPRO ..., 2019 [DOI: 10.23919/MIPRO.2019.8756769][COBISS: 32388903]
J. Bogatinovski, D. Kocev, A. Rashkovska;
Feature Extraction for Heartbeat Classification inSingle-Lead ECG, MIPRO 2019 : 42nd International Convention, May 20 -24, 2019, Opatija, Croatia, MIPRO ..., 2019 [COBISS: 32389415] ::
A. Rashkovska;
Heartbeat classification in single-lead ECG Using convolutional neural networks, Abstracts, 2019 [COBISS: 24210179]
M. Brložnik, A. Domanjko-Petrič, V. Kadunc Kos, A. Rashkovska, V. Avbelj;
Wireless body sensor for electrocardiographic monitoring in equine medicine, MIPRO 2019 : 42nd International Convention, May 20 -24, 2019, Opatija, Croatia, MIPRO ..., 2019 [DOI: 10.23919/MIPRO.2019.8756965][COBISS: 32389159]
2018
A. Rashkovska, V. Avbelj;
Three-year experience with a wireless ECG sensor, MIPRO 2018 : 41st International Convention, May 21 -25, 2018, Opatija, Croatia, 2018 [COBISS: 32042535]
A. Hrovat, M. Vučnik, M. Mohorčič, K. Bregar, A. Rashkovska, M. Depolli, B. Ženko, M. Žnidaršič, B. Koroušić-Seljak;
Specification, users needs and ethics : report, 2018 [COBISS: 31770407]
A. Rashkovska, R. Trobec, V. Avbelj, M. Veselko;
Efficacy of cryotherapy for pain control after anterior cruciate ligament reconstruction, 2018 [COBISS: 31048999]
R. Trobec, I. Tomašić, A. Rashkovska, M. Depolli, V. Avbelj;
Body sensors and electrocardiography, 2018 [COBISS: 30759719] ::
2017
A. Rashkovska, V. Avbelj;
Abdominal fetal ECG measured with differential ECG Sensor, MIPRO 2017 : 40th Jubilee International Convention, May 22-26, 2017, Opatija, Croatia, 2017 [COBISS: 30758951]
M. Ceci, R. Corizzo, F. Fumarola, D. Malerba, A. Rashkovska;
Predictive modeling of PV energy production : how to set up the learning task for a better prediction?, IEEE transactions on industrial informatics, vol. 13, 2017 [DOI: 10.1109/TII.2016.2604758][COBISS: 29728807] ::
R. Trobec, V. Avbelj, U. Stanič, M. Depolli, A. Rashkovska, I. Tomašić, T. Krištofelc, K. Bregar, G. Kosec;
System for mobile monitoring of vital functions and environmental context : [presented at Biosensots 2016, 25-27 May 2016, Gothenburg, Sweden], Procedia technology, vol. 27, 2017 [DOI: 10.1016/j.protcy.2017.04.068][COBISS: 31188519]
2016
R. Trobec, A. Rashkovska;
Wireless, wearable and user-friendly ECG sensors, HIPEAC info, 2016 [COBISS: 29430567]
A. Rashkovska, D. Kocev, R. Trobec;
Clustering of heartbeats from ecg recordings obtained with wireless body sensors, Mipro proceedings, 2016 [COBISS: 29538855]
A. Rashkovska, R. Trobec;
CE certification of wearable multifunctional body sensor : 4th Workshop on Transfer to Industry and Start-Ups (TISU) HIPEAC Conference, TISU Workshop, January 19, 2016 Prague, 2016 [COBISS: 29384231]
G. Kosec, A. Rashkovska, R. Trobec, J. Kosmač;
Dynamic Thermal Rating of overhead power lines in icing conditions (DTRi) : 4th Workshop on Transfer to Industry and Start-Ups (TISU) HIPEAC Conference organised by the TETRACOM FP/7 project, January 20, 2016 Prague, 2016 [COBISS: 29383975]
A. Rashkovska, V. Avbelj, R. Trobec;
Wireless body sensor data analytics : challenges and approaches, Delavnica Elektronsko in mobilno zdravje : zbornik 19. mednarodne multikonference Informacijska družba - IS 2016, 10.-11. oktober 2016, [Ljubljana, Slovenija], 2016 [COBISS: 29883943]
R. Trobec, A. Rashkovska, V. Avbelj, M. Depolli, T. Krištofelc, K. Bregar, B. Simončič;
Wearable Multifunctional Body Sensor (MedSens) : 4th Workshop on Transfer to Industry and Start-Ups (TISU) HIPEAC Conference organised by the TETRACOM FP/7 project, January 20, 2016 Prague, 2016 [COBISS: 29383719]
2015
A. Rashkovska, D. Kocev, R. Trobec;
Non-invasive real-time prediction of inner knee temperatures during therapeutic cooling, Computer methods and programs in biomedicine, vol. 122, 2015 [DOI: 10.1016/j.cmpb.2015.07.004][COBISS: 28857127] ::
