• A
  • A
  • A
  • ABC
  • ABC
  • ABC
  • А
  • А
  • А
  • А
  • А
Regular version of the site

Detecting Change in Customer Behaviour by Means of Concept Drift

Student: Bondarenko Anna

Supervisor: Aleksey V. Buzmakov

Faculty: Faculty of Economics, Management, and Business Informatics

Educational Programme: Business Informatics (Bachelor)

Year of Graduation: 2017

The study of consumer behavior is the subject of widespread interest. Identifying customer preferences is one of the key areas. The authors have tried to solve the problem by using different tools and approaches. The main feature of these studies is that the analyst must take into account the dynamics of the data, so a loose definition of Concept Drift appeared. The purpose of this work is to create an information system based on the theory of Concept Drift, which would be able to help marketers of retail trade system to make operational and strategic decisions. To achieve this, a set of tools such as RStudio, Neurosimulator 5.0 and MS Visual Studio have been employed. The system allows to forecast the customer preferences for a few next months and show what factors have the most influence on their choice. This system will undoubtedly facilitate the job of the marketer in the field of data analysis and provide a competitive advantage for the business.

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