Dynamics of Affective States During MOOC Learning

نویسندگان

  • Xiang Xiao
  • Phuong Pham
  • Jingtao Wang
چکیده

We investigate the temporal dynamics of learners’ affective states (e.g., engagement, boredom, confusion, frustration, etc.) during video-based learning sessions in Massive Open Online Courses (MOOCs) in a 22-participant user study. We also show the feasibility of predicting learners’ moment-tomoment affective states via implicit photoplethysmography (PPG) sensing on unmodified smartphones.

برای دانلود متن کامل این مقاله و بیش از 32 میلیون مقاله دیگر ابتدا ثبت نام کنید

ثبت نام

اگر عضو سایت هستید لطفا وارد حساب کاربری خود شوید

منابع مشابه

AttentiveLearner2: A Multimodal Approach for Improving MOOC Learning on Mobile Devices

We propose AttentiveLearner, a multimodal mobile learning system for MOOCs running on unmodified smartphones. AttentiveLearner uses both the front and back cameras of a smartphone as two complementary and fine-grained feedback channels in real time: the back camera monitors learners’ photoplethysmography (PPG) signals and the front camera tracks their facial expressions during MOOC learning. At...

متن کامل

Affective Profiles in a Massive Open Online Course and Their Relationship with Engagement

The importance of affects in learning has been firmly established in face-to-face learning environments, and now researchers are examining the roles of affects in online learning environments, including massive open online courses (MOOCs). The purpose of this research was to identify profiles of common achievement affects (i.e., relief, anxiety, boredom, and guilt) over the duration of one MOOC...

متن کامل

Intelligent Mooc for the Disaster Resilience Dprof Programme

The CADRE Project offers Intelligent MOOC for the disaster resilience DPROF programme (MOOC-DPROF). MOOC-DPROF aims at unlimited participation and open access via the Virtual Environment for the Built Environment Research to reduce knowledge shortfalls across the EU. PhD students registered in MOOC-DPROF differ by their knowledge levels, preferences, interests, goals, cognitive styles and learn...

متن کامل

Examining the Perceived Consequences and Usage of MOOCs on Learning Effectiveness

Massive Open Online Courses (MOOCs) have recently received a great deal of attention from the academic communities. However, these courses face low completion rates and there are very limited research pertaining to this problem. Therefore, this study uses Triandis theory to better understand variables that are indicative of MOOC completion. Furthermore, this study scrutinizes the quantitative r...

متن کامل

Monitoring Affect States During Effortful Problem Solving Activities

We explored the affective states that students experienced during effortful problem solving activities. We conducted a study where 41 students solved difficult analytical reasoning problems from the Law School Admission Test. Students viewed videos of their faces and screen captures and judged their emotions from a set of 14 states (basic emotions, learning-centered emotions, and neutral) at re...

متن کامل

ذخیره در منابع من


  با ذخیره ی این منبع در منابع من، دسترسی به آن را برای استفاده های بعدی آسان تر کنید

برای دانلود متن کامل این مقاله و بیش از 32 میلیون مقاله دیگر ابتدا ثبت نام کنید

ثبت نام

اگر عضو سایت هستید لطفا وارد حساب کاربری خود شوید

عنوان ژورنال:

دوره   شماره 

صفحات  -

تاریخ انتشار 2017