A. Rashkovska, J. Novljan, M. Smolnikar, M. Mohorčič, C. Fortuna;
Online short-term forecasting of photovoltaic energy production, The Sixth Conference on Innovative Smart Grid Technologies (ISGT2015) , February 17-20, 2015, Washington, USA, 2015 [COBISS: 28737063]
M. Ceci, R. Corizzo, F. Fumarola, M. Ianni, D. Malerba, G. Maria, E. Masciari, M. Oliverio, A. Rashkovska;
VIPOC project research summary, Proceedings : Proceedings, 2015 [COBISS: 28859431]
M. Ceci, R. Corizzo, F. Fumarola, M. Ianni, D. Malerba, G. Maria, E. Masciari, M. Oliverio, A. Rashkovska;
Big data techniques for supporting accurate predictions of energy production from renewable sources, IDEASʼ15 : Proceedings, 2015 [COBISS: 28859943]
M. Ceci, D. Malerba, G. Manco, E. Masciari, A. Rashkovska;
Big data techniques for supporting prediction of renewable energy production : testbed deployment case study, EMENDER 2015 - energy managemENT Data ElaboRation, 2015 [COBISS: 29376039]
R. Trobec, V. Avbelj, U. Stanič, M. Depolli, A. Rashkovska, I. Tomašić, T. Krištofelc, K. Bregar, G. Kosec;
Sistem za mobilno spremljanje vitalnih fizioloških parametrov in konteksta okolja, 2015 [COBISS: 29048359]
A. Rashkovska, R. Trobec, M. Mohorčič;
Coexistence of wireless systems for remote monitoring of vital functions in the unlicensed ISM band, Proceedings, 2015 [COBISS: 28310567]
I. Tomašić, R. Trobec, A. Rashkovska, M. Linden;
Impact of electrode misplacement on the accuracy of 12-lead ECG synthesized from differential leads, MIPRO 2015 : proceedings, MIPRO ..., 2015 [COBISS: 28613415]
2014
A. Rashkovska, R. Trobec, V. Avbelj, M. Veselko;
Knee temperatures measured in vivo after arthroscopic ACL reconstruction followed by cryotherapy with gel-packs or computer controlled heat extraction, Knee surgery, sports traumatology, arthroscopy, vol. 22, 2014 [DOI: 10.1007/s00167-013-2605-x][COBISS: 26914599] ::
R. Trobec, V. Avbelj, A. Rashkovska;
Multi-functionality of wireless body sensors, The IPSI BgD transactions on internet research, vol. 10, 2014 [COBISS: 27718951]
A. Rashkovska, R. Trobec;
Liveracing HTC, machine learning and control theory to design embedded system for smart thermal therapy, HIPEAC info, 2014 [COBISS: 27696167]
A. Rashkovska, R. Trobec;
Postopek in naprava za neinvazivno vodenje notranjih temperaturnih spremenljivk v realnem času med terapijo z ohlajanjem ali ogrevanjem : patent SI 24357, 2014-11-13, 2014 [COBISS: 26728999]
H. Gjoreski, A. Rashkovska, S. Kozina, M. Luštrek, M. Gams;
Telehealth using ECG sensor and accelerometer, MIPRO 2014 : proceedings, 2014 [COBISS: 27759911]
G. Kosec, M. Depolli, A. Rashkovska, R. Trobec;
Super linear speedup in a local parallel meshless solution of thermo-fluid problem, Computers & Structures, vol. 133, 2014 [DOI: 10.1016/j.compstruc.2013.11.016][COBISS: 27339815] ::
A. Rashkovska;
Online short-term forecasting of photovoltaic energy production : Università degli studi, Aldo Moro, Dipartimento di Informatica, 14 November 2014, Bari, Italy, 2014 [COBISS: 29462567]
A. Rashkovska;
Real-time control of hidden system variables with application in therapeutic knee cooling : Università degli studi, Aldo Moro, Dipartimento di Informatica, 14 November 2014, Bari, Italy, 2014 [COBISS: 29462311]
2013
I. Tomašić, A. Rashkovska, M. Depolli;
Using hadoop MapReduce in a multicluster environment, MIPRO 2013 : Mipro proceedings, 2013 [COBISS: 26758439]
A. Rashkovska, R. Trobec;
Real-time control of hidden system variables with application in therapeutic knee cooling : doctoral dissertation = Vodenje skritih sistemskih spremenljivk v realnem času z uporabo v terapevtskem hlajenju kolena : doktorska disertacija, 2013 [COBISS: 270577664]
A. Rashkovska, V. Avbelj;
