Consolidator has many uses. It was designed to solve an interpolation problem and a Delaunay problem, but I've added other uses too. It can serve as a tool which counts the number of replicates of each point, or as simply an implementation of unique(x,'rows'), but with a tolerance on that unique-ness.
Interpolation fails when there are replicate x values. Often it is recommended to form the mean of y for the replicate x values, eliminating the reps. Consolidator does this, and allows a tolerance on how close two values of x need be to be considered replicates. x may have multiple columns, i.e., it works on multi-dimensional data. x may even be a character array.
This same problem is seen both in interp1 and in griddata. Delaunay and delaunayn are also not robust when called with data that has replicates or near replicates.
% counting replicates
x = round(rand(100000,1)*2);
[xc,yc] = consolidator(x,,'count');
% aggregate y for the unique elements in x
% y = x(:,1) + x(:,2) + error
x = round(rand(100000,2)*2);
y = sum(x,2)+randn(size(x,1),1);
[xc,yc] = consolidator(x,y,'mean');
0 0 0.0054
0 1.0000 0.9905
0 2.0000 1.9895
1.0000 0 0.9957
1.0000 1.0000 1.9970
1.0000 2.0000 2.9988
2.0000 0 2.0136
2.0000 1.0000 2.9985
2.0000 2.0000 3.9891
Alternate usage using a function handle:
[xc,yc] = consolidator(x,y,@mean);
The aggregation can also be of many types. Min, max, mean, sum, std, var, median, prod, as well as geometric and harmonic means, plus the simple count option. Use of a function handle allows for
any aggregation the user may desire.
Consolidator is very different from accumarray.
Note that accumarray builds a potentially huge
array, filled with zeros. This array cannot be sparse in higher than 2 dimensions. Also, accumarray does not allow a tolerance. Its first argument MUST be an index. Finally, consolidator works on strings too.
John D'Errico (2022). Consolidator (https://www.mathworks.com/matlabcentral/fileexchange/8354-consolidator), MATLAB Central File Exchange. Retrieved .
MATLAB Release Compatibility
Platform CompatibilityWindows macOS Linux
Community Treasure Hunt
Find the treasures in MATLAB Central and discover how the community can help you!Start Hunting!