A Biased Random-key Genetic Algorithm with Local Search Applied to Unsupervised Clustering of Cultural Data
Resumo
The relationship between culture and development has come to occupy a prominent place in the present time. From this perspective, culture is commonly said to be a constructive axis of identities, and also an economic factor which generates wealth. Due to the ongoing need of implementing an institutional policy for culture at Federal University of São Paulo, it was created a culture and extension project with the objective to contribute with the cultural actions in the college campuses. Sociocultural data from the university students was collected and herein we present a different methodology of analyzing such kind of dataset. Using the metaheuristic optimization Biased Random-key Genetic Algorithm with local search, we have achieved positive results in the identification of cultural subunits in the university. Significant information to understand the students’ integration and different cultural habits was obtained and a new way of visualizing this cultural scenario is herein proposed.
Palavras-chave:
metaheuristic, optimization, multivariate analyses, cultural profile
Referências
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Chatterton, P. and Hollands, R. Theorising urban playscapes: producing, regulating and consuming youthful nightlife city spaces. Urban studies 39 (1): 95–116, 2002.
Gonçalves, J. F. and Resende, M. G. Biased random-key genetic algorithms for combinatorial optimization. Journal of Heuristics 17 (5): 487–525, 2011.
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Resende, F. G. and de Paula, A. V. Influência da cultura organizacional na (re) construção da identidade dos trabalhadores: um estudo de caso em uma empresa de tratamento de resíduos no sul de minas gerais. Psicologia: teoria e prática 13 (3), 2011.
Spears, W. M. and Jong, K. D. D. On the virtues of parameterized uniform crossover. Tech. rep., NAVAL RESEARCH LAB WASHINGTON DC, 1995.
Taylor. The multicultural organization. The executive, 1991.
Wang, Y. Globalization enhances cultural identity. Intercultural Communication Studies 16 (1): 83, 2007.
Barth, F. Ethnic groups and boundaries: The social organization of culture difference. Waveland Press, 1998.
Bean, J. C. Genetic algorithms and random keys for sequencing and optimization. ORSA journal on computing 6 (2): 154–160, 1994.
Canclini, N. G. Consumers and citizens: Globalization and multicultural conflicts. Vol. 6. U of Minnesota Press, 2001.
Chatterton, P. and Hollands, R. Theorising urban playscapes: producing, regulating and consuming youthful nightlife city spaces. Urban studies 39 (1): 95–116, 2002.
Gonçalves, J. F. and Resende, M. G. Biased random-key genetic algorithms for combinatorial optimization. Journal of Heuristics 17 (5): 487–525, 2011.
Kroeber, A. L. The concept of culture in science. The Journal of General Education 3 (3): 182–196, 1949.
Malbon, B. Clubbing: consumption, identity and the spatial practices of every-night life. Cool places: Geographies of youth cultures, 1998.
Merriam-Webster Dictionary. Merriam-webster. On-line at http://www.mw.com/home.htm, 2002.
Morgado, A. C. As múltiplas concepções da cultura. Múltiplos Olhares em Ciência da Informaç 4 (1), 2016.
Resende, F. G. and de Paula, A. V. Influência da cultura organizacional na (re) construção da identidade dos trabalhadores: um estudo de caso em uma empresa de tratamento de resíduos no sul de minas gerais. Psicologia: teoria e prática 13 (3), 2011.
Spears, W. M. and Jong, K. D. D. On the virtues of parameterized uniform crossover. Tech. rep., NAVAL RESEARCH LAB WASHINGTON DC, 1995.
Taylor. The multicultural organization. The executive, 1991.
Wang, Y. Globalization enhances cultural identity. Intercultural Communication Studies 16 (1): 83, 2007.
Publicado
22/10/2018
Como Citar
AONO, A. H.; OLIVEIRA, R. M. de; FRANCHI, B. O.; NAGAI, J. S.; PAZ, H. E. S.; CHAVES, A. A.; MARTINS, C. B..
A Biased Random-key Genetic Algorithm with Local Search Applied to Unsupervised Clustering of Cultural Data. In: SYMPOSIUM ON KNOWLEDGE DISCOVERY, MINING AND LEARNING (KDMILE), 6. , 2018, São Paulo/SP.
Anais [...].
Porto Alegre: Sociedade Brasileira de Computação,
2018
.
p. 137-144.
ISSN 2763-8944.
DOI: https://doi.org/10.5753/kdmile.2018.27395.