Претрага
54 items
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An Approach to Efficient Processing of Multi-Word Units
Efficient processing of Multi-Word Units in the course of development of morphological MWU dictionaries is not easy to achieve, especially when languages with complex morphological structures are concerned, such as Serbian. Manual development of this type of dictionaries is a tedious and extremely slow process. To alleviate this problem we turned to our multipurpose software tool, dubbed LeXimir, in the production of lemmas for e-dictionaries of multi-word units. In addition to that, we developed a procedure aimed at making ...... Efficient Processing of Multi-Word Units 9 • Noun/noun (both inflect and agree in number and case) • Noun/noun in the genitive or in the instrumental (only the first noun inflects) • Word/noun (only the second noun inflects; the first word is usually not a Serbian simple word) • Noun/adjective (both ...
... CflxGroup="NC_AXN"><Word ID="1" POS="A" Flex="true" Case="1" Anim="$a" Gen="$g"/> <Word ID="2" POS="N" Flex="true" Case="1" Anim="=$a" Gen="=$g"/> <Word ID="1" Num="s" Cond="$PRE"/> <Word ID="2" Num="s"/> ...
... d><Word ID="1" Case="1" Num="p"/> <Word ID="2" Case="1" Num="p"/> <Word ID="1" Case="1" Num="s"/> <Word ID="2" Case="1" Num="s" SinSem="+VN,+Coll,+HumColl"/> ...Cvetana Krstev, Ivan Obradović, Ranka Stanković, Duško Vitas. "An Approach to Efficient Processing of Multi-Word Units" in Computational Linguistics - Applications, Studies in Computational Intelligence 458 no. 458, Berlin Heidelberg : Springer-Verlag (2013): 109-129. https://doi.org/10.1007/978-3-642-34399-5_6
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Production of morphological dictionaries of multi-word units using a multipurpose tool
The development of a comprehensive morphological dictionary of multi-word units for Serbian is a very demanding task, due to the complexity of Serbian morphology. Manual production of such a dictionary proved to be extremely time-consuming. In this paper we present a procedure that automatically produces dictionary lemmas for a given list of multi-word units. To accomplish this task the procedure relies on data in e-dictionaries of Serbian simple words, which are already well developed. We also offer an evaluation ...electronic dictionary, Serbian, morphology, inflection, multi-word units, noun phrases, query expansion... ‘$PRE ’ /> <Word ID = ‘2 ’ Num= ‘ s ’ /><Word ID = ‘1 ’ Case = ‘1 ’ Num= ‘p ’ /> <Word ID= ‘2 ’ Case = ‘1 ’ Num= ‘ p ’ /> <Word ID = ‘1 ’ Case ...
... (both inflect and agree in number and case) • Noun/noun in the genitive (only the first noun inflects) • Word/noun (only the second noun inflects; the first word is usually not a Serbian simple word) • Noun/adjective (both inflect and agree in gender, number and case) However, there are 25 different ...
... AXN’><Word ID = ‘1 ’ POS= ‘A’ F l ex = ‘ t r u e ’ Case = ‘1 ’ Anim= ‘$ a ’ Gen= ‘$ g ’ /> <Word ID = ‘2 ’ POS= ‘N’ F l ex = ‘ t r u e ’ Case = ‘1 ’ Anim= ‘=$ a ’ Gen= ‘=$g /> <Word ID= ‘1 ’ Num= ‘ s ’ Cond ... Ranka Stanković, Ivan Obradović, Cvetana Krstev, Duško Vitas. "Production of morphological dictionaries of multi-word units using a multipurpose tool" in Proceedings of the Computational Linguistics-Applications Conference, October 2011, Jachranka, Poland, Jachranka, Poland : PTI - Polish Information Processing Society (2011)
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Machine Learning and Deep Neural Network-Based Lemmatization and Morphosyntactic Tagging for Serbian
The training of new tagger models for Serbian is primarily motivated by the enhancement of the existing tagset with the grammatical category of a gender. The harmonization of resources that were manually annotated within different projects over a long period of time was an important task, enabled by the development of tools that support partial automation. The supporting tools take into account different taggers and tagsets. This paper focuses on TreeTagger and spaCy taggers, and the annotation schema alignment ...... sentence. Each line contains the following ten fields, separated with tabulator character: 1) word index (integer starting from 1 for each new sentence), 2) word form or punctuation symbol, 3) lemma or stem of word form, 4) Universal Part-of-Speech tag, 5) language-specific tag with nPOS introduced in ...
