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Clustering Data with Time and ~10 million records

I have a dataset with features like product categories, their dimensions, price, units sold on a given day. I want to create clusters out of this dataset (~12-15 million records) and I am using data ...
Shivam Bindal's user avatar
1 vote
0 answers
32 views

Need help specifying my problem: time series segmentation with clustering?

I can't get any further with my segmentation/clustering/classification problem and need help in choosing the right tools, or rather in leading me to the right problem definition. I have a single long ...
Konrad's user avatar
  • 11
1 vote
0 answers
142 views

Goodness of fit of linear model for Segmentation of GPS positions time series

I have some GPS coordinates series taken in regular time steps and I need to verify whether some chunks of the trajectories fit well as a straight line or not. The aim is to perform segmentation on ...
rafa's user avatar
  • 153
11 votes
4 answers
7k views

Differences between clustering and segmentation

I have read about piecewise aggregate approximation (PAA) mining time series data, sliding window, top down and bottom up approaches for time series segmentation but these are applicable to single ...
Srishti M's user avatar
  • 1,425