Automated Linguistic Personality Description and Recognition Methods.
Keywords:
lingvopersonology, linguistic personality, modeling techniques, machine learning, speech synthesisAbstract
The relevance of our research, above all, is theoretically motivated by the development of extraordinary scientific and practical interest in the possibilities of language processing of huge amount of data generated by people in everyday professional and personal life in the electronic forms of communication (e-mail, sms, voice, audio and video blogs, social networks, etc.).References
Bartunov, Sergey, et al. “Breaking Sticks and Ambiguities with Adaptive Skip-gram.” arXiv preprint arXiv:1502.07257 (2015). Web. 10 Sep. 2016.
Danylyuk, Illya. “Korpus Tekstiv dlya Vyvchennya Hramatychnoyi Sluzhbovosti (Text Corpora to Study of a Grammatical Auxiliarity).” Linhvistychni Studiyi (Linguistic Studies) 26 (2013): 224-230. Print.
Danylyuk, Illya. “Korpus Tekstiv dlya Vyvchennya Hramatychnoyi Sluzhbovosti: Klasyfikatsiya Hramatychnykh Klasiv i Pidklasiv (Text Corpora for Studying a Grammatical Auxiliarity: Classification of Grammatical Classes and Subclasses).” Linhvistychni Studiyi (Linguistic Studies) 27 (2013): 221-229. Print.
Danylyuk, Illya. “Teoretychni Zasady i Metody Linhvopersonolohiyi (Theoretical Principles and Methods of Lingvopersonology).” Linhvistychni Studiyi (Linguistic Studies) 31 (2016): 63-66. Print.
Graves, Alex. “Generating Sequences with Recurrent Neural Networks.” arXiv preprint arXiv:1308.0850 (2013). Web. 10 Sep. 2016.
Ivakhnenko, A. H., and V. H. Lapa. Kybernetycheskye Predskazyvayushchye Ustroystva (Cybernetic Predicting Devices). Kyiv: Naukova dumka, 1965. Print.
Jin, Zeyu, et al. “Cute: A concatenative Method for Voice Conversion Using Exemplar-Based Unit Selection.” 2016 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP). IEEE, 2016. Web. 10 Sep. 2016.
Karasik, Vladimir. Yazykovoy Kruh: Lychnost', Kontsepty, Dyskurs (Linguistic Circle: Personality, Concepts, Discourse). Volgograd: Peremena, 2002. Print.
Mikolov, Tomas, et al. “Efficient Estimation of Word Representations in Vector Space.” arXiv preprint arXiv:1301.3781 (2013). Web. 10 Sep. 2016.
Tai, Kai Sheng, Richard Socher, and Christopher D. Manning. “Improved Semantic Representations from TreeStructured Long Short-Term Memory Networks.” arXiv preprint arXiv:1503.00075 (2015). Web. 10 Sep. 2016.
Xu, Chang, et al. “Rc-net: A General Framework for Incorporating Knowledge into Word Representations.” Proceedings of the 23rd ACM International Conference on Conference on Information and Knowledge Management. ACM, 2014. Web. 10 Sep. 2016.