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track-finding-yandex
COMET Tracking : Machine Learning Approaches
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#8
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arogozhnikov
opened
8 years ago
arogozhnikov
commented
8 years ago
have a sample (finally!!!)
restructure code to work with new data format
so we need event building? (I think, yes)
address memory issues
RANSAC? Or anything else to find pz, pt and entry point
much later
think about moving BDT to C++
ewengillies
commented
8 years ago
have a sample (finally!!!)
restructure code to work with new data format DONE
so we need event building? (I think, yes) DONE
address memory issues MOSTLY DONE
done
10,000 background bunches built
40,000,000 signal tracks simulated
5,000 more background bunches still to build, but IO is causing problems.
now
First draft of paper
Fix IO issue
very soon (for paper)
Figure out how to estimate the error/performance of our hit filter
Review previous literature.
Application of Kalman filtering to track and vertex fitting, 1987
Low-momentum track finding in Belle II, 2012
Demonstrator of the Belle II Online Tracking and Pixel
Forward Tracking in the ILD Detector
Current ideas :
Check momentum at each hit point before and after hit filtering (weighted histogram in terms of prediction score, or cut on prediction score)
Check position distribtutions (as with momentum).
Optimise parameter space against our current data set
I want to scan. I have 500 cores at imperial to work with. This is doable.
Try with x2 bunch size (double the background) to show robustness against background.
later
RANSAC? Or anything else to find pz, pt and entry point
much later
Move algorithm to C++
BDT = easy (probably)
Reweighted inverse hough = harder
much later