Research on Data Mining and Apriori Algorithm

2012 ◽  
Vol 546-547 ◽  
pp. 497-502 ◽  
Author(s):  
Yu Lian Gai

From information technology point of view, analyzed the theoretical and practical background of data mining processing massive amounts of data. Based on the definition and basic concepts of data mining, discussed and analyzed 5 aspects of its main task. Described the data mining process comprehensively. Integrating with the problems within the Apriori Algorithm, described the improvements to the Apriori algorithm. And, in the end, summarized the role of data mining technology in promoting the development of computer technology.

2019 ◽  
pp. 22-29
Author(s):  
Н. В. Фрадкіна

The purpose and tasks of the work are to analyze the contemporary Ukrainian mass culture in terms of its value and humanistic components, as well as the importance of cultural studies and Ukrainian studies in educational disciplines for the formation of a holistic worldview of modern youth.Analysis of research and publications. Scientists repeatedly turned to the problems of the role of spirituality in the formation of society and its culture. This problem is highlighted in the publications by O. Losev, V. Lytvyn, D. Likhachev, S. Avierintsev, M. Zakovych, I. Stepanenko and E. Kostyshyn.Experts see the main negative impact of mass culture on the quality approach, which determines mass culture through the market, because mass culture, from our point of view, is everything that is sold and used in mass demand.One of the most interesting studies on this issue was the work by the representatives of Frankfurt School M. Horkheimer and T. Adorno «Dialectics of Enlightenment» (1947), devoted to a detailed analysis of mass culture. Propaganda at all socio-cultural levels in the form is similar in both totalitarian and democratic countries. It is connected, according to the authors, with the direction of European enlightenment. The tendency to unify people is a manifestation of the influence of mass culture, from cinema to pop. Mass culture is a phenomenon whose existence is associated with commerce (accumulation in any form – this is the main feature of education), in general, the fact that it exists in this form is related to the direction of the history of civilization.Modern mass culture, with its externally attractive and easily assimilated ideas and symbols, appealing to the trends of modern fashion, becomes a standard of prestigious consumption, does not require intense reflection, allows you to relax, distract, not teach, but entertains, preaches hedonism as the main spiritual value. And as a consequence, there are socio-cultural risks: an active rejection of other people, which leads to the formation of indifference; cruelty as a character trait; increase of violent and mercenary crime; increase in the number of alcohol and drug addicts; anti-patriotism; indifference to the values of the family and as a result of social orphanhood and prostitution.Conclusions, perspectives of research. Thus, we can conclude that modern Ukrainian education is predominantly formed by the values of mass culture. Namely, according to the «Dialectic» by Horkheimer and Adorno, «semi-enlightenment becomes an objective spirit» of our modern society.It is concluded that only high-quality education can create the opposite of the onset of mass culture and the destruction of spirituality in our society. It is proved that only by realizing the importance of cultivating disciplines in the educational process and the spiritual upbringing of the nation, through educational reforms, humanitarian knowledge will gradually return to student audiences.Formation of youth occurs under the influence of social environment, culture, education and self-education. The optimal combination of these factors determines both the process of socialization itself and how successful it will be. In this context, one can see the leading role of education and upbringing. It turns out that the main task of modern education is to spread its influence on the development of spiritual culture of the individual, which eventually becomes a solid foundation for the formation of the individual. Such a subject requires both philosophical and humanitarian approaches in further integrated interdisciplinary research, since the availability of such research will provide the theoretical foundation for truly modern educational and personal development.


Author(s):  
Stylianos Eyaggelos Gouloudis

Constructivism allows the student to build knowledge and learning on his own. Through the discovery, experimentation, and tests, the student tries to consolidate the learning objects. Τhis chapter approaches constructivism through the use of methods used by information technology. An advantage of IT tools is the interaction that turns the teaching into experiential and experimental where the student tries to evaluate and improve his abilities. Methods such as robotics, interactive television, and the use of the internet provide forms of interactive learning based on the methodology of game-based learning, which contribute to constructivism. In this chapter, once the construction and importance in education and especially in IT is presented, the importance of game-based learning and video games is presented. The authors show the role of robotics and the internet in relation to the interaction they offer, and also the role of interactive television in the educational process from the point of view of constructivism.


2018 ◽  
Vol 8 (2) ◽  
pp. 39-68
Author(s):  
Saibal Kumar Saha ◽  
Ajeya Jha

Supply Chain Management SCM is a very critical part of any business. A well-coordinated SCM can improve the efficiency of the business and help in cost reduction. As information technology (IT) is being used widely across all businesses, SCM can benefit to a large extent by the use of IT. This article reviews a number of papers in this field and suggests research gaps for further exploration. The aim of this article is to review the literature on the role of IT on supply chain management (SCM) with special focus on the pharmaceutical industry and suggest possible gaps from the point of view of researchers and practitioners. The article finds that IT has made a significant impact in improving the efficiency of SCM. But its successful implementation and collaboration with other firms is the key to success for an efficient SCM. Within each category, gaps have been identified.


