The particle filter model outlined here attempts to improve the quality of tracking data while operating by a framework that is both accessible and efficient.
Although Fastloc GPS drastically improves the quality of tracking data of diving marine animals and will facilitate analyses at smaller spatio-temporal scales, the abundance of historic ARGOS tracking records and relative ease of ARGOS tracking (i.e. no recapture requirement) will ensure a continued demand for analytical approaches using these data.
Separately, the success of applying deep-learning techniques to electronic health records, low-quality consumer tracking data, and medical images will create confidence in producing breakthrough applications.
Supplemental data (S1) are provided allowing the creation of density distributions that can be used in a variety of filtering algorithms to improve the quality of ARGOS tracking data.
For the infants in the group that had good quality eye-tracking data (N = 16), there was no correlation between the measures of individual cortical activation in the ROIs and the proportion of time per trial spent looking at the hand during the manual action condition (left ROI: r = 0.31, P = 0.26; right ROI: r = 0.32, P = 0.24).
However, it is hugely sensitive to the quality of the ball tracking data and so tends to fail when the ball is occluded or when players interact with the ball in unpredictable ways.
Because the determination of thermospheric neutral densities relies heavily on the quality of the GPS tracking data, it is likely that the improved GPS receiver performance will lead to more accurate densities.
While a midterm review in 2008 reported that the RTCs were valued by both students and decision-makers, there were concerns about the quality of RTC's tracking data [ 17].
For several years now, Arccos Golf has been helping amateur golfers lower their handicaps by delivering tour-quality shot-tracking data in real time.
It also opens a wide area for various interesting research questions such as data provenance tracking, data and model quality measurements and the capture of object relationships.
