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andreiolaru-ro / AmIciTy-Grph

Part of the AmIciTy initiative, this project attemps to create a framework using graphs for context-aware, user-friendly applications. See the project wiki.

GNU General Public License v3.0

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Start working with datasets #25

Closed andreiolaru-ro closed 8 years ago

andreiolaru-ro commented 9 years ago

[ ] process datasets
- without it taking forever
[ ] easily switch (at compile-time) between what dataset is used
- custom dataset parsing classes?
datasets:
- ARAS -- quite large, annotated, many types of sensors http://cmpe.boun.edu.tr/aras/
- CASAS -- Kyoto 3 and 4 http://ailab.wsu.edu/casas/datasets/
- large, multi-resident, many files, focused on presence, annotated
- also dataset 11 -- large file, annotated
- MERLSense (Mitsubishi) https://sites.google.com/a/drwren.com/wmd
- very large

andreiolaru-ro commented 9 years ago

Papers to read:

K. Cook and L. Holder. Automated activity-aware prompting for activity initiation. Gerontechnology, 11(4):1-11, 2013;
M. Krishnan and D. Cook. Activity recognition on streaming sensor data. Pervasive and Mobile Computing, 20:138-154, 2014

Găsești lucrările echipei lui Diane Cook (ea se ocupă pe CASAS) pe site-ul ei http://www.eecs.wsu.edu/~cook/pubs.html

catalinb commented 9 years ago

TODO:

[ ] In memory representation of datasets
[ ] Aggregate data from multiple files
[ ] Lookup by time and date, sensor id
[ ] Look for visualization options

andreiolaru-ro commented 8 years ago

Closing issue indefinitely.