Author(s):  
Delin Yang

In badminton field tactics teaching, there are problems of not timely, inaccu-rate and incomplete data collection of completion cases, not deep enough da-ta and too few personalized training programs for athletes' tactics. Aiming at solving the above problems, the traditional Apriori association algorithm was optimized, and the algorithm was applied to the acquisition of badminton field tactics case data. Moreover, the multidimensional data mining was con-ducted, thus providing a scientific and personalized teaching plan for bad-minton field tactical teaching. The simulation experiments showed that data mining technology applied to badminton field tactics teaching could effec-tively put forward personalized teaching plan for data support from the tacti-cal point of view, and improve the effect of badminton field tactical teach-ing.


2014 ◽  
Vol 543-547 ◽  
pp. 2036-2039
Author(s):  
Jian Xing Chen

With the continuous expansion of computer simulation scale, the demand for data mining algorithm is also more and more big. The difficulties in computer data mining technology are focused on algorithm development. Apriori algorithm is a kind of computer data mining algorithm which can greatly improve the computational efficiency. The algorithm uses association rule, which can avoid repeated frequently by layer scanning, reducing the computer time. This paper uses Apriori algorithm to design the data mining parameter optimization model of computer 3D human biology simulation, and applies to improve the step three jump. Through the simulation we found step distance appropriate, it provides technical reference for the application of computer simulation technology in sports.


2021 ◽  
Vol 03 (06) ◽  
pp. 572-593
Author(s):  
Firyal SKAFY

This study aimed at the role of knowledge of information technology in organizational ‎development, by identifying the role of using information technology on developing ‎the skills of principals and employees at Al-Ferar School from the point of view of ‎teachers and teachers, and identifying the feasibility of using information technology ‎to reduce the size of the administrative apparatus in the school, in addition to identify ‎the feasibility of using information technology to expand communication networks in ‎the school, and to know the feasibility of using information technology to sort out new ‎and advanced patterns of management in the school, in order to complete the study. ‎The analytical descriptive approach was followed, through the use of the ‎questionnaire as a tool for the study, and a sample of (42) teachers was selected ‎from the research community in a random manner. The central results of the study: ‎There is a high effect of (3.46) for the use of technology on the organizational ‎development of the Ferar School for Girls from the point of view of the teachers. ‎There is also a significant impact of the use of technology at a rate of (3.6) on the ‎development and administrative development in Ferar School for Girls from the point ‎of view of the teachers. There is an average effect of using technology, at an ‎average of (3.06) on reducing the size of the administrative apparatus in the Ferar ‎School from the point of view of teachers. There is also an impact of a high rate of ‎‎ (3.7) for the use of technology on the expansion of the communication network in the ‎Ferar School from the point of view of teachers and teachers. There is a high (3.4) ‎role for the use of technology to sort out new and developed administrative patterns ‎in the Ferar School from the point of view of the teachers. It also found that the use ‎of technology contributes by (69.9%) to the development of administrative skills in the ‎Ferar School from the point of view of teachers and teachers, and that the use of ‎technology contributes by (65.2%) to reducing the size of the administrative ‎apparatus, and the use of technology contributes by (86.1%) in Expanding the ‎communication network in the Freer School from the point of view of the teachers ‎and the teachers. The study also found that there is no significant effect for (the ages ‎of the respondents, educational qualifications, and years of experience) for their ‎answers about the feasibility of using technology on organizational development in ‎the Freer Secondary School from their point of view. In the wake of these results, the ‎study came out with recommendations, the most important of which are: the need to ‎proceed with the use of technology as a developmental tool in schools, and the need ‎to develop benefiting from this use, especially in the areas of developing ‎administrative skills. Similar prospective studies on broader groups of teacher ‎schools‎.‎ Key words:


2020 ◽  
Vol 20 (2) ◽  
pp. 43-50
Author(s):  
Salidin Kaldybaev ◽  
◽  
Ainura Orozbaeva ◽  

The article analyzes the importance of informatization of education in Kyrgyzstan, the role of information technology in improving the lives and activities of citizens. Informatization of education is a factor in the development of the education system as a whole. It allows the young generation to learn the capabilities of information technology, acquire skills and their application in life situations. The article traces the development of the concept of computer and information literacy, the constituent elements of these concepts. The development of mobile technologies, the adoption of conceptual documents on digital transformation made it possible to talk about the need to ensure digital literacy of citizens. The content of the concept of “digital literacy”, the point of view of researchers on this issue, and the varieties of this concept are analyzed.


CICES ◽  
2019 ◽  
Vol 5 (2) ◽  
pp. 171-179
Author(s):  
Ari Asmawati ◽  
Anita Restuintina ◽  
Ina Shafa Marwah

Such developments grow rapidly not only seen from the capabilities of the computer alone, one of the benefits of the development of computer technology today can we feel in the field of multimedia audio visual and broadcasting that has the role of Important in the world of information technology and functioning as a medium to fulfill, cultivate creativity and imagination into a form that is as well as desired. But for now human resources in multimedia audio visual and broadcasting has not been fulfilled.


2011 ◽  
Vol 282-283 ◽  
pp. 770-773
Author(s):  
Rong Liang Luo

Development of data mining technology provides convenience for analyzing tobacco consumers’ act. Through simple introduction on contents and categories of data mining technology, the survey on tobacco consumption act of Shaoxin Tobacco Company is analyzed with association rules and data mining software Weka, and factors which affect tobacco consumption are mined on with association with Apriori Algorithm, so as to provide valuable references for brand spreading channels, product design, improvement of taste and flavor, package, price and other aspects for the tobacco company.


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