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Yang, Tsung-Yen; Baker, Ryan S.; Studer, Christoph; Heffernan, Neil; Lan, Andrew S. – International Educational Data Mining Society, 2019
"Sensor-free" detectors of student affect that use only student activity data and no physical or physiological sensors are cost-effective and have potential to be applied at large scale in real classrooms. These detectors are trained using student affect labels collected from human observers as they observe students learn within…
Descriptors: Active Learning, Measurement Techniques, Intelligent Tutoring Systems, Educational Technology
Kelly, Kim; Heffernan, Neil – International Educational Data Mining Society, 2015
Intelligent tutoring systems have been developed to help students learn independently. However, students who are poor self-regulated learners often struggle to use these systems because they lack the skills necessary to learn independently. The field of psychology has extensively studied self-regulated learning and can provide strategies to…
Descriptors: Intelligent Tutoring Systems, Active Learning, Self Management, Independent Study