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Forecasting the Behavior of Target Segments to Activate Advertising Tools: Case of Mobile Operator Vodafone Ukraine

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Airola, A., Pahikkala, T., Waegeman, W., De Baets, B., & Salakoski, T. (2011). An experimental comparison of cross-validation techniques for estimating the area under the ROC- curve. Computational Statistics & Data Analysis, 55(4), 1828-1844. https://doi.org/10.1016/j.csda.2010.11.018 Search in Google Scholar

Celisse, A. (2014). Optimal cross-validation in density estimation with the L2-loss. The Annals of Statistics, 42(5), 1879-1910. https://doi.org/10.1214/14-AOS1240 Search in Google Scholar

Dai, Х. (2017). Identifying dissatisfied 4G customers from network indicators: a comparison between complaint and survey data. Big Data Applications in the Telecommunications Industry, 41-53. https://doi.org/10.4018/978-1-5225-1750-4.ch004 Search in Google Scholar

Dang, Ch. (2017). Network-based targeting: Big Data application in mobile industry. Big Data Applications in the Telecommunications Industry, 78-107. https://doi.org/10.4018/978-1-5225-1750-4.ch007 Search in Google Scholar

Deroos, D., Zikopoulos, P.C., Melnyk, R.B., Brown, B., & Coss, R. (2014). Hadoop for dummies. Search in Google Scholar

John Wiley & Sons, Inc., Hoboken, New Jersey. ISBN-13:978-1118607558 Search in Google Scholar

Dluhopolskyi, O., Simakhova, A., Zatonatska, T., Oleksiv, I., & Kozlovskyi, S. (2021). Potential of virtual reality in the current digital society: economic perspectives. 11th International Conference on Advanced Computer Information Technologies (September 15-17, 2021).10.1109/ACIT52158.2021.9548495 Search in Google Scholar

Deggendorf, Germany, 360-363. https://doi.org/10.1109/ACIT52158.2021.9548495 Search in Google Scholar

Fawcett, T. (2006). An introduction to ROC analysis. Pattern Recognition Letters, 27(8), 861-874. https://doi.org/10.1016/j.patrec.2005.10.010 Search in Google Scholar

Goworek, К. (2021). The big impact of Big Data on the telecom industry. https://tasil.com/insights/big-data-in-telecoms. Search in Google Scholar

Hastie, T., Tibshirani, R., & Friedman, J. (2017). Elements of Statistical Learning: data mining, inference, and prediction. 2nd Edition. https://hastie.su.domains/ElemStatLearn. Search in Google Scholar

Hssina, B., Merbouha, A., Ezzikouri, H., Erritali, M. (2014). A comparative study of decision tree ID3 and C4.5. International Journal of Advanced Computer Science and Applications (IJACSA), Special Issue on Advances in Vehicular Ad Hoc Networking and Applications, 13-19. https://doi.org/10.14569/SPECIALISSUE.2014.040203 Search in Google Scholar

Kuhn, M., & Johnson, K. (2013). Applied Predictive Modeling. New York: Springer. https://link.springer.com/book/10.1007/978-1-4614-6849-3.10.1007/978-1-4614-6849-3 Search in Google Scholar

Lurie, A. (2014). 39 Data Visualization Tools for Big Data. Profit Bricks, The Laas Company. https://cloud.ionos.com/compute. Search in Google Scholar

Machine Learning Mastery (2015). Discover Feature Engineering, How to Engineer Features and How to Get Good at It. https://machinelearningmastery.com. Search in Google Scholar

McLachlan, G.J., Do, K.-A., & Ambroise, C. (2004). Analyzing microarray gene expression data. Wiley. ISBN: 978-0-471-72842-910.1002/047172842X Search in Google Scholar

Molinaro, A.M., Simon, R., & Pfeiffer, R.M. (2005). Prediction error estimation: a comparison of resampling methods. Bioinformatics, 21(15), 3301-3307. https://doi.org/10.1093/bioinformatics/bti499 Search in Google Scholar

