doc. dr Lidija Krstanović


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dr Lidija Krstanović

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Research field and areas: Applied mathematics, machine learning, speech recognition, image processing, classification and segmentation.

Education:
  -Doctoral Academic Studies, University of Novi Sad, Faculty of Technical Sciences, Applied Mathematics, "GMMs Similarity Measure Based on Transformation of the Parameter Space", GPA 10.00, October 2012 – September 2017.
  -Graduate Academic Studies (Master), University of Novi Sad, Faculty of Sciences, Mathematics, "On Numerical Solving of Singularly Perturbed Problem with Robin Boundary Conditions", GPA 10.00, October 2010 – September 2011.
  -Graduate Academic Studies, University of Novi Sad, Faculty of Sciences, Mathematics, "Random Walk", GPA 9.06, Oktober 2003 – Jul 2010.

Name, family name and title of the Ph.D. thesis supervisor: Prof. Nebojša Ralević, Ph.D., full professor.

Dates of appointments (researcher and scientific titles, i.e., equivalent titles in higher education):
 -University of Novi Sad, Faculty of Technical Sciences, Novi Sad, Serbia:
   Assistant professor (March 1, 2018)
   Teaching assistant (October 9, 2015)
Employment history:
 -University of Novi Sad, Faculty of Technical Sciences, Novi Sad, Serbia:
   Assistant professor (2018-present)
   Teaching assistant (2015-2018)
 -Primary School “Đorđe Natošević”, Novi Sad, Serbia
   Math Teacher (2014-2015)
 -Secondary Medical School “7. April”, Novi Sad, Serbia
   Math Teacher (2011-2014)
 -University of Novi Sad, Faculty of Sciences, Novi Sad, Serbia
   Associate (2010-2011)
 -Linguistic Gymnasium “Karlovačka gimnazija”, Sremski Karlovci, Serbia
   Math Teacher (2009)


