DATA MINIG IN SOCIOLOGY: RESEARCH EXPERIENCE AND PROSPECTS
Table of contents
Share
QR
Metrics
DATA MINIG IN SOCIOLOGY: RESEARCH EXPERIENCE AND PROSPECTS
Annotation
PII
S0132-16250000378-1-1
Publication type
Article
Status
Published
Pages
35-44
Abstract
The principles, experience, and promising opportunities for analyzing large amounts of data using Data Mining methods are considered. The main provisions are illustrated by examples of empirical research (databases of the state employment service Of the Altai territory administration for labor and employment, more than 200 variables, more than 500,000 records). Data preparation for analysis, clustering using self-organizing feature maps, and building decision trees are described. The criteria for evaluating the quality of Data Mining application and the principles of interpreting the results are justified. It is shown that the use of Data Mining in sociology is promising, methodologically justified and practically feasible.
Keywords
Data Mining; cluster analysis; decision trees; visualization methods; labor market
Date of publication
01.03.2016
Number of purchasers
1
Views
513
Readers community rating
0.0 (0 votes)
Cite Download pdf

References



Additional sources and materials

Federal'nyj zakon ot 27.07.2006 № 152-FZ (red. ot 21.07.2014) “O personal'nykh dannykh” (27 iyulya 2006 g.)

Abrukov V.S., Karlovich V.E. Razrabotka modelej sotsial'nykh yavlenij s pomosch'yu Data Mining // Sotsiologiya vchera, segodnya, zavtra. Novye rakursy. III Sotsiologicheskie chteniya pamyati Valeriya Borisovicha Golofasta / Pod red. O.B. Bozhkova. SPb.: Ehjdos, 2011.

Abrukov V.S., Nikolaeva Ya.G. Kolichestvennye i kachestvennye metody: soedinyaem i vlastvuem // Sotsiologicheskie issledovaniya. 2010. № 1. S. 142–145.

Alekseenok A.A., Baranochnikov V.A. Metodika klassifikatsii naseleniya regiona po protestnomu potentsialu // Fundamental'nye issledovaniya. 2013. № 10(9). S. 2090–2095.

Analiz dannykh i protsessov: ucheb. posobie / A.A. Barsegyan, M.S. Kupriyanov, I.I. Kholod, M.D. Tess, S.I. Elizarov. SPb.: BKhV-Peterburg, 2009.

Berestneva O.G., Muratova E.A. Postroenie logicheskikh modelej s ispol'zovaniem derev'ev reshenij // Izvestiya Tomskogo politekhnicheskogo universiteta. 2004. T. 207. Vyp. 2. S. 55–61.

Davydov A.A. Sistemnaya sotsiologiya: Data Warehousing. M.: IS RAN, 2009. URL: http://www.isras. ru/?page_id=1012 (data obrascheniya: 09.04.2015).

Davydov A.A. Sistemnyj podkhod v sotsiologii: novye napravleniya, teorii i metody analiza sotsial'nykh sistem. M.: Ehditorial URSS, 2005.

Katsko I.A., Paklin N.B. Praktikum po analizu dannykh na komp'yutere / Pod red. G.V. Gorelovoj. M.: KolosS, 2009.

Kislova O.N. Iskusstvennye nejronnye seti v sotsiologii: novyj instrument poznaniya ili dan' mode?// Perspektivi. Seriya: Filosofiya, istoriya, sotsiologiya, politologiya. Odesa: PDPU imeni K.D. Ushins'kogo, 2009. № 2(46). S. 70–75.

Kruglov V.V., Dli M.I. Primenenie apparata nejronnykh setej dlya analiza sotsiologicheskikh dannykh // Sotsiologicheskie issledovaniya. 2001. № 9. S. 112–114.

Mikheenkova M.A., Finn V.K. O predstavlenii dannykh i znanij dlya intellektual'nogo analiza sotsiologicheskikh dannykh. URL: http://www.umotnas.ru/umot/o-predstavlenii-dannih-i-znanij-dlyaintellektualenogo- analiza/ (data obrascheniya: 09.04.2015).

Ostrovskij A.M. O komp'yuternykh tekhnologiyakh poiska ehmpiricheskikh zakonomernostej v bazakh dannykh // Sotsiologiya: 4M. 2008. № 7. S. 140–157.

Paklin N.B., Oreshkov V.I. Biznes-analitika: ot dannykh k znaniyam. SPb.: Piter, 2009.

Khavenson T.E. Primenenie metodov Data Mining v sotsiologii. URL: http://www.hse.ru/ data/084/371/1237/Khavenson_DM.pdf (data obrascheniya: 09.04.2015).

Shumetov V.G., Lyaskovskaya O.V., Gudova T.G. Data Mining v ehmpiricheskoj sotsiologii: metodologiya kolichestvennogo modelirovaniya. Monografiya / Pod obsch. red. V.G. Shumetova. Orel: Izda- tel'stvo ORAGS, 2011.

Piatetsky-Shapiro G. Knowledge Discovery in Real Databases: A Report on the IJCAI-89 Work-shop. AI Magazine. 1991. № 11(5). P. 68–70.

Comments

No posts found

Write a review
Translate