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Towards Mobile Multimodal Learning Analytics
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Laila Shoukry
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My EC-TEL 2014 Presentation for the Workshop: Learning Analytics for and in Serious Games
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Towards Mobile Multimodal Learning Analytics
1.
© author(s) of
these slides including research results from the KOM research network and TU Darmstadt; otherwise it is specified at the respective slide 19-Sep-14 Prof. Dr.-Ing. Ralf Steinmetz KOM - Multimedia Communications Lab EC-TEL-Workshop 2014 Towards Mobile Multimodal Learning Analytics Laila Shoukry Laila Shoukry, M.Sc.
2.
KOM – Multimedia
Communications Lab 2 Why Learning Analytics on Smartphones?
3.
KOM – Multimedia
Communications Lab 3 Why Learning Analytics on Smartphones?
4.
KOM – Multimedia
Communications Lab 4 Front-Facing Camera
5.
KOM – Multimedia
Communications Lab 5 Front-Facing Camera
6.
KOM – Multimedia
Communications Lab 6 Front-Facing Camera
7.
KOM – Multimedia
Communications Lab 7 Microphone
8.
KOM – Multimedia
Communications Lab 8 Microphone
9.
KOM – Multimedia
Communications Lab 9 Microphone
10.
KOM – Multimedia
Communications Lab 10 Touch Interactions
11.
KOM – Multimedia
Communications Lab 11 App Usage
12.
KOM – Multimedia
Communications Lab 12 Background Information
13.
KOM – Multimedia
Communications Lab 13 Multimodal LA & Sensor Fusion
14.
KOM – Multimedia
Communications Lab 14 Overcoming Smartphone Limitations
15.
KOM – Multimedia
Communications Lab 15 Privacy Concerns
16.
KOM – Multimedia
Communications Lab 16 Why Learning Analytics on Smartphones?
17.
KOM – Multimedia
Communications Lab 17 Smartphone-Based Learning Analytics Advantages: • Unobtrusive • Suitable for different interaction paradigms • Constant connectivity • Enriching logging data • More personalization Challenges: • Smartphone Limitations: Processing Power, Storage, Battery Life • Uncontrolled Context: mobility, illumination & exposure variation, unstable camera • Privacy Concerns: -> Cloud Computing, sensor- fusion for algorithm efficiency -> sensor-fusion -> keeping least info: e.g. cropping of images
18.
KOM – Multimedia
Communications Lab 18 Questions & Contact
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