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Упит dcterms_subject_txt:LR web services

223 items

  • Fourth Summer Datathon on Linguistic Linked Open Data

    Tijana Radović, Ranka Stanković (2023)
    The 4th Summer Datathon on Linguistic Linked Open Data (SD-LLOD-22) was held in Spain, in Cersedilla near Madrid, in May 2022, and organized by the COST Action NexusLinguarum. The school gathered interested researchers, academics, students who wanted to acquire and/or expand their knowledge in the field of linguistic linked data science. During the school, a spectrum of topics from the field of linked data was presented, from various ontologies, through document integration, annotation and natural language text processing tools ...
    linguistic linked open data, sentiment analysis, linked data, RDF

  • Extraction of Bilingual Terminology Using Graphs, Dictionaries and GIZA++

    Branislava Šandrih, Ranka Stanković (2020)
    U nauci, industriji i mnogim istraživačkim oblastima, terminologija se brzo razvija. Najčešće, jezik koji je „lingua franca“ za većinu ovih oblasti je engleski. Kao posledica toga, za mnoga polja termini domena su koncipirani na engleskom, a kasnije se prevode na druge jezike. U ovom radu predstavljamo pristup za automatsko izdvajanje dvojezične terminologije za englesko-srpski jezički par koji se oslanja na usaglašeni dvojezični korpus domena, ekstraktor terminologije za ciljni jezik i alat za usklađivanje delova. Ispitujemo performanse metode na domenu ...
    ekstrakcija terminologije, validacija terminologije, GIZA++, grafovi, Unitex, klasifikacija teksta
    ... results were described in (Šandrih et al., 2019). 6 BiLTe Web Application In this Section, a Web application12 that implements the proposed tech- nique for terminology extraction is presented. The tool is freely available for online use. The Web application consists of three modules: 1) input, 2) alignment ...
    ... used in the experiments in Subsection 3. The proposed approach is thoroughly explained in Section 4. Results and a discussion are given in Section 5. A Web application that implements the proposed technique is presented in Section 6. Finally, conclusions and directions for future work are given in Section ...
    ... filtering later), separated with | (“pipe” character). The interface of this module is displayed in Figure 3. Figure 3. Input module of the BiLTe Web application Alignment and Post-Processing Module Aligning with GIZA++ yields a so called “phrase-table”. The alignment works in the following way. ...

  • Keyword Extraction from Parallel Abstracts of Scientific Publications

    Slobodan Beliga, Olivera Kitanović, Ranka Stanković, Sanda Martinčić-Ipšić (2017)
    ... J. Sem. Web Inf. Syst. (IJSWIS) 12(3), 1–26 (2016) http://www.keystone-cost.eu 54 S. Beliga et al. 9. Beliga, S., Meštrović, A., Martinčić-Ipšić, S.: Toward selectivity-based keyword extraction for croatian news. In: CEUR Proceedings of the Workshop on Surfacing the Deep and the Social Web (SDSW 2014) ...
    ... Angeles, California, pp. 21–26 (2010) 27. Yih, W.-T., Goodman, J., Carvalho, V.R.: Finding advertising keywords on web pages. In: Proceedings of the 15th International Conference on World Wide Web, pp. 213–222 (2010) 28. Lopez, P., Romary, L.: HUMB: automatic key term extraction from scientific arti- cles ...
    ... are effective on various textual sources, such as scientific articles [26], news articles [8,9], blogs [22], meeting transcripts [20], emails [25], web pages [27], etc. However, if such a keyword extraction method needs to be applicable in a bilingual or mul- tilingual environment then the module which ...