... supporting tools take into account different taggers and tagsets. This paper focuses on TreeTagger and spaCy taggers, and the annotation schema alignment between Serbian morphological dictionaries, MULTEXT-East and Universal Part-of-Speech tagset. The trained models will be used to publish the new ...
... prepara- tion of training sets to be used for different taggers and tagsets in the future. The research was focused on anno- tation schemata alignment between Serbian morphological dictionaries tagset (presented briefly in Subsection 2.1.), MULTEXT-East tagset (Erjavec, 2012), and the Universal ...Ranka Stanković, Branislava Šandrih, Cvetana Krstev, Miloš Utvić, Mihailo Škorić. "Machine Learning and Deep Neural Network-Based Lemmatization and Morphosyntactic Tagging for Serbian" in Proceedings of the 12th Language Resources and Evaluation Conference, May Year: 2020, Marseille, France, European Language Resources Association (2020)
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On the compatibility of lexical resources for NooJ
Lexical resources for many languages are provided for the NooJ linguistic development environment. Meta-data descriptions of morphosyntactic and semantic properties of these languages and their resources are a mandatory part of each language module. In this paper we analyze how well the meta-data actually describe resources for a chosen subset of languages and to what extent are they compatible across languages to support multilingual processing. We show that there is place for improvement in both directions.... were in XML format in compliance with TEI, and their alignment was performed at the sentence level using the ACIDE system (Obradović et al 2008), which can handle aligned texts in various formats (TEI, TMX, html, Vanilla). During the alignment process, the texts were segmented in such a way as ...Ranka Stanković, Miloš Utvić, Duško Vitas, Cvetana Krstev, Ivan Obradović. "On the compatibility of lexical resources for NooJ" in Automatic Processing of Various Levels of Linguistic Phenomena: Selected Papers from the 2011 International Nooj Conference, Cambridge Scholars Publishing (2012): 96-108
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The Nooj System as Module within an Integrated Language Processing Environment
... al dictionaries, namely the wordnet hierarchy can be used to add semantic information to word entries in morphological dictionaries. Some basic semantic information has already been attached to simple word entries, such as +Hum (human) and +Bot (botanic) for nouns, and +Col (colour) and +Mat ...
... already being developed with query expansion functionality. The integration with MS Word would be very useful for numerous users, and to that end we plan to incorporate some of WS4LR functions into MS Word as well. 6. References Bilotti, M., Query Expansion Techniques for Question Answering ...
... and its relations. This adds additional functionality for information retrieval, indexing, machine aided translation, machine translation, and alignment of multilingual texts. WS4LR handles aligned texts as well. A pair of semantically equivalent texts in different languages, such as an original ...Ranka Stanković, Duško Vitas, Cvetana Krstev. "The Nooj System as Module within an Integrated Language Processing Environment" in Proceedings of the 2007 International Nooj Conference, Cambridge Scholars Publishing (2008)
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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 ...... checks on wordnets. For example, when word senses are in question, WS4LR provides information of the senses that have already been used for a word, so the user can assign a sense tag that has not previously been assigned, thus preventing duplicate word-sense pairs. The wordnet module can also ...
... preferably usage examples. As synset elements appear as a word-sense pairs the lexicographer has to assign senses to all chosen words. It goes without saying that other linguistic resources, such as electronic dictionaries, bilingual word lists and corpora can be of invaluable help to the lex ...
