Research Article

A REAL LIFE WEB BASED MARKETING OPTIMIZATION FRAMEWORK with EXTERNAL DATA

Volume: 2 Number: 1 June 26, 2018

A REAL LIFE WEB BASED MARKETING OPTIMIZATION FRAMEWORK with EXTERNAL DATA

Abstract

Big data and data science studies in recent years are booming exponentially, parallel to the data collected and increased processing speeds. As an inevitable consequence, most of the web-based companies are migrating their business models to novel technologies based on the big data and data science research. This paper is based on a real life experience based on one of the web stores with highest volume sales in Turkey. The project was building a data science model on big data technologies to make estimations based on the external data, such as weather conditions, customer demography, news at newspapers, current product alternatives, financial facts (like currency exchange rate or stock market values) and most importantly the sentimental analysis and opinion mining on social network, blogs and news.  In the paper, details of problems and possible solution alternatives and methodology for problem solving and solutions and outcomes of the study are explained in the given order.

Keywords

References

  1. [1] Sadi Evren Seker, "Real Life Machine Learning Case on Mobile Advertisement: A Set of Real-Life Machine Learning Problems and Solutions for Mobile Advertisement," in Computational Science and Computational Intelligence (CSCI), 2016 International Conference on, 2016.
  2. [2] Mehmet Lutfi Arslan, Sadi Evren Seker, and Cevdet Kizil, "Innovation driven emerging technology from two contrary perspectives: A case study of Internet," Emerging Markets Journal, vol. 3, no. 3, p. 87, 2014.
  3. [3] Sadi Evren Seker, Weka ile Veri Madenciliği.: Draft2Digital, 2015.
  4. [4] Sadi Evren Seker, Cihan Mert, Nuri Ozalp, and Ugur Ayan, "Time series analysis on stock market for text mining correlation of economy news," Int. J. Soc. Sci. Humanity Stud, vol. 6, no. 1, pp. 66-91, 2013.
  5. [5] Sadi Evren Seker, Yavuz Unal, Erdinc H Kocer, and Zeki Erdem, "Ensembled correlation between liver analysis outputs," International Journal of Biology and Biomedical Engineering, vol. 8, pp. 1-5, 2014.
  6. [6] Abhishek Gupta and Dejan Milojicic, "Evaluation of HPC Applications on Cloud," in Open Cirrus Summit (OCS) 2011, vol. 6, 2011, pp. 22-26.
  7. [7] Sadi Evren Seker and Cihan Mert, "A Novel Feature Hashing for Text Mining," Journal of Technical Science and Technologies, vol. 2, no. 1, pp. 37-40, 2013.
  8. [8] Marc-André Mittermayer, "Forecasting intraday stock price trends with text mining techniques," in HICSS '04 Proceedings of the Proceedings of the 37th Annual Hawaii International Conference on System Sciences (HICSS'04), vol. 3, 2004, pp. 64-73.

Details

Primary Language

English

Subjects

Computer Software

Journal Section

Research Article

Publication Date

June 26, 2018

Submission Date

November 20, 2017

Acceptance Date

January 3, 2018

Published in Issue

Year 2018 Volume: 2 Number: 1

APA
Şeker, Ş. E. (2018). A REAL LIFE WEB BASED MARKETING OPTIMIZATION FRAMEWORK with EXTERNAL DATA. Acta Infologica, 2(1), 45-51. https://doi.org/10.30801/acin.356344
AMA
1.Şeker ŞE. A REAL LIFE WEB BASED MARKETING OPTIMIZATION FRAMEWORK with EXTERNAL DATA. ACIN. 2018;2(1):45-51. doi:10.30801/acin.356344
Chicago
Şeker, Şadi Evren. 2018. “A REAL LIFE WEB BASED MARKETING OPTIMIZATION FRAMEWORK With EXTERNAL DATA”. Acta Infologica 2 (1): 45-51. https://doi.org/10.30801/acin.356344.
EndNote
Şeker ŞE (June 1, 2018) A REAL LIFE WEB BASED MARKETING OPTIMIZATION FRAMEWORK with EXTERNAL DATA. Acta Infologica 2 1 45–51.
IEEE
[1]Ş. E. Şeker, “A REAL LIFE WEB BASED MARKETING OPTIMIZATION FRAMEWORK with EXTERNAL DATA”, ACIN, vol. 2, no. 1, pp. 45–51, June 2018, doi: 10.30801/acin.356344.
ISNAD
Şeker, Şadi Evren. “A REAL LIFE WEB BASED MARKETING OPTIMIZATION FRAMEWORK With EXTERNAL DATA”. Acta Infologica 2/1 (June 1, 2018): 45-51. https://doi.org/10.30801/acin.356344.
JAMA
1.Şeker ŞE. A REAL LIFE WEB BASED MARKETING OPTIMIZATION FRAMEWORK with EXTERNAL DATA. ACIN. 2018;2:45–51.
MLA
Şeker, Şadi Evren. “A REAL LIFE WEB BASED MARKETING OPTIMIZATION FRAMEWORK With EXTERNAL DATA”. Acta Infologica, vol. 2, no. 1, June 2018, pp. 45-51, doi:10.30801/acin.356344.
Vancouver
1.Şadi Evren Şeker. A REAL LIFE WEB BASED MARKETING OPTIMIZATION FRAMEWORK with EXTERNAL DATA. ACIN. 2018 Jun. 1;2(1):45-51. doi:10.30801/acin.356344