• A
  • A
  • A
  • ABC
  • ABC
  • ABC
  • А
  • А
  • А
  • А
  • А
Regular version of the site
  • HSE University
  • Student Theses
  • Analytical Platform Design for Monitoring and Forecasting the Market Developement Based on Semantic Analysis by Using Machine Learning

Analytical Platform Design for Monitoring and Forecasting the Market Developement Based on Semantic Analysis by Using Machine Learning

Student: Popova Anna

Supervisor: Dmitry A. Romanov

Faculty: Faculty of Economics, Management, and Business Informatics

Educational Programme: Business Informatics (Bachelor)

Year of Graduation: 2021

In this study, analyzing the organization's external environment was conducted and existing solutions were analyzed. To monitor a large amount of external textual data, it was decided to design a top-level architecture of the platform that allows the development of an AI algorithm for analyzing market-based unstructured data, like the created one within the coursework. Moreover, a critical analysis of the results obtained in the course work was carried out. The reasons for the low accuracy of the developed algorithm were investigated. Changes in the data processing algorithm and retraining of the model resulted in the improvement of its quality. There are four chapters in this study. The volume of work is 45 pages.

Student Theses at HSE must be completed in accordance with the University Rules and regulations specified by each educational programme.

Summaries of all theses must be published and made freely available on the HSE website.

The full text of a thesis can be published in open access on the HSE website only if the authoring student (copyright holder) agrees, or, if the thesis was written by a team of students, if all the co-authors (copyright holders) agree. After a thesis is published on the HSE website, it obtains the status of an online publication.

Student theses are objects of copyright and their use is subject to limitations in accordance with the Russian Federation’s law on intellectual property.

In the event that a thesis is quoted or otherwise used, reference to the author’s name and the source of quotation is required.

Search all student theses