Analysis and mathematical modeling of big data processing
Imanbayev K. Sinchev B. Sibanbayeva S. Mukhanova A. Nurgulzhanovа A. Zaurbekov N. Zaurbekova N. Korolyova N.V. Baibolova L.
September 2021Springer
Peer-to-Peer Networking and Applications
2021#14Issue 52626 - 2634 pp.
Big data processing is an urgent and unresolved challenge that originates from the intensive development of information technology. The recent techniques lose their effectiveness rapidly as the volumes of data increase. In this article, we will put down our vision of the basic approaches and models related to problem solving, based on processing large data volumes. This article introduces a two-stage decomposition of a problem, related to assessing management options. The first stage of our original approach implies a semantic analysis of textual information; the second stage is built around finding association rules in a database, processing them via mathematical statistics methods, and converting data and objectives to a vector. We suggest processing the collected news events by a semantic model, which describes their key features and interconnections between them in a specified subject area. The classification-based association rules allow assessing the likelihood of a particular event using a set chain of events. This approach can be applied through the analysis of online news in a specified market segment.
Association rules , Big data , Classification , Data mining , Identification , Modeling
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Almaty Technological University, Almaty, Kazakhstan
The International Information Technology University, Almaty, Kazakhstan
Almaty Management University, Almaty, Kazakhstan
M Tynyshpaev Kazakh Academy of Transport and Communications, Almaty, Kazakhstan
Abai Kazakh National Pedagogical University, Almaty, Kazakhstan
Kazakh State Women’s Teacher Training University, Almaty, Kazakhstan
Almaty Technological University
The International Information Technology University
Almaty Management University
M Tynyshpaev Kazakh Academy of Transport and Communications
Abai Kazakh National Pedagogical University
Kazakh State Women’s Teacher Training University
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