  • A Multilingual Evaluation Dataset for Monolingual Word Sense Alignment

    Sina Ahmadi, John P McCrae, Sanni Nimb, Fahad Khan, Monica Monachini, Bolette S Pedersen, Thierry Declerck, Tanja Wissik, Andrea Bellandi, Irene Pisani, [...] Ranka Stanković and others (2020)
    Aligning senses across resources and languages is a challenging task with beneficial applications in the field of natural language processing and electronic lexicography. In this paper, we describe our efforts in manually aligning monolingual dictionaries. The alignment is carried out at sense-level for various resources in 15 languages. Moreover, senses are annotated with possible semantic relationships such as broadness, narrowness, relatedness, and equivalence. In comparison to previous datasets for this task, this dataset covers a wide range of languages ...
    lexical semantic resources, sense alignment, lexicography, language resource
    ... International Joint Conference on Natural Lan- guage Processing, pages 883–892. Meyer, C. M. (2010). How web communities analyze hu- man language: Word senses in Wiktionary. In In Second Web Science Conference. Miles, A. and Bechhofer, S. (2009). SKOS simple knowl- edge organization system reference ...
    ... January. Moro, A., Li, H., Krause, S., Xu, F., Navigli, R., and Uszko- reit, H. (2013). Semantic rule filtering for web-scale re- lation extraction. In International Semantic Web Confer- ence, pages 347–362. Springer. Navigli, R. and Ponzetto, S. P. (2012). BabelNet: The automatic construction ...
    ... English (NUIG) As such, we developed a second English dataset using Princeton WordNet (Miller, 1995) (Fell- baum, 2010) and the public domain version of Web- ster’s dictionary from 19139. Estonian We used the EKS Dictionary of Estonian and the PSV Basic Estonian Dictionary (Kallas et al., 2014). German ...

  • SrpELTeC: A Serbian Literary Corpus for Distant Reading

    Ranka Stanković, Cvetana Krstev, Duško Vitas (2024)
    U članku je predstavljen SrpELTeC, korpus razvijen u okviru akcije COST Distant Reading for European Literary History (CA16204). Svi romani u SrpELTeC-u su odabrani, pripremljeni i obeleženi korišćenjem zajedničkih principa uspostavljenih za sve jezičke zbirke u Evropskoj zbirci književnog teksta (ELTeC). Navedeni su izazovi i rešenja u pripremi SrpELTeC od nule. Svi romani su ručno kodirani u TEI sa bogatim metapodacima i strukturnim napomenama. Automatska anotacija je uključivala POS-označavanje, lematizaciju i imenovane entitete, oslanjajući se na resurse za obradu ...
    digital humanities, Serbian literature, text corpora, distant reading , linked data, named entity recognition, text analytics

  • Wordnet Development Using a Multifunctional Tool

    Ivan Obradović, Ranka Stanković (2007)
    In this paper we present a multifunctional tool for manipulating heterogeneous language resources. The tool handles electronic dictionaries, wordnets and aligned texts, and provides for their synchronous use in various tasks. We focus here on the description of the possibilities this tool offers in the development of wordnets. Besides the wordnet module which enables parallel handling of two wordnets, other modules, such as the module for morphological dictionaries and the module for aligned texts, as well as available finite ...
    Wordnet development, language resource integration, HLT tools
    ... on basis of various criteria. The HLT group is now working on porting the most important functions of WS4LR on the web. The ambition of the HLT group is to make a full-scale web version of this tool which would, among other things, enable its usage in wordnet development by several lexicographers ...
    ... wordnet browser was developed for PWN. Its latest version is freely distributed with the version 2.1 for Windows of the Princeton wordnet,1 while a web application for PWN browsing is also available.2 Other wordnet tools have been initialized within larger projects, such as EuroWordNet and BalkaNet ...
    ... whereas Periscope is freely distributed,3 the development of both tools ceased with the termination of EuroWordNet. Other tools, such as WEI (Web EuroWordNet Interface), have been developed within the EuroWordNet project [2], but their further development has also terminated. Another browser ...

  • Serbian NER&Beyond: The Archaic and the Modern Intertwinned

    Branislava Šandrih Todorović, Cvetana Krstev, Ranka Stanković, Milica Ikonić Nešić (2021)
    U ovom radu predstavljamo srpski književni korpus koji se razvija pod okriljem COST Akcije „Distant Reading for European Literary History” CA16204. Koristeći ovaj korpus romana napisanih pre više od jednog veka, razvili smo i učinili javno dostupnim Sistem za prepoznavanje imenovanih entiteta (NER) obučen da prepozna 7 različitih tipova imenovanih entiteta, sa konvolucionom neuronskom mrežom (CNN), koja ima F1 rezultat od ≈91% na test skupu podataka. Ovaj model je dalje ocenjen na posebnom skupu podataka za evaluaciju. Završavamo poređenje ...
    ... followed by a detailed evaluation. Web users can naviga- te to http://ner.jerteh.rs/ in order to apply the SrpCNNER model directly on input text. The model can also be applied to a custom- size collection of text files using the previously mentioned NER&Beyond web platform. story), https://zenodo.o ...
    ... ford). As a support for the developed NER models, Šandrih et al. (2019) joined several existing tools and developed various new tools, combined into a web platform NER&Beyond.2 Although NER systems in general were de- veloped mostly for newspaper and similar te- xts, there were some endeavours to produce ...
    ... standoff format, whilst INCEpTION relies on the CoNLL-2002 verticalized format.11 In order to convert from one format into another, we used the NER&Beyond web application. Table 2 displays distribution of different en- tity types over SrpELTeC-gold novels. The first four digits of text identifiers represent ...