... in cases of aligned multilingual wordnets, such as EuroWordNet and BalkaNet, since a common conceptual network substantially alleviated the alignment. However, within the BalkaNet project the following questions have often been raised: are concepts linguistically independent or not, are the ...Ivan Obradović, Ranka Stanković. "Wordnet Development Using a Multifunctional Tool" in Proceedings of the International Workshop Computer Aided Language Processing (CALP) '2007, Borovets, Bulgaria, September 2007, - (2007)
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Vebran Web Services for Corpus Query Expansion
Ranka Stanković, Miloš Utvić (2020)U ovom radu se govori o razvoju veb usluga Vebran i njihovoj primeni u poboljšanju pretraživanja korpusa. Veb-servisi Vebran koriste se za konsultovanje spoljnih leksičkih izvora za srpski jezik (uglavnom elektronski morfološki rečnici i srpski Vordnet) i proširivanje korisničkih upita radi dobijanja relevantnijih rezultata iz srpskih korpusa.... projects ON-178006 and III 47003. References Andonovski, Jelena, Branislava Šandrih and Olivera Kitanović. “Bilingual Lexical Extraction based on Word Alignment for Improving Corpus Search”. The Electronic Library Vol. 37, no. 2 (2019): 722-739 Evert, Stefan and The OCWB Development Team. CQP Query Language ...
... would be: [word="ptic(a|ama|e|i|o|om|u)"] [word="pevačic(a|ama|e|i|om|u)"]. In the example slobodan kao ptica (“free as a bird”) the first and the last component inflect as parts of MWU, so the final query would be [word="slobod(an|na|ne|ni|nih|nim|no|nog|noj|nom|nome|nu)"]15 [word="kao"] [word="ptic( ...
... full-form lexicon contains one-word form and a sequence of tag-lemma pairs that could correspond to that word form (Schmid, 1997). TreeTagger full- form lexicon does not allow the possibility of a lexicon entry with two or more tag-lemma pairs corresponding to the same word form and having the same PoS ...Ranka Stanković, Miloš Utvić. "Vebran Web Services for Corpus Query Expansion" in Infotheca, Faculty of Philology, University of Belgrade (2020). https://doi.org/10.18485/infotheca.2019.19.2.5
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An Integrated Environment for Management and Exploitation of Linguistic Resources
Ranka Stanković, Ivan Obradović (2009)... bilingual query Fig. 7 depicts a HTML document in WS4QE with seg- ments containing word forms from the query for the key- word “poreska obaveza” and its English counterpart “tax li- ability”. Identified word forms are marked by underlining Fig. 5 Combining semantic and morphological query ...
... place between sounds at mor- pheme boundaries, producing sound changes with frequent exceptions. Thus, for example, the word “otac” (father) has the following 13 word forms: otac, otaca, oče, očevima, očeve, očeva, očevi, ocima, oci, ocem, oce, ocu, oca. B. Serbian wordnet The Serbian ...