Mykhalchuk, T., Zatonatska, T., Dluhopolskyi, O., Zhukovska, A., Dluhopolska, T., Liakhovych, L. (2021). Development of recommendation system in e-commerce using emotional analysis and machine learning methods. The 11th IEEE International Conference on Intelligent Data Acquisition and Advanced Computing Systems: Technology and Applications (IDAACS). Vol.1 (September 22-25, 2021). Cracow, Poland, 527-535. https://ieeexplore.ieee.org/document/966085410.1109/IDAACS53288.2021.9660854 Search in Google Scholar

Perkhofer, L., Walchshofer, C., & Hofer, P. (2020). Does design matter when visualizing Big Data? An empirical study to investigate the effect of visualization type and interaction use. Journal of Management Control, 31, 55-95. https://doi.org/10.1007/s00187-020-00294-0 Search in Google Scholar

Poel, M., Meyer, E.T., & Schroeder, R. (2018). Big data for policymaking: great expectations, but with limited progress? Policy & Internet, 10(3), 347-367. https://doi.org/10.1002/poi3.176 Search in Google Scholar

Polianovskyi, H., Zatonatska, T., Dluhopolskyi, O., & Liutyi, I. (2021). Digital and technological support of distance learning at universities under COVID-19 (case of Ukraine). Revista Romaneasca pentru Educatie Multidimensionala, 13(4), 595-613. https://doi.org/10.18662/rrem/13.4/500 Search in Google Scholar

Radukić, S., Mastilo, Z., & Kostić, Z. (2019). Effects of digital transformation and network externalities in the telecommunication markets. ECONOMICS, 7(2), 31-42. https://doi.org/10.2478/eoik-2019-0019 Search in Google Scholar

Riddle, J. (2020). How Will Big Data Transform E-Commerce Marketplaces? https://learn.g2.com/big-data-ecommerce. Search in Google Scholar

Rosario, A., Moniz, L.B., & Cruz, R. (2021). Data science applied to marketing: a literature review. Journal of Information Science and Engineering, 37(5), 1067-1081. https://doi.org/10.6688/JISE.202109_37(5).0006 Search in Google Scholar

Ryfiak, S. (2020). Big Data is taking eCommerce by storm. Here’s why you can’t wait it out. https://www.business2community.com/ecommerce. Search in Google Scholar

Sekli, G.F., & Vega, I. (2021). Adoption of Big Data analytics and its impact on organizational performance in higher education mediated by knowledge management. Journal of Open Innovation: Technology, Market, and Complexity, 7(4), 221. https://doi.org/10.3390/joitmc7040221 Search in Google Scholar

Simaković, M.N., Cica, Z.G., & Masnikosa, I.B. (2021). Big Data architecture for mobile network operators. 15th International Conference on Advanced Technologies, Systems and Services in Telecommunications (TELSIKS), 283-286. https://doi.org/10.1109/TELSIKS52058.2021.9606290 Search in Google Scholar

Stavytskyy, A., Dluhopolskyi, O., Kharlamova, G., Karpuk, A., Osetskyi, V. (2019). Testing the fruitfulness of the institutional environment for the development of innovative-entrepreneurial universities in Ukraine. Problems and Perspectives in Management, 17(4), 274-288. http://dx.doi.org/10.21511/ppm.17(4).2019.2310.21511/ppm.17(4).2019.23 Search in Google Scholar

Suominen, A., & Hajikhani, A. (2021). Research themes in big data analytics for policymaking: Insights from a mixed-methods systematic literature review. Policy & Internet, 13(4), 464-484. https://doi.org/10.1002/poi3.258 Search in Google Scholar

Suslenko, V., Zatonatska, T., Dluhopolskyi, O., Kuznyetsova, A. (2022). Use of crypto-currencies Bitcoin and Ethereum in the field of e-commerce: case study of Ukraine. Financial and credit activity: problems of theory and practice, 1(42), 62-72. https://fkd.net.ua/index.php/fkd/article/view/3603/346110.55643/fcaptp.1.42.2022.3603 Search in Google Scholar

