Bryansk, Bryansk, Russian Federation
Bryansk, Bryansk, Russian Federation
Bryansk, Bryansk, Russian Federation
employee
Bryansk, Bryansk, Russian Federation
Bryansk, Bryansk, Russian Federation
Bryansk, Bryansk, Russian Federation
The task of producing a chatbot based on a neural network supposes machine processing of the text, which in turn involves using various methods and techniques for analyzing phrases and sentences. The article considers the most popular solutions and models for data analysis in the text format: methods of lemmatization, vectorization, as well as machine learning methods. Particular attention is paid to the text processing techniques, after their analyzing the best method was identified and tested.
chatbot, neural network, text, lemmatization, vectorization, machine learning
1. Borodin A.I., Veinberg R.R., Litvishko O.V., Methods of Text Processing when Creating Chatbots / Humanities Balkan Research, no. 3 (5) 31.08.2019
2. Filippov, R.A. Internet of Things: Basic Concepts / teaching aid / R.A. Filippov, L.B. Filippova, A.S. Sazonova. - Bryansk: BSTU, 2016. - 112 p. - ISBN 978-5-906967-62-6 - Text: unmediated
3. Leonov, Yu.A. Selection of Rational Schemes Automation Based on Working Synthesis Instruments for Technological Processes / Yu.A. Leonov, E.A. Leonov, A.A. Kuzmenko, A.A. Martynenko, E.E. Averchenkova, R.A. Filippov - Yelm, WA, USA: Science Book Publishing House LLC, 2019 - 192 p. - ISBN: 978-5-9765-4023-1 - Text : unmediated.
4. Leonov E.A., Intellectual Subsystems for Collecting Information from the Internet to Create Knowledge Bases for Self-learning Systems / E.A. Leonov, Y.A. Leonov, Y.M. Kazakov, L.B. Filippova/ In: Abraham A., Kovalev S., Tarassov V., Snasel V., Vasileva M., Sukhanov A. (eds) - Text : electronic // Proceedings of the Second International Scientific Conference “Intelligent Information Technologies for Industry” (IITI’17). IITI 2017. Advances in Intelligent Systems and Computing. -2017 - vol. 679. - Springer, Cham, pp. 95-103 - DOIhttps://doi.org/10.1007/978-3-319-68321-8_10
5. Tishchenko, A.A. Analysis of Constructors that Allow Creating Mobile Applications for Developing Digital Technologies in Logistics Systems / A.A. Tishchenko, Yu.M. Kazakov - Text : unmediated // Xth All-Russian Scientific and Practical Conference “Digital Logistics - Integrated Approach” - 2020. -Bryansk, BSTU, pp. 181-185 - ISBN 978-5-907271-61-6.