Signal processing methods for ST variability assessment in ECG, MIPRO 2013 : Mipro proceedings, 2013 [COBISS: 26757159]
I. Tomašić, A. Rashkovska, M. Depolli, R. Trobec;
A comparison of hadoop tools for analyzing tabular data, Informatica : an international journal of computing and informatics, vol. 37, 2013 [COBISS: 26914855] ::
2012
I. Tomašić, R. Trobec, A. Rashkovska, M. Depolli, P. Mežnar, A. Lipej;
BigData and MapReduce with Hadoop, Proceedings of the 1th International Conference on CLoud Assisted ServiceS, Bled, Slovenia, October 22 -25 : CLASS, 2012 [COBISS: 26297639]
A. Rashkovska, I. Tomašić, A. Rashkovska, K. Bregar, R. Trobec;
Remote monitoring of vital functions - Proof-of-Concept system, MIPRO 2012 : 35th International Convention, May 21-25, 2012, Opatija - Adriaric Coast, Croatia, 2012 [COBISS: 25845799]
I. Tomašić, J. Ugovšek, A. Rashkovska, R. Trobec;
Multicluster hadoop distributed file system, MIPRO 2012 : 35th International Convention, May 21-25, 2012, Opatija - Adriaric Coast, Croatia, 2012 [COBISS: 25845543]
R. Trobec, A. Rashkovska, V. Avbelj;
Two proximal skin electrodes - a respiration rate body sensor, Sensors, vol.12, 2012 [DOI: 10.3390/s121013813][COBISS: 26182951] ::
A. Rashkovska, R. Trobec;
Real-time regulation of dynamic systems : smart cryotherapy, Advances in computational & experimental engineering and sciences : proceedings of International Conference on Computational & Experimental Engineering and Sciences, ICCES'12 Crete, Greece 30 April - 4 May, 20112, 2012 [COBISS: 25857063]
R. Trobec, A. Rashkovska, V. Avbelj;
Multi-functional wireless body sensor, GLOBAL HEALTH 2012, 2012 [COBISS: 26202663] ::
A. Rashkovska, R. Trobec, M. Depolli, G. Kosec;
3-D numerical simulation of heat transfer in biomedical applications, 2012 [COBISS: 26203431] ::
2011
A. Rashkovska;
Povezava OpenStack storage z AmazonS 3 : Odprto in varno v oblak, seminar, 14. december 2011, Ljubljana, 2011 [COBISS: 25886759]
G. Kosec, R. Trobec, M. Depolli, A. Rashkovska;
Multicore parallelization of a meshless PDE solver with OpenMP, Conference proceedings, 2011 [COBISS: 25158183]
A. Rashkovska, I. Tomašić, R. Trobec;
A telemedicine application : ECG data from wireless body sensors on a smartphone, Proceedings. [Vol. 1, MEET & GVS], 2011 [COBISS: 24783399] ::
2010
R. Trobec, V. Avbelj, A. Rashkovska;
Evaluation of methods for ST variability assessment, Scientific programme & book of abstracts, 2010 [COBISS: 24199207]
A. Rashkovska, R. Trobec;
e-ECTS: electronic European Credit Transfer and accumulation system : a case study of Macedonia, Proceedings of the 2010 Networking and Electronic Commerce Research Conference, (NAEC2010), Riva del Garda, Italy, October 7-10, 2010, 2010 [COBISS: 24055591]
A. Rashkovska, R. Trobec, M. Depolli, V. Avbelj;
Time and frequency analysis of non-uniform sampling, Proceedings. [Vol. 1, MEET & GVS], 2010 [COBISS: 23671079]
A. Rashkovska, M. Depolli, I. Tomašić, V. Avbelj, R. Trobec;
Sensor networks in telemedicine and telecare = Senzorska omrežja za telemedicino in teleoskrbo : Prosense, Brezžična senzorska omrežja, Mala in srednja podjeta, 19-21 maj 2010, Ljubljana, 2010 [COBISS: 25886503]
2006
L. Saldzievsk, G. Ivanov, D. Rashkovski, A. Rashkovska, M. Saldzievski, J. Blažev;
Sistem i uredi za sobiranje na podatoci za evidencija na aktivnostite na učenicite, studentite i nastavnicite vo obrazovni institucii, spored kredit transfer sistem : patent MK 901795, 2006-12-08, 2006 [COBISS: 26786599]
A. Rashkovska, D. Dančev;
Informacionen sistem za poddrška na Evropskiot Kredit Transfer Sistem za Pravniot fakultet - Skopje : diplomska rabota, 2006 [COBISS: 25881895]
2005
D. Kocev, A. Rashkovska;
Web aplikacija za ispituvanje na asocijativnata memorija kaj čovekot, ETAI 2005 : proceedings of VII National Conference with international participation, 2005 [COBISS: 25829415]