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- keynoteMarch 2014
New wine in no bottles: immersive, personalized ubiquitous learning
L@S '14: Proceedings of the first ACM conference on Learning @ scale conferencePages 1–2https://doi.org/10.1145/2556325.2578292The invention of the movie camera was initially seen as a way to reach "massive" by filming plays; we are in an equivalent stage with our early MOOCs. Thinking outside the box of "teaching" is essential to realizing learning at scale. Virtual worlds and ...
- posterMarch 2014
A behavioral biometrics based authentication method for MOOC's that is robust against imitation attempts
L@S '14: Proceedings of the first ACM conference on Learning @ scale conferencePages 201–202https://doi.org/10.1145/2556325.2567881Ensuring authorship in online taken exams is a major challenge for e-learning in general and MOOC's in particular. In this paper, we introduce and evaluate a method to verify student identities using stylometry. We present a carefully composed feature ...
- posterMarch 2014
Visual analytics of MOOCs at maryland
L@S '14: Proceedings of the first ACM conference on Learning @ scale conferencePages 195–196https://doi.org/10.1145/2556325.2567878We use visual analytics to explore participation in five MOOCs at the University of Maryland. In some of these courses, our analysis reveals interesting clustering patterns of student behavior. For other courses, visualizations provide "color" to help ...
- posterMarch 2014
ACCE: automatic coding composition evaluator
L@S '14: Proceedings of the first ACM conference on Learning @ scale conferencePages 191–192https://doi.org/10.1145/2556325.2567876Coding style is important to teach to beginning programmers, so that bad habits don't become permanent. This is often done manually at the University level because automated Python static analyzers cannot accurately grade based on a given rubric. ...
- posterMarch 2014
Teacher usage behaviors within an online open educational resource repository
L@S '14: Proceedings of the first ACM conference on Learning @ scale conferencePages 189–190https://doi.org/10.1145/2556325.2567875With instructional methods such as MOOCs and flipped classrooms rapidly gaining popularity and school budget cuts becoming more prevalent across the nation, increasing the usability of Open Educational Resources (OER) is highly relevant for today's ...
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- posterMarch 2014
Corporate learning at scale: lessons from a large online course at google
L@S '14: Proceedings of the first ACM conference on Learning @ scale conferencePages 187–188https://doi.org/10.1145/2556325.2567874Google Research recently tested a massive online class model for an internal engineering education program, with machine learning as the topic, that blended theoretical concepts and Google-specific software tool tutorials. The goal of this training was ...
- posterMarch 2014
Facilitating MOOCs learning through weekly meet-up: a case study in Taiwan
L@S '14: Proceedings of the first ACM conference on Learning @ scale conferencePages 183–184https://doi.org/10.1145/2556325.2567872Online learners need various supports to survive, and it is especially true in the context of MOOCs. Yet, studies documenting the learning progress as a function of learner support are at its inception. Based on self-determination theory and via weekly ...
- posterMarch 2014
Online learning versus blended learning: an exploratory study
- Andrew Cross,
- B. Ashok,
- Srinath Bala,
- Edward Cutrell,
- Naren Datha,
- Rahul Kumar,
- Viraj Kumar,
- Madhusudan Parthasarathy,
- Siddharth Prakash,
- Sriram Rajamani,
- Satish Sangameswaran,
- Deepika Sharma,
- William Thies
L@S '14: Proceedings of the first ACM conference on Learning @ scale conferencePages 179–180https://doi.org/10.1145/2556325.2567869Due to the recent emergence of massive open online courses (MOOCs), students and teachers are gaining unprecedented access to high-quality educational content. However, many questions remain on how best to utilize that content in a classroom ...
- posterMarch 2014
Feature engineering for clustering student solutions
L@S '14: Proceedings of the first ACM conference on Learning @ scale conferencePages 171–172https://doi.org/10.1145/2556325.2567865Open-ended homework problems such as coding assignments give students a broad range of freedom for the design of solutions. We aim to use the diversity in correct solutions to enhance student learning by automatically suggesting alternate solutions. Our ...
- demonstrationMarch 2014
A system for sending the right hint at the right time
L@S '14: Proceedings of the first ACM conference on Learning @ scale conferencePages 219–220https://doi.org/10.1145/2556325.2567864Hints are sometimes used in online learning system to help students when they are having difficulties. However, in all of the systems we are aware of, the hints are fixed ahead of time and do not depend on the unsuccessful attempts the student has ...
