AI Projects candidates
Eric Guimaraes
LRTA* Pacman
LRTA* Pacman
LRTA* Pacman
LRTA* Pacman
Armed Bear Common Lisp (ABCL)
JAVA Library
LRTA* Pacman
Traffic Classification Using PeMS data
Classification of traffic
Good
Normal
Bad
What data are you going to use?
Mobile Century data
University of California,
Berkeley
Nokia
Support the exploration of uses of GPS enabled phones to monitor traffic
Format of data
Format of data
"
unixtime
" refers to Unix time (seconds, UTC).
"
flows
" refers to vehicle counts per lane over 30 second period.
"
occs
" refers to occupancy of the sensor per lane over a 30 second period.
Methodology
Naive Bayes
Heuristic to classify
Cross Validation
Accuracy
Reccal
Precision
Smart Ot
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