2018
DOI: 10.1007/978-3-319-93846-2_7
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Modelling Math Learning on an Open Access Intelligent Tutor

Abstract: Abstract. This paper presents a methodology to analyze large amount of students' learning states on two math courses offered by Global Freshman Academy program at Arizona State University. These two courses utilised ALEKS (Assessment and Learning in Knowledge Spaces) Artificial Intelligence technology to facilitate massive open online learning. We explore social network analysis and unsupervised learning approaches (such as probabilistic graphical models) on these type of Intelligent Tutoring Systems to examin… Show more

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Cited by 4 publications
(3 citation statements)
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“…Azcona [3] reported the implementation of a variety of algorithms, based on Machine Learning and Deep Learning as teaching support tools in several programming courses. Azcona's objective was to recommend programs' source code to students.…”
Section: Recommendation Systems Based On Collective Knowledgementioning
confidence: 99%
See 1 more Smart Citation
“…Azcona [3] reported the implementation of a variety of algorithms, based on Machine Learning and Deep Learning as teaching support tools in several programming courses. Azcona's objective was to recommend programs' source code to students.…”
Section: Recommendation Systems Based On Collective Knowledgementioning
confidence: 99%
“…To apply Student's t test, we calculate the estimated standard error of the difference between samples means (SED) as indicated in formula (1). The t-statistic is calculated with formula (2), and the degrees of freedom as indicated in formula (3). The obtaining results are shown in Table 8.…”
Section: Serendipitymentioning
confidence: 99%
“…The most important feature of ITSs is their ability to customize instructional strategies and activities according to learner's requirements and characteristics [9,10]. Many researchers contribute their efforts for refining student's ability to solve different problems in education [11][12][13][14]. The first ITS named SCHOLAR tutor was introduced in 1970 [15].…”
Section: Introductionmentioning
confidence: 99%