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Regular version of the site

Book chapter

Pattern Mining and Machine Learning for Demographic Sequences

P. 225-243.
Ignatov D. I., Mitrofanova E. S., Муратова А. А., Gizdatullin D.

In this paper, we present the results of our first studies in application of pattern mining and machine learning techniques to analysis of demographic sequences in Russia based on data of 11 generations from 1930 to 1984. The main goal is not prediction and data mining methods themselves but rather extraction of interesting patterns and knowledge acquisition from substantial datasets of demographic data. We use decision trees as techniques for demographic events prediction and emergent patterns for searching significant and potentially useful sequences.

In book

Pattern Mining and Machine Learning for Demographic Sequences
Vol. 518: 6th International Conference, KESW 2015, Moscow, Russia, September 30 - October 2, 2015, Proceedings. Switzerland: Springer, 2015.