@inproceedings{10848, keywords = {Computer aided analysis, Computer software, Data base, Data mining, Digitisation, E - learning, Historic preservation, Intangible cultural analytic, Intangible cultural heritages, Learning algorithms, Lyric analytic, machine learning, Machine-learning, Modeling languages, Music, Natural language processing systems, Semantics, Software-tools, Song recommendation, Work of art, Data mining, E-learning, intangible cultural analytics, lyrics analytics, machine learning, song recommendations, text analysis}, author = {Dionisios Sotiropoulos and George Tsihrintzis and Maria Virvou and Enangelia-Aikaterini Tsichrintzi}, title = {Machine Learning in Intangible Cultural Analytics: The Case of Greek Songs Lyrics}, abstract = {The digitization of intangible cultural heritage has given rise to new needs but also great opportunities for the preservation, analysis, education and propagation of cultural items that often constitute vast data bases of sophisticated works of art. This is particular the case of songs that comprise a combination of lyrics and music, each constituting an important domain of art. The preservation and propagation of this kind of art around the world becomes yet harder by taking into account the different languages that this art was originally created in, e.g. English, French, Portuguese Greek, Ancient Greek etc. The aim of this specific research is to develop a software tool that will support computer-aided functions of musical and lyrical analysis. The provision of these particular functions is realized through the integration in the proposed software tool of advanced natural language processing algorithms, text mining and thematic modeling. Therefore, it is an application that proposes the utilization of innovative computational methods of the broader object of Machine Learning and Pattern Recognition for the automated processing, clustering and semantic analysis of textual information. As a case of observation, the automated analysis of a part of the poetic activity of a Greek lyrics-writer is presented with the ultimate goal of promoting the cultural heritage.}, booktitle = {Proc. Int. Conf. Tools Artif. Intell. ICTAI}, volume = {2021-November}, pages = {299-305}, publisher = {IEEE Computer Society}, school = {IEEE Computer Society}, isbn = {10823409 (ISSN); 9781665408981 (ISBN)}, url = {https://www.scopus.com/inward/record.uri?eid=2-s2.0-85123921279&doi=10.1109%2fICTAI52525.2021.00050&partnerID=40&md5=46a13c34fe85b97c761282f4531f75f3}, doi = {10.1109/ICTAI52525.2021.00050}, note = {Journal Abbreviation: Proc. Int. Conf. Tools Artif. Intell. ICTAI}, }