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2022 | OriginalPaper | Chapter

Computational Tools of Media Analysis for Corporate Policy Effectiveness Evaluation: Models and Their Reliability

Authors : Gregory S. Khvatsky, Dmitry G. Zaytsev, Valentina V. Kuskova, Anna A. Sokol

Published in: Reliability and Maintainability Assessment of Industrial Systems

Publisher: Springer International Publishing

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Abstract

Human decision-making is becoming more complex due to increasing amount of information t that needs to be analyzed in today’s modern systems. Decision-making in business corporations is not an exception. Such complexity raises a question about reliability or broader efficiency and effectiveness of corporate decision-making.

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Despite the differences between these concepts (efficiency, effectiveness, and efficacy) exist, their detailed analysis is beyond the scope of this chapter.

https://builtin.com/big-data.

https://www.statista.com/statistics/867549/top-active-social-media-platforms-in-russia/.

Allahyari M, Pouriyeh S, Kochut K, Arabnia HR (2017) A knowledge-based topic modeling approach for automatic topic labeling. Int J Adv Comput Sci Appl 8(9):335–349. https://doi.org/10.14569/IJACSA.2017.080947

Alnoukari M, Hanano A (2017) Integration of business intelligence with corporate strategic management. J Intell Stud Bus 7(2). https://doi.org/10.37380/jisib.v7i2.235

Alnoukari M, Razouk R, Hanano A (2016) BSC-SI, a framework for integrating strategic intelligence in corporate strategic management. Int J Strateg Inf Technol Appl (IJSITA) 7(1):32–44. https://doi.org/10.4018/IJSITA.2016010103CrossRef

https://builtin.com/big-data. What is big data?

Blei DM (2003) Latent Dirichlet allocation. J Mach Learn Res 3:993–1022MATH

Boyd-Graber J, Blei DM (2010) Syntactic topic models. arXiv:1002.4665 [cs, math, stat]. http://arxiv.org/abs/1002.4665. Accessed 21 July 2021

Chaney A, Blei D (2012) Visualizing topic models. Proc Int AAAI Conf Web Soc Media 6(1):419–422

Chasin R et al (2014) Word sense disambiguation in the clinical domain: a comparison of knowledge-rich and knowledge-poor unsupervised methods. J Am Med Inform Assoc 21(5):842–849. https://doi.org/10.1136/amiajnl-2013-002133CrossRef

Cheng X et al (2014) BTM: topic modeling over short texts. IEEE Trans Knowl Data Eng 26(12):2928–2941. https://doi.org/10.1109/TKDE.2014.2313872CrossRef

10.

Drury G (2008) Opinion piece: social media: should marketers engage and how can it be done effectively? J Direct Data Digit Mark Pract 9(3):274–277. https://doi.org/10.1057/palgrave.dddmp.4350096CrossRef

11.

Girdhar Y, Giguère P, Dudek G (2013) Autonomous adaptive underwater exploration using online topic modeling. In: Desai JP et al (eds) Experimental robotics: the 13th international symposium on experimental robotics. Springer tracts in advanced robotics. Springer International Publishing, Heidelberg, pp 789–802. https://doi.org/10.1007/978-3-319-00065-7_53

12.

Griffiths TL, Steyvers M (2004) Finding scientific topics. Proc Natl Acad Sci 101(suppl 1):5228–5235. https://doi.org/10.1073/pnas.0307752101CrossRef

13.

Haley KJ, Fessler DMT (2005) Nobody’s watching? Subtle cues affect generosity in an anonymous economic game. Evol Hum Behav 26(3):245–256. https://doi.org/10.1016/j.evolhumbehav.2005.01.002CrossRef

14.

Hannigan TR et al (2019) Topic modeling in management research: rendering new theory from textual data. Acad Manag Ann 13(2):586–632. https://doi.org/10.5465/annals.2017.0099CrossRef

15.

Hong L, Davison BD (2010) Empirical study of topic modeling in Twitter. In: Proceedings of the first workshop on social media analytics. Association for computing machinery (SOMA ’10), New York, NY, USA, pp 80–88. https://doi.org/10.1145/1964858.1964870

16.

Hoxha G (2015) Limited efficiency of civil society during the democratization process of Albania. Thesis. Epoka University. http://dspace.epoka.edu.al/handle/1/1762. Accessed 17 November 2020

17.

Jelodar H et al (2019) Latent Dirichlet allocation (LDA) and topic modeling: models, applications, a survey. Multimed Tools Appl 78(11):15169–15211. https://doi.org/10.1007/s11042-018-6894-4CrossRef

18.

Kaplan AM (2015) Social media, the digital revolution, and the business of media. Int J Media Manag 17(4):197–199. https://doi.org/10.1080/14241277.2015.1120014CrossRef

19.

Kaplan AM, Haenlein M (2010) Users of the world, unite! The challenges and opportunities of social media. Bus Horiz 53(1):59–68. https://doi.org/10.1016/j.bushor.2009.09.003CrossRef

20.

Lasswell HD (1970) The emerging conception of the policy sciences. Policy Sci 1(1):3–14CrossRef

21.

