نوع مقاله : مقاله پژوهشی
نویسندگان
1 دانشجوی دکتری، گروه مدیریت فناوری اطلاعات، واحد تهران مرکزی، دانشگاه آزاد اسلامی، تهران، ایران
2 استاد، گروه مدیریت فناوری اطلاعات، واحد تهران مرکزی، دانشگاه آزاد اسلامی، تهران، ایران
چکیده
کلیدواژه‌ها
موضوعات
عنوان مقاله [English]
نویسندگان [English]
With the ever-increasing growth of Persian news texts in the digital world and the Internet, an important issue is the intelligent classification and management of news documents and our quick and cheap access to them. The results of the activities and actions carried out in this field are provided in the form of documents and documents and with spending a lot of time and money. These documents and documents contain valuable information and experiences that play an important role in the achievement of organizational goals and are considered one of the important management tools in the preparation of plans and decisions, considering that there are different algorithms and methods for text mining and also is being developed; But the main problem of these methods for organizations is maintaining the confidentiality of information. In addition to the use of modern science and technology, the principle of confidentiality of information should also be maintained. Many existing programs in the field of data mining and text mining work on the Internet, which actually violates the principle of confidentiality of information for organizations. Therefore, our main question refers to how to secure data using the intelligent document management model, which is one of the main concerns of every organization. On the other hand, collecting, storing, processing and analyzing this volume of information has become a serious challenge, and our goal is to use a system to manage the reception, preservation and maintenance of existing news, considering the aforementioned characteristics and the complexity of maintaining them. is. The complexity of organizations creates the need for centralization of news, documents, correct classification, correct circulation of news, ease of access to them. The management of news documents provides the possibility for organizations to correctly classify received or existing news and documents, preserve, maintain and retrieve them. In this research, which is of an applied type, experimental research methods and text mining tools have been used to carry it out. Also, in this research, the literature of document management, natural language processing and data analysis has been reviewed and explained, and then by studying the document management systems as a part of the knowledge management system, which is responsible for the acquisition, organization and sharing of knowledge in the organization. are introduced. By examining, analyzing and processing in this research, we come to the conclusion that the intelligent management model of Persian content documentation using the support vector machine model has an accuracy of 93.29, accuracy of 93.32, recall of 92.96 and error of 6.71.
کلیدواژه‌ها [English]
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