List of publications:
 1. Lidija Krstanović, Nebojša M. Ralević, Vladimir Zlokolica, Ratko Obradović, Dragiša Mišković, Marko Janev, Branislav Popović: GMMs Similarity Measure Based on LPP-like Projection of the Parameter Space, Expert Systems with Applications, Vol. 66, pp. 136-148, DOI: 10.1016/j.eswa.2016.09.014, ISSN: 0957-4174, Elsevier, published online: 9 September 2016, printed: 30 December 2016. (IF 2016: 3.928) [M21a]
 2. Aco Antić, Branislav Popović, Lidija Krstanović, Ratko Obradović, Mijodrag Milošević: Novel Texture-based Descriptors for Tool Wear Condition Monitoring, Mechanical Systems and Signal Processing, Vol. 98, pp. 1-15, DOI: 10.1016/j.ymssp.2017.04.030, ISSN: 0888-3270, Elsevier, published online: 29 April 2017, printed: 01 January 2018. (IF 2017: 4.370) [M21a]
 3. Vladimir Zlokolica, Lidija Krstanović, Lazar Velicki, Branislav Popović, Marko Janev, Ratko Obradović, Nebojsa M. Ralević, Ljubomir Jovanov, Danilo Babin: Semiautomatic Epicardial Fat Segmentation Based on Fuzzy c-Means Clustering and Geometric Ellipse Fitting, Journal of Healthcare Engineering, Volume 2017, pp. 1-12, DOI: 10.1155/2017/5817970 [M23]
 4. Isidora Đurić, Ratko Obradović, Vera Viana, Lidija Krstanović, Bojan Banjac, Jelena Letić, Nebojša Ralević, Algorithm for Image-Based Architectural Element Recognition, FME Transactions, Volume 47, 2019, pp. 287-292, DOI: 10.5937/fmet1902287D [M24]
 5. Lidija Krstanović, Danilo Rapaić, Nebojsa Ralević, Ratko Obradović, Djuro Klipa: Sparse Regularized Fuzzy Regression, Applicable Analysis and Discrete Mathematics, AADM-2919, Volume 13, 2019, pp. 583-604, DOI: https://doi.org/10.2298/AADM171227021R [M22]
 6. Aco Antić, Milan Zeljković, Lidija Krstanović, Nikolae Ungureanu: A Texture-based Descriptors for Real Time Tool Condition Monitoring, 13th International Scientific Conference Flexible Technologies, MMA 2018, Novi Sad, Serbia: Faculty of Technical Sciences, 28-29 September 2018, pp. 53-56, ISBN 978-86-6022-094-5 [M33]
 7. Isidora Đurić, Ratko Obradović, Vera Viana, Lidija Krstanović, Jelena Letić, Bojan Banjac, Nebojša Ralević: Algorithm for Shape Recognition of Gothic Window, 6th International Scientific Conference moNGeometrija, Novi Sad: Serbian Society for Geometry and Graphics (SUGIG), Faculty of Technical Sciences, University of Novi Sad, 6-9 Jun 2018, pp. 329-340, ISBN 978-86-6022-055-6 [M33]
 8. Dragan Kukolj, Lidija Krstanović, Ratko Obradović, Nebojsa Ralević, Vladimir Zlokolica, Marko Janev: Robust Fuzzy Regression by Alpha-Cutting the Cost, Workshop on Data-driven Model Order Reduction and Machine Learning, MORML 2016, Stuttgart, Germany, 2016 [M33]
 9. Vladimir Zlokolica, Lazar Velicki, Bojan Banjac, Marko Janev, Lidija Krstanović, Nebojsa Ralević, Ratko Obradović, Bogoljub Mihajlović: 3D Epicardial Fat Registration Optimization Based on Structural Prior Knowledge and Subjective-Objective Correspondence, IEEE 15th International Conference on Bioinformatics & Bioengineering, BIBE 2015, Belgrade, Serbia, 2-4 November 2015, pp. 1-6, DOI: 10.1109/BIBE.2015.7367727 [M33]
 10. Ivana Vasiljević, Lidija Krstanović: Teorijske osnove i implementacija raytracer algoritma za renderovanje, (Theoretical Background and Implementation of the Raytracer Rendering Algorithm), Zbornik radova Fakulteta tehničkih nauka, Vol. 34, No. 1(2019) [M52]
 11. Vukosava Putnik, Nebojša Ralević, Lidija Krstanović, Segmentacija slike normalizovanim rezom (Normalize cut image segmentation), Zbornik radova Fakulteta tehničkih nauka, Vol. 33, No. 1(2018) [M52]
 12. Lidija Krstanović, Ratko Obradović, Nebojša Ralević: Aproksimacija KL-divergence između GMM i primene (Approximation of KL-divergence between GMMs and Applications), 5th Mathematical Conference of the Republic of Srpska, Trebinje: Mathematical Society of the Republic of Srpska, Production and Management Faculty Trebinje, 5-6 June 2015 [M64]
 13. • Lidija Krstanović: Mera sličnosti između modela Gausovih smeša zasnovana na transformaciji prostora parametara (GMMs Similarity Measure Based on Transformation of the Parameter Space), Faculty of Technical Sciences, University of Novi Sad, Novi Sad, Serbia, 25 September 2017 [M71]

List of previous projects and activities:
 "Characterisation of Kinetics and Influence of Emerging Pollutants of Waste Flow in Graphic Industry", Ministry of Education, Science and Technological Development, id TR34014 (2011-2019)

Citation number:
 -SCOPUS citation database: 7 (total) / 7 (excluding self-citations of the selected author) / 6 (excluding self-citations of all authors)
https://www.scopus.com/authid/detail.uri?authorId=57188768536
 -Google Scholar: 14 (total)
https://scholar.google.com/citations?hl=en&user=mIJzMfwAAAAJ

Hirsch index:
 -SCOPUS citation database: 2
 -Google Scholar: 2

Reviewing scientific journals:
 -Reviewer for one scientific conference (IWSSIP 2019)

Skills and other facts:
 -Digital signal processing; artificial intelligence; image processing; pattern recognition; image recognition; image retrieval; machine learning
 -Visual Studio; C++; C; Matlab
 -Communication and debate skills; public speaking; teamwork

Link to the Public RIS page (istrazivaci.gov.rs) and to another database of researchers if available (e.g., Google Scholar, ORCID, etc.):
 -Google Scholar: https://scholar.google.com/citations?hl=en&user=mIJzMfwAAAAJ
 -ResearchGate: https://www.researchgate.net/profile/Lidija_Krstanovic

Docent
01.03.2018.
Radno mestoOdDoOrganizaciona jedinica
Asistent-Master09.10.2015.Katedra za animaciju u inženjerstvu
NazivU Ustanovi
Mera sličnosti između modela Gausovih smeša zasnovana na transformaciji prostora parametara

Doktorat

Matematičke nauke

Fakultet tehničkih nauka

2017

O numeričkom rešavanju singularno perturbovanog problema sa Robinovim konturnim uslovima