Truong, C., Phuong, H., Thi, N., & Trang, H. (2017). Web analytics tools and benefits for entrepreneurs. Bachelor’s Thesis in Business Information Technology, 79 p. https://www.theseus.fi/bitstream/handle/10024/143135/Nguyen_Trang.pdf?sequence=2&isAllowed=y Search in Google Scholar

Vanwinckelen, G., Blockeel, H., De Baets, B., Manderick, B., Rademaker, M., & Waegeman, W. (2012). On estimating model accuracy with repeated cross-validation. Proceedings of the 21st Belgian-Dutch Conference on Machine Learning, 39-44. ISBN: 978-94-6197-044-2 Search in Google Scholar

Varga, I.E., & Gabor, M.R. (2021). The influence of social networks in travel decisions. ECONOMICS, 9(2), 35-48. https://doi.org/10.2478/eoik-2021-0015 Search in Google Scholar

Washington, A.L. (2014). Government information policy in the era of big data. Review of Policy Research, 31(4), 319-325. https://doi.org/10.1111/ropr.12081 Search in Google Scholar

White, T. (2015). Hadoop: The Definitive Guide. O’Reilly Media, Inc. 4th Edition. ISBN: 9780596521974 Search in Google Scholar

Yusuf-Asaju, A.W., Dahalin, Z.B., & Ta’a, A. (2017). Mobile network quality of experience using big data analytics approach. 8th International Conference on Information Technology (ICIT) (May 17-18, 2017), 658-664. https://doi.org/10.1109/ICITECH.2017.8079923 Search in Google Scholar

Zatonatska, T., Dluhopolskyi, O., Chyrak, I., & Kotys, N. (2019). The internet and e-commerce diffusion in European countries (modeling at the example of Austria, Poland, and Ukraine). Innovative Marketing, 15(1), 66-75. http://dx.doi.org/10.21511/im.15(1).2019.0610.21511/im.15(1).2019.06 Search in Google Scholar

Zatonatska, T., Fedirko, O., Dluhopolskyi, O., & Londar, S. (2021). The impact of e-commerce on he sustainable development: case of Ukraine, Poland, and Austria. IOP Conference Series: Earth and Environmental Science, Volume 915, (ISCES) “International Conference on Environmental Sustainability in Natural Resources Management” (October 15-16, 2021). Odesa, Ukraine. https://doi.org/10.1088/1755-1315/915/1/012023 Search in Google Scholar

Zatonatska, T., Suslenko, V., Dluhopolskyi, O., Brych, V., Dluhopolska, T. (2022). Investment models on centralized and decentralized cryptocurrency markets. Naukovyi Visnyk Natsionalnoho Hirnychoho Universytetu, 1, 177-182. https://doi.org/10.33271/nvngu/2022-1/177 Search in Google Scholar

Zhou, S., Zhang, X., Liu, J., Zhang, K., Zhao, Y. (2020). Exploring development of smart city research through perspectives of governance and information systems: A scientometric analysis using cite space. Journal of Science and Technology Policy Management, 11(4), 431-454. https://doi.org/10.1108/JSTPM-05-2019-0051 Search in Google Scholar

Zhou, Z.-H., Chawla, N.V., Jin, Y., & Williams, G.J. (2014). Big data opportunities and challenges: Discussions from data analytics perspectives [discussion forum]. IEEE Computational Intelligence Magazine, 9(4), 62-74. https://doi.org/10.1109/MCI.2014.2350953 Search in Google Scholar

Zingale, N.C., Cook, D., & Mazanec, M. (2018). Change calls upon public administrators to act, but in what way? Exploring administration as a platform for governance. Administrative Theory & Praxis, 40(3), 180-199. https://doi.org/10.1080/10841806.2018.1485447 Search in Google Scholar