... related to query formulation. If that morphological ex- pansion is selected, WS4QE finds all inflectional forms for a given word, regardless of whether it is a simple word or a compound, using SMD, and connects these forms by logical “or” relations. In the same way the user chooses whether ...Ranka Stanković, Ivan Obradović. "An Integrated Environment for Management and Exploitation of Linguistic Resources" in Proceedings of the International Multiconference on Computer Science and Information Technology, Computational Linguistics – Applications Workshop (CLA09), Mrągowo, Poland, October 2009, Piscataway : IEEE (2009)
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Towards the semantic annotation of SR-ELEXIS corpus: Insights into Multiword Expressions and Named Entities
Овај рад представља активности на развоју корпуса ELEXIS-sr, српском додатку вишејезичном анотираном корпусу ELEXIS-а, који се састоји од семантичких анотација и репозиторија значења речи. ELEXIS је паралелни вишејезични анотирани корпус на десет европских језика, који може да се користи као вишејезички репер за евалуацију европских језика са мање и средње развијеним ресурсима. Фокус овог рада је на вишечланим изразима и именованим ентитетима, њиховом препознавању у скупу реченица ELEXIS-sr и поређењу са анотацијама на другим језицима. Разматрају се први кораци ...Cvetana Krstev, Ranka Stanković, Aleksandra Marković, Teodora Mihajlov. "Towards the semantic annotation of SR-ELEXIS corpus: Insights into Multiword Expressions and Named Entities" in Proceedings of the Joint Workshop on Multiword Expressions and Universal Dependencies (MWE-UD) @ LREC-COLING 2024, Turin, May 25, 2024, ELRA and ICCL (2024)
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An Italian-Serbian Sentence Aligned Parallel Literary Corpus
This article presents the construction and relevance of an Italian-Serbian sentence-aligned parallel corpus, delving into the aligned sentences in order to facilitate effective translation between the two languages. The parallel corpus serves as a valuable resource for language experts, researchers, and language enthusiasts, fostering a deeper understanding of linguistic nuances and cultural expressions. By bridging the gap between Serbian and Italian, this corpus opens new avenues for cross-cultural communication and collaboration, and ultimately contributes to the improvement of language-related ...Saša Moderc, Ranka Stanković, Aleksandra Tomašević, Mihailo Škorić. "An Italian-Serbian Sentence Aligned Parallel Literary Corpus" in Review of the National Center for Digitization, Belgrade : Faculty of Mathematics, University of Belgrade (2023). https://doi.org/10.5281/zenodo.11203388
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Multi-word Expressions for Abusive Speech Detection in Serbian
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 ...... ical variants, e.g. Ekavian od Ijekavian word form (pogaziti reč/riječ ‘trample the word’, or synonyms (lomiti/polomiti/slomiti vrat ‘break a neck’), complements, adjuncts etc. These tables are complemented with finite-state automata (FSA) that deal with word order, model complements, etc. and that ...
... of abusive content similar to (Rezvan et al., 2018) who firstly created an offensive word lexicon and then collected Twitter messages that contain at least one word from the lexicon. As authors noted, presence of a word in a tweet is just an indication of its offensiveness, thus subsequent manual annotation ...
... Измењено: 2023-10-14 04:09:01 Multi-word Expressions for Abusive Speech Detection in Serbian Ranka Stanković, Jelena Mitrović, Danka Jokić, Cvetana Krstev Дигитални репозиторијум Рударско-геолошког факултета Универзитета у Београду [ДР РГФ] Multi-word Expressions for Abusive Speech Detection ...Ranka Stanković, Jelena Mitrović, Danka Jokić, Cvetana Krstev. "Multi-word Expressions for Abusive Speech Detection in Serbian" in Proceedings of the Joint Workshop on Multiword Expressions and Electronic Lexicons, Association for Computational Linguistics (2020)
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LRMI markup of OER content within the BAEKTEL project
... targetUrl, timeRequired, typicalAgeRange, useRightsUrl. The educational role describes the target audience of the content, while educational alignment points out to an established educational framework (or other educational scheme). The educational use is the educational purpose of the resource ...Ranka Stanković, Daniela Carlucci, Olivera Kitanović, Nikola Vulović, Bojan Zlatić. "LRMI markup of OER content within the BAEKTEL project" in The Sixth International Conference on e-Learning (eLearning-2015), September 2015, Belgrade, Serbia, Belgrade : Belgrade Metropolitan Univesity (2015)
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Infotheca (Q25460443) in Wikidata