  • Multi-word Expressions for Abusive Speech Detection in Serbian

    Ranka Stanković, Jelena Mitrović, Danka Jokić, Cvetana Krstev (2020)
    Ovaj rad predstavlja istraživanja na usavršavanju i unapređenju srpske verzije rečnika Hurtlex, višejezičnog leksikona uvredljivih reči. Posebnu pažnju posvećujemo dodavanju izraza sa više reči (polileksemskih jedinica) koji se mogu smatrati uvredljivim, jer su takvi leksički zapisi veoma važni za postizanje dobrih rezultata u mnoštvu zadataka otkrivanja uvredljivog jezika. Srpski morfološki rečnici se koriste kao osnova za čišćenje podataka i stvaranje rečnika. Istaknuta je veza sa drugim leksičkim i semantičkim resursima na srpskom jeziku i predviđena je izgradnja sistema za ...
    uvredljiv govor, govor mržnje, leksički izvori, višejezični leksikon, izrazi sa više reči
    ... content (462), NO – not abusive (2902). The manual classification was supported by search over a Twitter corpus collected specifically for his research, Web 79 A ADV N PRO V (blank) Total maybe 93 12 152 0 168 37 462 no 432 142 978 17 1333 2902 yes 213 39 367 0 474 167 1260 Total 738 193 1497 17 1975 ...
    ... would merge a dictionary with machine-learning will be explored. Finally, a user-friendly interface that will enable the usage of these resources on the Web is under development. We plan to use our lexicon of abusive speech to build a corpus of abusive content similar to (Rezvan et al., 2018) who firstly ...
    ... based on lexicographic database, covering a wide range of users (http://leximirka.jerteh.rs//) (Lazić and Škorić, ). 82 Figure 1: MWE editor in web portal Leximirka – description of a noun MWE bruka i sramota ‘shame and disgrace’ is mandatory to assure correct classification of tweets. In the next ...

  • E-Connecting Balkan Languages

    Cvetana Krstev, Ranka Stanković, Duško Vitas, Svetla Koeva (2009)
    In this paper we present a versatile language processing tool that can be successfully used for many Balkan languages. This tool relies for its work on several sophisticated textual and lexical resources that were developed for most of Balkan languages. These resources are based on several de facto standards in natural language processing.
    Query expansion, e-dictionary, wordnet, proper name, aligned text
    ... languages. The possibility and the need for some of the functions developed within WS4LR to become also available on the web led to the development of the WS4QE web application for lexical resources. This application is still under development, but some of its functions can already be used ...
    ... and barka the near hyponym лодка is used. This is not an unexpected result; it only proves that searching with the help of semantic networks, on web for instance, can be useful, which is the ultimate goal of our experiments. Figure 9. Prolex based semantic expansions When search is performed ...
    ... 1697, 2006. [10] C. Krstev, R. Stanković, D. Vitas, I. Obradović, The Usage of Various Lexical Resources and Tools to Improve the Performance of Web Search Engines, in Proceedings of the Sixth Interantional Conference on Language Resources and Evaluation (LREC'08), Marrakech, Morocco, 28-30 May ...

  • Availability as a dimension of energy security in the Republic of Serbia

    Boban Pavlović, Dejan Ivezić (2016)
    There is a range of modern approaches and models in literature for the evaluation and determination of energy security, which are based on different parameters and indicators. For most of them, a common characteristic is emphasizing the avail ability of energy, as an important dimension for ensuring energy security. In this paper, concise overview of Serbian energy sectors is given and appropriate energy indicators are defined and determined. Selected indicators provide insight into the main components that characterize availability ...
    raspoloživost energije, energetski indikatori, energetska bezbednost
    ... defined as equitably providing available, affordable, efficient, environ- mentally neutral, proactively governed, and socially acceptable energy services to end-users [1]. This definition meets the requirements for the actualization of the topic, because energy security is not based strictly on a ...
    ... (34%), and environmental acceptability (26%). Availability was considered by using broad definition as diversifying the fuels used to provide energy services as well as the location of facilities using those fuels and minimizing dependence on foreign suppliers. Following this definition, availability ...
    ... technological level of energy sector, improvement of energy efficien- cy, and consequently less energy consumption for the same quality of goods or services, has positive effect to SOS and SS. Increase of RES using for electricity and heat production im- proves SOS decreasing the import dependency, ...

