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It is our pleasure to present you the proceedings of the Workshop Conference of COLINS 2021, the fourth edition of the International Conference on Computational Linguistics and Intelligent Systems, held in Lviv (Ukraine) on April 22-23, 2021. The main purpose of the CoLInS conference is a discussion of the recent research results in all areas of Natural Language Processing and Intelligent Systems Development.

Computational linguistics and intelligent systems. – Lviv, 2021. – Volume 2 : Proceedings of the 5nd International conference, COLINS 2020. Workshop, Lviv, Ukraine April 22–23, 2021. – 131 p. – URL: http://ceur-ws.org/Vol-2870/

Зміст

1. Титульний аркуш до "Computational inguistics and intelligent systems"	1
2. Зміст до "Computational inguistics and intelligent systems"	13
3. Part I. Poster Papers	15
4. Kirichenko L., Radivilova T., Stepanenko J. Applying Recurrence Plots to Classify Time Series	16
5. Liashenko O., Kazmina D., Rosinskiy D., Dukh Y. Analysis of Vulnerabilities of IoT-Devices and Methods of Their Elimination	27
6. Petrenjuk V., Petrenjuk D. List of Non-Outer Projective Planar Graphs	38
7. Kulyna O. Discourse Markers as Means of Compositional Integrity in English Last Wills and Testaments	50
8. Tkachenko O., Tkachenko K., Tkachenko O. Designing Linguistic Ontologies for Training Information Systems	58
9. Vozniak I. Theoretical Basics of Creating an Electronic Corpus-Based Dictionary of Legal Terminology	69
10. Part II. Student Section	80
11. Karasov V., Levchenko O. An Algorithm of Automated Identification of the Noun “думка” + Verb and Verb + Noun “думка” Metaphorical Model Meaning (Based on the Novel Музей покинутих секретів Written by Oksana Zabuzhko)	81
12. Razno M., Khairova N. Media Discourse Analysis Based on Ukrainian Spoken and Written Corpus	84
13. Romanova U., Petrasova S. An Approach to Extraction of Verb-Noun Patterns from News Data Stream	86
14. Shapovalova A., Petrasova S. Linguistic Features of Designing Open-Ended Test Systems	88
15. Shleiko A., Borysova N., Kochuieva Z., Melnyk K. An Overview of Existing Machine Learning Methods for Gender Classification of Names	91
16. Tarasenko Y., Petrasova S. Unsupervised Open Relation Extraction	93
17. Budko D., Sharonova N. Research of Information Retrieval Data Processing in Commercial Electronic Resources	95
18. Bieliaiev O., Selivorstova Y., Liutenko I. Problems of Evaluating Frameworks for Web Applications	97
19. Holshtein M., Babkova N. The Approach to Creating the Recommendation System of Piano Pieces	102
20. Khluieva A., Kochuieva Z., Borysova N. Implementation of the Removing Homonymy by Collocation System	105
21. Khramtsov V., Orobinska O. Special Aspects of Translation of Medical Instructions	108
22. Didushok V., Khairova N. Linguistic Characteristics of Combat Post-Traumatic Stress Disorder in a Trauma Related Narrative: Computational Context-Aware Approach	110
23. Sokoliuk V., Hryhorovych V. Information System for Educational Resources Management	113
24. Malion V., Hryhorovych V. Construction of Information System for Finding Tickets for Different Types of Transport	121

Content (Vol. Vol. II : Proceedings of the 5th International conference, COLINS 2021, Workshop, Kharkiv, Ukraine, April 22-23)

1. Titulnii arkush do "Computational inguistics and intelligent systems"	1
2. Zmist do "Computational inguistics and intelligent systems"	13
3. Part I. Poster Papers	15
4. Kirichenko L., Radivilova T., Stepanenko J. Applying Recurrence Plots to Classify Time Series	16
5. Liashenko O., Kazmina D., Rosinskiy D., Dukh Y. Analysis of Vulnerabilities of IoT-Devices and Methods of Their Elimination	27
6. Petrenjuk V., Petrenjuk D. List of Non-Outer Projective Planar Graphs	38
7. Kulyna O. Discourse Markers as Means of Compositional Integrity in English Last Wills and Testaments	50
8. Tkachenko O., Tkachenko K., Tkachenko O. Designing Linguistic Ontologies for Training Information Systems	58
9. Vozniak I. Theoretical Basics of Creating an Electronic Corpus-Based Dictionary of Legal Terminology	69
10. Part II. Student Section	80
11. Karasov V., Levchenko O. An Algorithm of Automated Identification of the Noun “думка” + Verb and Verb + Noun “думка” Metaphorical Model Meaning (Based on the Novel Музей покинутих секретів Written by Oksana Zabuzhko)	81
12. Razno M., Khairova N. Media Discourse Analysis Based on Ukrainian Spoken and Written Corpus	84
13. Romanova U., Petrasova S. An Approach to Extraction of Verb-Noun Patterns from News Data Stream	86
14. Shapovalova A., Petrasova S. Linguistic Features of Designing Open-Ended Test Systems	88
15. Shleiko A., Borysova N., Kochuieva Z., Melnyk K. An Overview of Existing Machine Learning Methods for Gender Classification of Names	91
16. Tarasenko Y., Petrasova S. Unsupervised Open Relation Extraction	93
17. Budko D., Sharonova N. Research of Information Retrieval Data Processing in Commercial Electronic Resources	95
18. Bieliaiev O., Selivorstova Y., Liutenko I. Problems of Evaluating Frameworks for Web Applications	97
19. Holshtein M., Babkova N. The Approach to Creating the Recommendation System of Piano Pieces	102
20. Khluieva A., Kochuieva Z., Borysova N. Implementation of the Removing Homonymy by Collocation System	105
21. Khramtsov V., Orobinska O. Special Aspects of Translation of Medical Instructions	108
22. Didushok V., Khairova N. Linguistic Characteristics of Combat Post-Traumatic Stress Disorder in a Trauma Related Narrative: Computational Context-Aware Approach	110
23. Sokoliuk V., Hryhorovych V. Information System for Educational Resources Management	113
24. Malion V., Hryhorovych V. Construction of Information System for Finding Tickets for Different Types of Transport	121

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