Ranka Stanković, Lazar Davidović (2021)Vikipodaci su baza znanja Zadužbine Vikimedija koja predstavlja zajednički izvor različitih vrsta podataka koje koriste ne samo drugi Vikipedijini projekti, već sve više i brojne aplikacije semantičkog veba. U ovom radu ćemo prezentovati primer integracije Vikipodataka sa digitalnim bibliotekama i eksternim sistemima, kao i mogućnost ubrzanja pripreme i unosa podataka na primeru radova iz časopisa za digitalnu humanistiku Infoteka.... in the digital age. References Andonovski, Jelena, Branislava Šandrih, and Olivera Kitanović. 2019. “Bilin- gual lexical extraction based on word alignment for improving corpus search.” The Electronic Library. Krstev, Cvetana, Jelena Jaćimović, Branislava Šandrih, and Ranka Stanković. 2019. “Analysis ...Ranka Stanković, Lazar Davidović. "Infotheca (Q25460443) in Wikidata" in Infotheca, Faculty of Philology, University of Belgrade (2021). https://doi.org/10.18485/infotheca.2021.21.1.5
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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 ...Aleksa Tomičić . Primena ubrzane konsolidacije kod izgradnje nasipa na deonici priključka Novi Beograd – Surčin autoputa ,,Miloš Veliki", 2024
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A Mathematical Learning Environment Based on Serbian Language Resources
In recent years, in line with ever growing usage of Information technology, the learning environments are changing. The amount of available learning materials in various forms has increased. These new environments demand comprehensive learning systems, which enable management of the learning corpus with special attention paid to relevant lexical resources. In this paper we present the concept of a Mathematical Learning Environment in Serbian (MLES), which is based on a corpus of mathematical materials and various lexical resources, enabling ...... corpora (up to 2 billion words) with multiple layers of word-level annotation. CQP is a powerful and efficient concordance system which can process query patterns specified both at the character level (specifying a form of an individual word or an annotation) and at the token level (specifying ...
... patterns and get statistical information about corpus. Within preparation of the MLES corpus to each word within the corpus the following information is assigned, in the following order: Word type (noun, verb, adjective, etc.) - POS tagging Lemma (nominative singular for a noun, infinitive ...
... FLOW CONTROL The architecture of the MLES system is based on three main components. The first component is dedicated to corpus processing and alignment with existing lexical resources. (Figure 1). Figure 1. Structure of corpus processing The obtained results are processed text, augmented ...Radojičić Marija, Obradović Ivan, Stanković Ranka, Utvić Miloć, Kaplar Sebastijan. "A Mathematical Learning Environment Based on Serbian Language Resources" in Proceedings of the 7th International Scientific Conference Technics and Informatics in Education, Faculty of Technical Sciences, Čačak (2018)
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Mine surveying works for the purpose of excavating the remaining reserves of bauxite in the deposit of “Podbracan”
... that the total station be previously tested and recti�ed), and that while carrying out of those operations, one must not strictly look at the alignment of instrument and signal, due to the fact that the lengths of sides are short, but one must also look at the quality of measurement of the instru- ...Aleksandar Milutinović, Aleksandar Ganić, Thamer Rayes Diyab, Rade Tokalić, Meri Ganić. "Mine surveying works for the purpose of excavating the remaining reserves of bauxite in the deposit of “Podbracan”" in Revista Escola de Minas, School of Mines Magazine, Sao paulo, Brasil : SciELO (2015)
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Дефинисање геотехничких параметара еолских седимената земуснког платоа на основу лабораторијских и теренских SPT испитивања
Ђорђе Крзман (2024)Циљ овог рада је био да се одреде геотехничке караткеристике предметног терена што представља полазну основу за рационално пројектовање и градњу. Истражним бушењем утврђено је да предметни терен изграђују четри лесна хоризонта и три слоја погребене земље до дубине од 22-23 m. Лабораторијским испитивањем добијени су ефективни параметри смичуће чврстоће, где се кохезија најчешће креће између c’=14 и 18 kPa, а угао унутрашњег трења f'= 25 - 30 °. Теренска SPT испитивањем уз коришћење прихваћених корелација у геотехничкој пракси ...... |moderately to strongly compressible, moderately compacted, brittle, low permeabiliy, with the appearance (96,931 (96,97) Exploratory borehole for alignment |of carbonale concretions and Fe hydroxide, dark yellow to brown in color. Marsh clays appear in the- t a y periormec interlayers, more compressible ...