  • Two approaches to compilation of bilingual multi-word terminology lists from lexical resources

    Branislava Šandrih, Cvetana Krstev, Ranka Stanković (2020)
    In this paper, we present two approaches and the implemented system for bilingual terminology extraction that rely on an aligned bilingual domain corpus, a terminology extractor for a target language, and a tool for chunk alignment. The two approaches differ in the way terminology for the source language is obtained: the first relies on an existing domain terminology lexicon, while the second one uses a term extraction tool. For both approaches, four experiments were performed with two parameters being ...
    Linguistics and Language,Software,Artificial Intelligence,Language and Linguistics

  • Razvoj ARCGIS geobaze površinskog kopa korišćenjem UML CASE alata

    Aleksandra Tomašević, Ljiljana Kolonja, Ivan Obradović, Ranka Stanković, Olivera Kitanović (2012)
    ... with thematic classes related to production, integration with deposit modeling tools, and 3D extension. In the era of web publication of data in all areas, we plan to create a web GIS portal with contents from the OpmGIS database. ACKNOWLEDGMENTS This paper has been realized in the scope of the ...
    ... ArcGIS encompasses a palette of software that can be adapted to the needs of one or more users, either on desktop computers or on servers, on the web or mobile devices used in the field. The GIS development platform used for the project outlined in this paper, but also for many other GIS projects ...

  • Multiword Expressions between the Corpus and the Lexicon: Universality, Idiosyncrasy and the Lexicon-Corpus Interface

    Verginica Barbu Mititelu, Voula Giouli, Kilian Evang, Daniel Zeman, Petya Osenova, Carole Tiberius, Simon Krek, Stella Markantonatou, Ivelina Stoyanova, Ranka Stankovic, Christian Chiarcos (2024)
    Predstavljamo trenutne aktivnosti na definisanju interfejsa leksikona i korpusa koji će služiti kao referenca u prikazu polileksemskih jedinica - višečlanih izraza - (različitih tipova - imenskih, glagolskih, itd.) u specijalizovanim leksikonima i povezivanju ovih unosa sa njihovim pojavljivanjima u korpusima. Konačni cilj je korišćenje ovakvih resursa za automatsko identifikovanje višečlanih izraza u tekstu. Uključivanje nekoliko prirodnih jezika ima za cilj univerzalnost rešenja koje nije usredsređeno na određeni jezik, kao i prilagođavanje idiosinkrazijama. Raspravljaju se izazovi u leksikografskom opisu višerečnih ...
    multiword expression lexicon, corpus, proof-of-concept lexicon encoding

  • SASA Dictionary as the Gold Standard for Good Dictionary Examples for Serbian

    Ranka Stanković, Branislava Šandrih, Rada Stijović, Cvetana Krstev, Duško Vitas, Aleksandra Marković (2019)
    У овом раду представљамо модел за избор добрих примера за речник српског језика и развој иницијалних компоненти модела. Метода која се користи заснива се на детаљној анализи различитих лексичких и синтактичких карактеристика у корпусу састављених од примера из пет дигитализованих свезака речника САНУ. Почетни скуп функција био је инспирисан сличним приступом и за друге језике. Дистрибуција карактеристика примера из овог корпуса упоређује се са карактеристиком дистрибуције узорака реченица ексцерпираних из корпуса који садрже различите текстове. Анализа је показала да ...
    Српски, добри примери из речника, аутоматизација израде речника, издвајање својстава, Машинско учење
    ... API for feature extraction The extraction of features is implemented as a web service7. This web service is also used for other tasks, such as text classification and corpus cleaning. An example of the activation of this web service using curl in Unix is the following: curl -d '{"data": "We are ...
    ... features and criteria will be integrated into the web application and selections of parameters and features to be calculated will be enabled. Full system integration will combine the use of a lexical database with corpora exploitation via the developed web service and software. Since the work on digitization ...
    ... guided by recapitulation of features given in Kosem et al. (2019). 3.2 Feature extraction Feature extraction is enabled by the development of a web service inspired by the work described in Kilgarriff et al. (2008), Kosem (2017), and Kosem et al. (2019), which can presently extract 41 features ...

