Ordered Sets in Data Analysis (2022)

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General information

One semester course. 6 kredits.

Lecturer: Sergey Kuznetsov (Сергей Олегович Кузнецов)

Class teacher: Fedor Strok (Федор Владимирович Строк)

GitHub repo of the course

Students book on Arxiv

Telegram channel (this one)

Telegram chat

Schedule

Type Day of week Time Place
Lectures Tuesday 11:10-12:30, 13.00-14.20 S224, Pokrovsky Blvd. 11 (Покровский б-р 11)
Seminars Tuesday 11:10-12:30, 13.00-14.20 S224, Pokrovsky Blvd. 11 (Покровский б-р 11)

Grading system

Final Grade = 0.2 * Exam + 0.48 * Homework + 0.32 * Research project

Tasks

Task description Source Deadline
Solve the problems given at the end of the first lecture. The exact problems to solve are: 3-6 Lecture 1 20.09.22

Lectures

Lecture Date Topics Download materials Read Materials Pages Reading time
Lecture 1 13.09.22 Relations, binary relations, their matrices and graphs. Operations over relations, their properties, and types of relations. Click Click 37p 20-30 min read

Seminars

Seminar Date Topics Download materials Read Materials Pages Reading time
soon soon soon soon soon soon soon

References

Main literature

  • Cormen, T. H., Leiserson, C. E., Rivest, R. L., Stein, C. Introduction to Algorithms (3rd edition). – MIT Press, 2009. – 1292 pp.
  • Kuznetsov, S. O. Fitting pattern structures to knowledge discovery in big data // International conference on formal concept analysis. – Springer, Berlin, Heidelberg, 2013. – PP. 254-266.

Additional literature

  • Kuznetsov, S. O. Pattern structures for analyzing complex data // International Workshop on Rough Sets, Fuzzy Sets, Data Mining, and Granular-Soft Computing. – Springer, Berlin, Heidelberg, 2009. – P. 33-44.
  • Kuznetsov, S. O. Scalable knowledge discovery in complex data with pattern structures // International Conference on Pattern Recognition and Machine Intelligence. – Springer, Berlin, Heidelberg, 2013. – P. 30-39.