- posterMarch 2014
Tracking progress: predictors of students' weekly achievement during a circuits and electronics MOOC
L@S '14: Proceedings of the first ACM conference on Learning @ scale conferencePages 169–170https://doi.org/10.1145/2556325.2567863Massive open online courses (MOOCs) provide learning materials and automated assessments for large numbers of virtual users. Because every interaction is recorded, we can longitudinally model performance over the course of the class. We create a panel ...
- posterMarch 2014
Distance learning, OER, and MOOCs: some UK experiences
L@S '14: Proceedings of the first ACM conference on Learning @ scale conferencePages 167–168https://doi.org/10.1145/2556325.2567862This paper discusses learning at scale from the perspective of two UK Universities engaging in technology enhanced learning. Three case studies are used to illustrate ways in which scale has been achieved. There is diversity in how scale is supported ...
- posterMarch 2014
Community TAs scale high-touch learning, provide student-staff brokering, and build esprit de corps
L@S '14: Proceedings of the first ACM conference on Learning @ scale conferencePages 163–164https://doi.org/10.1145/2556325.2567860Massive online courses introduced Community TAs (CTAs) to help scale teaching staff support. CTAs are former top students who return as volunteer course staff. We studied CTAs in 3 classes on Coursera, including interviews and surveys from a Human-...
- posterMarch 2014
Talkabout: small-group discussions in massive global classes
L@S '14: Proceedings of the first ACM conference on Learning @ scale conferencePages 161–162https://doi.org/10.1145/2556325.2567859In the physical classroom, peer interactions motivate students and expand their perspective. We suggest that synchronous peer interaction can benefit massive online courses as well. Talkabout organizes students into video discussion groups and allows ...
- posterMarch 2014
Uncovering hidden engagement patterns for predicting learner performance in MOOCs
L@S '14: Proceedings of the first ACM conference on Learning @ scale conferencePages 157–158https://doi.org/10.1145/2556325.2567857Maintaining and cultivating student engagement is a prerequisite for MOOCs to have broad educational impact. Understanding student engagement as a course progresses helps characterize student learning patterns and can aid in minimizing dropout rates, ...
- posterMarch 2014
Open system for video learning analytics
L@S '14: Proceedings of the first ACM conference on Learning @ scale conferencePages 153–154https://doi.org/10.1145/2556325.2567855Video lectures are nowadays widely used by growing numbers of learners all over the world. Nevertheless, learners' interactions with the videos are not readily available, because online video platforms do not share them. In this paper, we present an ...
- posterMarch 2014
Improving problem solving performance in computer-based learning environments through subgoal labels
L@S '14: Proceedings of the first ACM conference on Learning @ scale conferencePages 149–150https://doi.org/10.1145/2556325.2567853Computer-based learning environments can provide valuable resources for learning at scale, but students in these environments might learn without an instructor. Subgoal labels have been used in worked examples in STEM domains to help a learner ...
- research-articleMarch 2014
Correlating skill and improvement in 2 MOOCs with a student's time on tasks
L@S '14: Proceedings of the first ACM conference on Learning @ scale conferencePages 11–20https://doi.org/10.1145/2556325.2566250Because MOOCs offer complete logs of student activities for each student there is hope that it may be possible to find out which activities are the most useful for learning. We start this quest by examining correlations between time spent on specific ...
- research-articleMarch 2014
Do professors matter?: using an a/b test to evaluate the impact of instructor involvement on MOOC student outcomes
L@S '14: Proceedings of the first ACM conference on Learning @ scale conferencePages 71–78https://doi.org/10.1145/2556325.2566245This research investigates the impact professors, and other instructional staff, have on student content knowledge acquisition in a physical science MOOC offered through the University of Illinois at Urbana-Champaign. An A/B test was used to randomly ...
- research-articleMarch 2014
Teaching recommender systems at large scale: evaluation and lessons learned from a hybrid MOOC
L@S '14: Proceedings of the first ACM conference on Learning @ scale conferencePages 61–70https://doi.org/10.1145/2556325.2566244In Fall 2013 we offered an open online Introduction to Recommender Systems through Coursera, while simultaneously offering a for-credit version of the course on-campus using the Coursera platform and a flipped classroom instruction model. As the goal of ...