Master rad

Matematičke nauke

Prirodno-matematički fakultet

2011

Slučajni hod

Osnovne studije (po starom)

Matematičke nauke

Prirodno-matematički fakultet

2010

Kriterijum produkcijeOpis
(M21a) Rad u međunarodnom časopisu izuzetnih vrednostiAntić A., Popović B., Krstanović L., Obradović R., Milošević M.: Novel Texture-Based Descriptors for Tool Wear Condition Monitoring, Mechanical Systems and Signal Processing, 2017, Vol. 98, pp. 1-15, ISSN 0888-3270
(M21a) Rad u međunarodnom časopisu izuzetnih vrednostiKrstanović L., Ralević N., Zlokolica V., Obradović R., Mišković D., Janev M., Popović B.: GMMs similarity measure based on LPP-like projection of the parameter space, Expert Systems with Applications, 2016, Vol. 66, pp. 136-148, ISSN 0957-4174
(M23) Rad u međunarodnom časopisuZlokolica V., Krstanović L., Velicki L., Popović B., Janev M., Ralević N., Obradović R., Jovanov Lj., Babin D.: Semiautomatic Epicardial Fat Segmentation Based on Fuzzy c-Means Clustering and Geometric Ellipse Fitting, Journal of Healthcare Engineering, 2017, Vol. 2017, pp. 1-12, ISSN 2040 2295
(M24) Rad u časopisu međunarodnog značaja verifikovanog posebnom odlukomĐurić I., Obradović R., Viana V., Krstanović L., Banjac B., Letić J., Ralević N.: Algorithm for Image-Based Architectural Element Recognition , FME Transactions, 2019, Vol. 47, No 2, pp. 287-292, ISSN 1451-2092, UDK: 621
(M33) Saopštenje sa međunarodnog skupa štampano u celiniĐurić I., Obradović R., Viana V., Krstanović L., Letić J., Banjac B., Ralević N.: Algorithm for Shape Recognition of Gothic Window, 6. International Scientific Conference moNGeometrija, Novi Sad: Serbian Society for Geometry and Graphics (SUGIG), Faculty of Technical Sciences, University of Novi Sad, 6-9 Jun, 2018, pp. 329-340, ISBN 978-86-6022-055-6
(M33) Saopštenje sa međunarodnog skupa štampano u celiniZlokolica V., Velicki L., Banjac B., Janev M., Ralević N., Obradović R., Mihajlović B., Krstanović L.: 3D Epicardial fat registration optimization based on structural prior knowledge and subjective-objective correspondence, 15. International Conference on Bioinformatics & Bioengineering (IEEE), Beograd: IEEE, 2-4 Novembar, 2015
(M33) Saopštenje sa međunarodnog skupa štampano u celiniAntić A., Zeljković M., Krstanović L., Ungureanu N.: A Texture-based descriptors for real time tool condition monitoring , 13. International Scientific Conference "Flexible Technologies" - MMA, Novi Sad: Faculty of Technical Sciences, 28-29 Septembar, 2018, pp. 53-56, ISBN 978-86-6022-094-5
(M33) Saopštenje sa međunarodnog skupa štampano u celiniDragan Kukolj, Lidija Krstanović, Ratko Obradović, Nebojša Ralević, Vladimir Zlokolica, Marko Janev, Robust Fuzzy Regression by α-cutting the cost, Workshop on data –driven Model Order Reduction and Machine Learning (MORML’ 16), 2016
(M52) Rad u časopisu nacionalnog značajaVasiljević I., Krstanović L.: Teorijske osnove i implementacija raytracer algoritma za renderovanje, Zbornik radova Fakulteta tehničkih nauka, God. 34 Br. 1(2019) – у штампи
(M64) Saopštenje sa skupa nacionalnog značaja štampano u izvoduKrstanović L., Obradović R., Ralević N.: Aproksimacija KL - divergence između GMM i primene, 5. Mathematical Conference of the Republic of Srpska, Trebinje: Društvo matematičara Republike Srpske, Fakultet za proizvodnju i menadžment u Trebinju, 5-6 Jun, 2015
(M71) Odbranjena doktorska disertacijaKrstnović Lidija, Mera sličnosti između modela Gausovih smeša zasnovana na transformaciji prostora parametara, 2017
ZvanjeUža naučna oblastVisokoškolska ustanovaDatum izbora
DocentRačunarska grafikaUniverzitet u Novom Sadu01.03.2018.
Asistent-masterRačunarska grafikaFakultet tehničkih nauka09.10.2015.