Browse > Article
http://dx.doi.org/10.9708/jksci.2019.24.12.085

A Formal Specification and Meta-Model for Development of Cooperative Collection·Analysis Framework  

Cho, Eun-Sook (Dept. of Software Engineering, Seoil University)
Song, Chee-Yang (Dept. of Sotware, Kyungpook University)
Abstract
Companies can identify user groups or consumption trends by collecting and analyzing opinions of many users on special subjects or their products as well as utilize them as various purposes such as predicting some specific trends or marketing strategies. Therefore current analyzing tools of social media have come into use as a means to measure the performances of social media marketing through network's statistical analysis. However these tools require expensive computing and network resources including burden of costs for building up and operating complex software platforms and much operating know-how. Hence, small companies or private business operators have difficulty in utilizing those social media data effectively. This paper proposes a framework applied into developing analysis system of social media. The framework could be set up and operate the system to extract necessary social media's data. Also to design the system, this study suggests a meta-model of proposed framework and to guarantee completeness and consistency, a formal specification of meta-model by using Z language is suggested. Finally, we could verify the clearness of framework's design by performing Z model checking of formal specification's output through Z-EVES tool.
Keywords
Social Media; Data Analysis; Framework; Meta-model; Formal Specification;
Citations & Related Records
Times Cited By KSCI : 5  (Citation Analysis)
연도 인용수 순위
1 KISA(Korea Internet & Security Agency), 2018 Survey on the Internet Usage, https://www.msit.go.kr
2 Byoung-Yup Lee, Jong-Tae Lim, Jaesoo Yoo, "Utilization of Social Media Analysis using Big Data", Journal of the Korea Contents Association, Vol.13, No. 2, pp.211-219, Feb., 2013.   DOI
3 Man-Mo Kang, Sang-Rak Kim, Sang-Moo Park, "Analysis and Utilization of Big Data", Communications of the Korean Institute of Information Scientists and Engineers, Vol. 30, No. 6, 2012.6, pp. 25-32, June, 2012.
4 Keun-Tae Kim, "Environment Challenge in Company for Big Data Analysis", Korea Information Processing Society Review, Vol.19, No.2, March, 2012.
5 M. Saaltink, The Z/EVES 2.0 Users Guide, TR-99-5493-06A, ORA Canada, 1999.
6 Kee-young Kwahk, "Social Network analysis", The Second Edition, Chungram, 690 pages, 2017.
7 Jin-myeong Chung, Young-ho Park, Woo-ju Kim, "Social Media Analysis Based on Keyword Related to Educational Policy Using Topic Modeling", Journal of Korean Society for Internet Information, No.19, Vol. 4, pp.53-63, Aug. 2017.
8 Sang-hyeok Park, Seung-hee Oh, Haeng-nam Sung, "Analysis of the Usage patterns of Social Network Service Users", Journal of the Korea Society of Digital Industry and Information Management, Vol.9, No.4, pp. 251-265, 2013.
9 Yeon-woo Nho et al., "Reliable Hot Topic Prediction Scheme Considering User Influences in Social Networks", Journal of the Korea Contents Association, Vol.15 No.8, Aug. 2015.
10 Kie-jin Park, "A Design on Informal Big Data Topic Extraction System Based on Spark Framework", KIPS Transaction of Software and Data Engineering, Vol.5, No.11, pp.521-526, 2016.   DOI
11 Eun-sook Cho, et. al., "Development of Extracting System for Meaning.Subject Related Social Topic using Deep Learning", Journal of the Korea Society of Digital Industry and Information Management 2018, vol.14,no.4,pp. 35-45 (11 pages)   DOI
12 Njeru Mwendi Edwin, "Software Frameworks, Architectural and Design Patterns", Journal of Software Engineering and Applications, JSEA Vol.7 No.8, pp.670-678, July 2014.   DOI
13 Chee-yang Song, "A Meta-model-Based Modeling Mechanism for Hierarchical Design in UML", Thesis for the Degree of Doctor, 2003. 7.
14 Eun-sook Cho, Chul-jin Kim, Chee-yang Song, "Formal Specification of Reusable Framework of Embedded System", Journal of KIPS D, Vol. 17-D, No. 6, pp.431-442, December, 2010.12.