  • Primena ubrzane konsolidacije kod izgradnje nasipa na deonici priključka Novi Beograd – Surčin autoputa ,,Miloš Veliki"

    Aleksa Tomičić (2024)
    Problem koji se javlja prilikom izgradnje objekata na ne konsolidovanom stišljivom tlu jeste pre svega vezan za prevelika sleganja tla usled opterećenja od objekata, najčešće su to objekti putne infrastrukture (nasipi), ili stambeno poslovni objekti. U tu svrhu se,primenjuju različiti vidovi ubrzanja konsolidacije tla. Stoga za potrebe izrade završnog rada Master akademskih studija studijskog programa geotehnika, na Rudarsko-geološkom fakultetu, izvršena je analiza dva najčešće korišćena postupka ubrzanja konsolidacije: predopterećenjem i ugradnjom peščanih drenova. Glavni cilj ovih postupaka je ...
    stišljivo tlo, konsolidacija, ubrzanje konsolidacije, predopterećenje, peščani drenovi

  • Речници у дигиталном добу - информатичка подршка за српски језик

    Биљана Рујевић (2022)
    Морфолошки речници српског језика представљају електронски језички ресурс који има значајну историју развоја и коришћења за потребе обраде природних језика. С обзиром на то да су чувани у облику датотека чији је број нарастао па је самим тим управљање речницима постало отежано јавила се потреба за смештањем информација из речника у облик лексикографске базе. Како би се омогућио симултани рад на развоју речника за више корисника јавила се потреба за веб-апликацијом заснованој на лексикографској бази. Како би се размотриле ...
    електронски речници, лексикографска база података, лексички ресурси, српски језик

  • Terminology Acquisition and Description Using Lexical Resources and Local Grammars

    Cvetana Krstev, Ranka Stanković, Ivan Obradović, Biljana Lazić (2015)
    Acquisition of new terminology from specific domains and its adequate description within terminological dictionaries is a complex task, especially for languages that are morphologically complex such as Serbian. In this paper we present an approach to solving this task semi-automatically on basis of lexical resources and local grammars developed for Serbian. Special attention is given to automatic inflectional class prediction for simple adjectives and nouns and the use of syntactic graphs for extraction of Multi-Word Unit (MWU) candidates for ...
    ... of inflectional class prediction in existing soft- ware tools used for handling dictionaries devel- oped at University of Belgrade and creation of a web tool that would support the entire procedure described in this paper. Production of dictionary entries in DELA format for verbs, akin to the one described ...
    ... necessity for human intervention within the pro- cess of terminology acquisition and description. Our future work will be oriented towards usage of Web sites for evaluation of new term candi- dates (Robitaille et al., 2006). Acknowledgement. This research was supported by the Serbian Ministry of Education ...
    ... grammars. Proc. of the 3rd Language & Technology Conference. Quochi, V., Frontini, F., & Rubino, F. (2012). A MWE Acquisition and Lexicon Builder Web Ser- vice. Proc. of COLING 2012 (pp. 2291-2306). Ramisch, C., De Araujo, V., & Villavicencio, A. (2012). A broad evaluation of techniques for auto- ...