... transgressive Geological border P p g VicrpaxHa 6yuioTuHa 3a Tpacy ca KkOTOM TepeHa - HOBOM3BeneHa (9&,92) (98,92) Exploratory borehole for alignment with ground surface elevation - recently performed VicrpaxHa GyuioTMHa 3a MeTpo cTaHMLy BW2s-2} ca KOTOM TepeHa - HOBOM3Be/leHa a (98,2&) (98 ...
... Teonouika rpannua. - . MI NN | onpaona Gyuyomina aa Tpacy oBW2f-1 | BWh-„ | ca koroM Yepena - HooWBenea (96,92) O }, Exploratory borehole for alignment d with ground surface elevation - recentiy performed | onrpaaona Gyuyomaia aa Merpo crauy– oBW2s-2 | BWDMs-2 | a Korow Tepeta - HoBow3BoneNar ...Ђорђе Крзман. Дефинисање геотехничких параметара еолских седимената земуснког платоа на основу лабораторијских и теренских SPT испитивања, 2024
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Indexing of textual databases based on lexical resources: A case study for Serbian
In this paper we describe an approach to improvement of information retrieval results for large textual databases by pre-indexing documents using bag-of-words and Named Entity Recognition. The approach was applied on a database of geological projects financed by the Republic of Serbia in the last half century. Each document within this database is described by metadata, consisting of several fields such as title, domain, keywords, abstract, geographical location and the like. A bag of words was produced from these ...... the query is analyzed, tokenization is performed (separating into words, where a MWU within quotation marks is treated as one word); 2. for each document and for each word in the query the weight td idf is found; 3. the similarity between the query and the document is ranked based on the sum of weights ...
... especially visible when short words that could be parts of other words are used in a search. As explained before, the old system does not require alignment with whole words precisely in order to recognize at least some inflectional forms. This problem is generated by query keywords such as the chemical ...
... Search of textual databases (which is in use for several years) is derived from the basic model, which is based on the input of keywords, single or multi-word units (MWU), that can be combined into Boolean expressions. In addition to general search which goes through all fields in the relevant tables, the ...Ranka Stanković, Cvetana Krstev, Ivan Obradović, Olivera Kitanović. "Indexing of textual databases based on lexical resources: A case study for Serbian" in Semantic Keyword-based Search on Structured Data Sources : First COST Action IC1302 International KEYSTONE Conference, IKC 2015, Coimbra, Portugal, September 8-9, 2015. Revised Selected Papers, Springer (2015). https://doi.org/10.1007/978-3-319-27932-9_15
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Extensive vibrations of the belt conveyer drive electromotor of a bucket wheel excavator as a result of intesified wear-and-tear of its mount support
Vesna Damnjanović, Predrag Jovančić, Snežana Aleksandrović. "Extensive vibrations of the belt conveyer drive electromotor of a bucket wheel excavator as a result of intesified wear-and-tear of its mount support" in Journal of Vibroengineering (2017). https://doi.org/10.21595/jve.2016.17321
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Mesozoic carbonate rocks in Serbia used as dimension stone
Vesna Matović, Tijana Vojnović Ćalić (2016)The building industry in Serbia uses, to a great extent, imported natural stone for architectural purposes. The significance of local deposits, particularly limestones, is not adequately perceived despite the country’s abundance of these valuable resources. Therefore, this study focuses on Serbia’s Mesozoic carbonate rocks, specifically on the deposits of four selected quarries: Klisura, Skrzut, Struganik, and Tisnica. The quality and prospects of the application of these limestones has not yet been the subject of a detailed, comprehensive investigation. Therefore, ...... indicators of their usability. For the appropriate use of natural stone products, it is advisable to consult suitable technical requirements. The alignment of Serbian national standards with the standards of the European Union is in progress. The requirements concerning natural stone slabs for cladding ...Vesna Matović, Tijana Vojnović Ćalić. "Mesozoic carbonate rocks in Serbia used as dimension stone" in Bulletin of Engineering Geology and the Environment, Springer Science and Business Media LLC (2016). https://doi.org/10.1007/s10064-015-0722-0