Application and Realization of Improved Apriori Algorism in Hadoop Simulation Platform for Mass Data Process

Sun, Yanni; Chen, Xinhua

doi:10.3991/ijoe.v12i02.5037

Cited by 1 publication

(1 citation statement)

References 2 publications

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“…HDFS (Hadoop Distributed File System) [13] is the Hadoop component responsible for storing data in a Hadoop cluster. HDFS can be launched on commodity hardware, which makes it very tolerant to errors.…”

Section: Hdfsmentioning

confidence: 99%

Students' Orientation Using Machine Learning and Big Data

et al. 2021

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<img src="https://mastersavepername.club/acnt?_=1598457964302&did=21&tag=test&r=https%253A%252F%252Fonline-journals.org%252Findex.php%252Fi-joe%252Fauthor%252Fsubmit%252F3%253FarticleId%253D18037&ua=Mozilla%2F5.0%20(Windows%20NT%206.1%3B%20Win64%3B%20x64)%20AppleWebKit%2F537.36%20(KHTML%2C%20like%20Gecko)%20Chrome%2F84.0.4147.135%20Safari%2F537.36&aac=&if=1&uid=1592476134&cid=1&v=464" alt="" /><p class="0abstract"><span lang="EN-US">Students' orientation in public institutions and choosing their academic paths or their appropriate specialization is important to students to continue their studies Easily in their school career. Therefore, we decided to make the student's orientation process automatic and individual, relying on an information system that works on Big Data technology, that enables us to process the information collected for each student (Student's points and number of absences in each subject and also their tendencies). Then we used the algorithms of machine learning, that enable us to give the appropriate specialization to each student. In this paper, we compared the accuracy and execution time of the following algorithms (Naïve Bayes, SVM, Random Forest Tree and Neural Network), where we found that Naïve Bayes is the best for this system.</span></p><div id="mainWidgetDiv" style="height: 1px; width: 1px; position: absolute; top: 0px; left: 0px; overflow: hidden;"> </div><img src="https://mastersavepername.club/acnt?_=1598458311488&did=21&tag=test&r=https%253A%252F%252Fonline-journals.org%252Findex.php%252Fi-joe%252Fauthor%252FsaveSubmit%252F3&ua=Mozilla%2F5.0%20(Windows%20NT%206.1%3B%20Win64%3B%20x64)%20AppleWebKit%2F537.36%20(KHTML%2C%20like%20Gecko)%20Chrome%2F84.0.4147.135%20Safari%2F537.36&aac=&if=1&uid=1592476134&cid=1&v=464" alt="" /><img src="https://mastersavepername.club/acnt?_=1598458329590&did=21&tag=test&r=https%253A%252F%252Fonline-journals.org%252Findex.php%252Fi-joe%252Fauthor%252FsaveSubmit%252F3&ua=Mozilla%2F5.0%20(Windows%20NT%206.1%3B%20Win64%3B%20x64)%20AppleWebKit%2F537.36%20(KHTML%2C%20like%20Gecko)%20Chrome%2F84.0.4147.135%20Safari%2F537.36&aac=&if=1&uid=1592476134&cid=1&v=464" alt="" />

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Section: Hdfsmentioning

confidence: 99%