Lau JH et al (2012) Word sense induction for novel sense detection. In: Proceedings of the 13th conference of the European chapter of the association for computational linguistics. EACL 2012. Association for computational linguistics, Avignon, France, pp 591–601. https://aclanthology.org/E12-1060. Accessed 21 July 2021

22.

Liu Y, Xu S (2017) A local context-aware LDA model for topic modeling in a document network. J Am Soc Inf Sci 68(6):1429–1448. https://doi.org/10.1002/asi.23822CrossRef

23.

Magalhães PC (2014) Government effectiveness and support for democracy. Eur J Polit Res 53(1):77–97. https://doi.org/10.1111/1475-6765.12024CrossRef

24.

McCorkindale T, DiStaso MW, Carroll C (2013) The power of social media and its influence on corporate reputation. In: The handbook of communication and corporate reputation, vol 9, no. 1, pp 497–512

25.

Mei Q, Zhai C (2006) A mixture model for contextual text mining. In: Proceedings of the 12th ACM SIGKDD international conference on knowledge discovery and data mining—KDD ’06; The 12th ACM SIGKDD international conference, Philadelphia, PA, USA. ACM Press, p 649. https://doi.org/10.1145/1150402.1150482

26.

Mimno D et al (2011) Optimizing semantic coherence in topic models. In: Proceedings of the 2011 conference on empirical methods in natural language processing, EMNLP 2011. Association for computational linguistics, Edinburgh, Scotland, UK, pp 262–272. https://aclanthology.org/D11-1024. Accessed 13 July 2021

27.

Mulhern F (2009) Integrated marketing communications: from media channels to digital connectivity. J Mark Commun 15(2–3):85–101. https://doi.org/10.1080/13527260902757506CrossRef

28.

Niemi RG, Craig SC, Mattei F (1991) Measuring internal political efficacy in the 1988 national election study. Am Polit Sci Rev 85(4):1407–1413. https://doi.org/10.2307/1963953CrossRef

29.

Pentina I, Tarafdar M (2014) From “information” to “knowing”: exploring the role of social media in contemporary news consumption. Comput Hum Behav 35:211–223. https://doi.org/10.1016/j.chb.2014.02.045CrossRef

30.

Pritchard JK, Stephens M, Donnelly P (2000) Inference of population structure using multilocus genotype data. Genetics 155(2):945–959CrossRef

31.

Qualman E (2012) Socialnomics: how social media transforms the way we live and do business. Wiley

32.

Ramamonjisoa D (2014) Topic modeling on users’s comments. In: 2014 third ICT international student project conference (ICT-ISPC), pp 177–180. https://doi.org/10.1109/ICT-ISPC.2014.6923245

33.

Rani S, Kumar M (2021) Topic modeling and its applications in materials science and engineering. Mater Today Proc 45:5591–5596. https://doi.org/10.1016/j.matpr.2021.02.313CrossRef

34.

Rayp G, Sijpe NVD (2007) Measuring and explaining government efficiency in developing countries. J Dev Stud 43(2):360–381. https://doi.org/10.1080/00220380601125230CrossRef

35.

Segalovich I (2003) A fast morphological algorithm with unknown word guessing induced by a dictionary for a web search engine. In: MLMTA, p 273

36.

Tewolde MH, Gubán P (2010) the means of analysis and evaluation for corporate performances. Ann Univ Apulensis Ser Oecon 1(12):738–749. https://doi.org/10.29302/oeconomica.2010.12.1.43CrossRef

37.

Wang C, Blei DM (2011) Collaborative topic modeling for recommending scientific articles. In: Proceedings of the 17th ACM SIGKDD international conference on knowledge discovery and data mining. Association for computing machinery (KDD’11), New York, NY, USA, pp 448–456. https://doi.org/10.1145/2020408.2020480

38.

Wang H et al (2019) Optimization of topic recognition model for news texts based on LDA. J Digital Inf Manag 17(5):257. https://doi.org/10.6025/jdim/2019/17/5/257-269CrossRef

39.

Wen HJ, Lim B, Lisa Huang H (2003) Measuring e-commerce efficiency: a data envelopment analysis (DEA) approach. Ind Manag Data Syst 103(9):703–710. https://doi.org/10.1108/02635570310506124CrossRef

40.

Yau C-K et al (2014) Clustering scientific documents with topic modeling. Scientometrics 100(3):767–786. https://doi.org/10.1007/s11192-014-1321-8CrossRef

41.

Zhao W, Chen JJ, Perkins R, Liu Z, Ge W, Ding Y, Zou W (2015) A heuristic approach to determine an appropriate number of topics in topic modeling. In: BMC Bioinf 16(13):1–10. BioMed Central, 2015

Title: Computational Tools of Media Analysis for Corporate Policy Effectiveness Evaluation: Models and Their Reliability
Authors: Gregory S. Khvatsky
Dmitry G. Zaytsev
Valentina V. Kuskova
Anna A. Sokol
Publisher: Springer International Publishing
Book: Reliability and Maintainability Assessment of Industrial Systems
Print ISBN: 978-3-030-93622-8

Electronic ISBN: 978-3-030-93623-5

Copyright Year: 2022
DOI: https://doi.org/10.1007/978-3-030-93623-5_3

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