When you have really big data sets for training and validation?

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When you have really big data sets for training and validation?

Postby JoeClark » Sat Aug 12, 2017 8:14 am

If you are predicting traffic accidents based on all of the driving activity in a city and its suburbs, you have a large amount of data to work from. However, city planners are most interested in traffic patterns in areas with the most problematic traffic. So, all of the scoring is performed on a particularly busy intersections with a pedestrian crosswalk (the corner of Main and Front Streets). You would certainly expect the model, developed on larger data, to perform poorly now. In a case like this, it would be much more appropriate to use a bootstrap or bagging approach to developing the model using just the population to which the model score code will be applied (heavily traffic, pedestrian-heavy intersections, preferably just Main and Front Streets!).
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