  • Ontološki model upravljanja rizikom u rudarstvu

    Olivera Kitanović (2021)
    Rudarska proizvodnja obuhvata kompleksne tehnološke sisteme, što nameće potrebu za uspostavljanjem i unapređivanjem sistema upravljanja rizikom. Heterogenost i obim podataka neophodnih za upravljanje rizikom zahtevaju sistem koji ih na fleksibilan način integriše i omogućava njihovo optimalno korišćenje. Osnovni cilj ove disertacije je razvoj ontologije za domen rudarstva i na njoj zasnovanog modela za upravljanje rizikom. Njegova realizacija podrazumeva i implementaciju algoritama ekstrakcije informacija za popunjavanje ontologije, kao i odgovarajuće softversko rešenje. Razvoj modela obuhvata i značajno proširenje rudarskog korpusa, kao ...
    rudarstvo, rizik, upravljanje rizikom, procena rizika, ontologija, semantička mreža, ekstrakcija informacija, upravljanje znanjem, računarska lingvistika
    ... Resources on the Semantic Web.” Language Resources and Evaluation 46 (4): 701–19. https://doi.org/10.1007/s10579-012-9182-3. McCrae, John, Dennis Spohr, and Philipp Cimiano. 2011. “Linking Lexical Resources and Ontologies on the Semantic Web with Lemon.” In The Semantic Web: Research and Applications: ...
    ... “VocBench 3 - A Collaborative Semantic Web Editor for Ontologies, Thesauri and Lexicons.” Semantic Web 11 (5): 855–81. https://doi.org/10.3233/SW-200370. Stenetorp, Pontus, Sampo Pyysalo, Goran Topić, Tomoko Ohta, Sophia Ananiadou, and Jun’ichi Tsujii. 2012. “Brat: A Web-Based Tool for NLP-Assisted Text ...
    ... rečnik za aplikacije i servise semantičkog veba, na način koji je opisan standardima konzorcijuma W3C (World Wide Web Consortium)31. Široko prihvaćen jezik za ontologije na vebu je OWL (Web Ontology Language)32, koji se koristi u ovoj disertaciji. Još jedan važan standard koji se koristi 31 https://www ...

  • Дигиталне библиотеке у рударству и геологији са посебним освртом на представљање сиве литературе

    Биљана Лазић, Александра Томашевић, Михаило Шкорић (2019)
    Имајући у виду потребу за проналажењем информација похрањених у различитим облицима документације која се генерише у областима рударства и геологије на Рударско-геолошком факултету Универзитета у Београду, отпочет је процес развоја дигиталне библиотеке ROmeka@RGF, на платформи за приказивање дигиталних колекција - Омека. Значајан део документације представља такозвана сива литература која је претежно заступљена у виду вишетомне документацијe. Први савладани изазов представљало је повезивање различитих вишетомних делова пројектних извештаја у једну целину која би била лако доступна и претражива.
    дигиталне библиотеке, сива литература, Омека, језички ресурси, речници
    ... оправданости, студија изводљивости, концептуална студија, студија утицаја затеченог стања и студија утицаја на животну средину врсте студије. 12 Web Ontology Language – OWL је језик за представљање онтологија. 13 Protege је програм за управљање онтологијама. Више на: https://protege. stanford.edu/ ...
    ... 1-9. Krstev, Cvetana, Ranka Stanković, Duško Vitas, Ivan Obradović. “The Usage of Various Lexical Resources and Tools to Improve the Performance of Web Search Engines”. Sixth International Conference on Language Resources and Evaluation (LREC ‘08), Marrakech, Morocco. Nicoletta Calzolari et al. (ur ...

  • Енергетска безбедност Европске уније у светлу актуелне енергетске транзиције

    Бобан Павловић, Дејан Ивезић (2021)
    Енергетска стратегија Европске уније, која од 2015. године обухвата и циљеве у области климатских промена, тежи изградњи „енергетске уније” која потрошачима из ЕУ даје сигурну, приступачну, чисту и одрживу енергију. Енергетска политика ЕУ поставља пред себе амбициозне циљеве у погледу коришћења обновљивих извора – учешће од 32% до 2030. године. Овако опсежну и динамичну енергетску транзицију у Европи усложњава хетерогеност националних енергетских система у погледу структуре енергетског микса, нивоа увозне зависности, као и нивоа технолошког, друштвеног и економског ...
    енергетска безбедност, Европска унија, енергетски показатељи, природни гас, обновљиви извори енергије
    ... Russel, M., Energy security in the EU's external policy, Members' Research Service, within the Directorate-General for Parliamentary Research Services (EPRS) of the Secretariat of the European Parliament, Brussels, 2020, https://www.europarl.europa.eu/cmsdata/210517/EPRS_IDA(2020)6493 34_EN ...
    ... ducnosti-u-evropu/. 47. Eurostat, Oil stocks − emergency stocks in days equivalent − monthly data, Eurostat, 2019. https://ec.europa.eu/eurostat/web/products- datasets/-/nrg_143m. 48. Република Србија, Уредба о утврђивању Превентивног акционог плана ради обезбеђивања сигурности снабдевања природним ...
    ... Transport and Climate, 2017. 50. Eurostat, Share of renewable energy in the EU up to 19.7% in 2019, Eurostat, 2020, https://ec.europa.eu/eurostat/web/products-eurostat- news/-/ddn-20201218- 1#:~:text=At%20EU%20level%2C%20the%20share,sources%20reache d%2019.7%25%20in%202019. ...