دورية أكاديمية
Data mining techniques and tools and their role in big data management in healthcare field
العنوان: | Data mining techniques and tools and their role in big data management in healthcare field |
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المؤلفون: | Adel Alzahrani, Abdullah Safhi |
المصدر: | Sustainable Engineering and Innovation, Vol 3, Iss 2 (2021) |
بيانات النشر: | Research and Development Academy, 2021. |
سنة النشر: | 2021 |
المجموعة: | LCC:Engineering design LCC:Computer engineering. Computer hardware |
مصطلحات موضوعية: | Engineering design, TA174, Computer engineering. Computer hardware, TK7885-7895 |
الوصف: | The technology of data mining has become an important research area for life science and healthcare applications. This technology focuses on methodologies and processes to derive valuable patterns, insights, or knowledge from a vast volume of data automatically or nearly automatically. With the exponential growth of web-based online information as well as databases used by industries (such as different biological or clinical databases), its significance has increased, resulting in an increasingly urgent need to extract new knowledge from a large amount of data. On the other hand; data mining is one of the most important modern techniques used to achieve high output standards at all levels. The twenty-first century saw the advent of a new trend to improve medical services in the healthcare sector. To bridge the gap between previous studies and the practical applications of data mining, this study aimed to review the theoretical literature and previous studies related to the demonstration of data mining techniques and tools and their role in big data management in the healthcare field. To achieve the objectives of the study, the researchers used a descriptive, analytical, documentary method. The study concluded many results including that in the era of the knowledge and technology revolution, data mining is one of the important issues, that requires everyone to take into account its achievements in our current era, as well as the existence of a correlation between big data and the provision of a separate health service in the field of healthcare, and work to address epidemics and discover vaccines for them. In the healthcare industry, data mining plays a vital role, especially in predicting various types of diseases. In detecting diseases, diagnosis is the main tool. The study recommended the need to conduct more experimental and exploratory studies dealing with healthcare data mining techniques and tools and their effect on the management of big data volumes, especially in our Arab countries and the need for the development of models and action plans and the development of processes and methods from which data in the healthcare sector can be explored. Index Terms— Techniques, Tools, Data Mining, Healthcare, Big Data. |
نوع الوثيقة: | article |
وصف الملف: | electronic resource |
اللغة: | English |
تدمد: | 2712-0562 |
Relation: | https://sei.ardascience.com/index.php/journal/article/view/128; https://doaj.org/toc/2712-0562 |
DOI: | 10.37868/sei.v3i2.id128 |
URL الوصول: | https://doaj.org/article/8aeae2c77d25454ca7b0fafe07176bef |
رقم الأكسشن: | edsdoj.8aeae2c77d25454ca7b0fafe07176bef |
قاعدة البيانات: | Directory of Open Access Journals |
تدمد: | 27120562 |
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DOI: | 10.37868/sei.v3i2.id128 |