Retrieval of phonemes and Kohonen algorithm

التفاصيل البيبلوغرافية
العنوان: Retrieval of phonemes and Kohonen algorithm
المؤلفون: Tirozzi, Brunello, Lecian, Orchidea Maria
سنة النشر: 2023
المجموعة: Computer Science
مصطلحات موضوعية: Computer Science - Computation and Language, Computer Science - Sound, Electrical Engineering and Systems Science - Audio and Speech Processing
الوصف: A phoneme-retrieval technique is proposed, which is due to the particular way of the construction of the network. An initial set of neurons is given. The number of these neurons is approximately equal to the number of typical structures of the data. For example if the network is built for voice retrieval then the number of neurons must be equal to the number of characteristic phonemes of the alphabet of the language spoken by the social group to which the particular person belongs. Usually this task is very complicated and the network can depend critically on the samples used for the learning. If the network is built for image retrieval then it works only if the data to be retrieved belong to a particular set of images. If the network is built for voice recognition it works only for some particular set of words. A typical example is the words used for the flight of airplanes. For example a command like the "airplane should make a turn of 120 degrees towards the east" can be easily recognized by the network if a suitable learning procedure is used.
Comment: 10 pages
نوع الوثيقة: Working Paper
URL الوصول: http://arxiv.org/abs/2307.07407
رقم الأكسشن: edsarx.2307.07407
قاعدة البيانات: arXiv