R-List, I'm trying to compute pairwise distances among pairs of observations, which each pair containing data from 2 groups. There are more than 100000 unique pairs. I have programmed a distance function that has three parameters, a vector of covariates from the ith observation in Group 1, a vector of covarites from the jth observation in Group 2, and a weighting matrix. I have used expand.grid to create a matrix containing all possible pairs of Keys (unique identifiers) from Group 1 and Group 2 and a placeholder for each pairwise distance in an effort to pre-allocate memory. The data containing the covariates are currently in a matrix that looks like: x1 x2 x3 ... xn Key Group where x1,...,xn are the covariates of interest. The Key values correspond to the row number. I'm trying to figure out a way to calculate all of the distances by vectorizing a loop. I'm trying to avoid the nested-loop paradigm. I'm sure I'm missing something quite obvious. Any insights would be appreciated. Best, Tim
Pairwise Distances -- How to vectorize the loop
2 messages · Timothy W. Victor, PIKAL Petr
Hi
From what you write it seems to me a work for outer(). Did you
try it? Cheers Petr
On 15 Nov 2004 at 22:26, Timothy W. Victor wrote:
R-List, I'm trying to compute pairwise distances among pairs of observations, which each pair containing data from 2 groups. There are more than 100000 unique pairs. I have programmed a distance function that has three parameters, a vector of covariates from the ith observation in Group 1, a vector of covarites from the jth observation in Group 2, and a weighting matrix. I have used expand.grid to create a matrix containing all possible pairs of Keys (unique identifiers) from Group 1 and Group 2 and a placeholder for each pairwise distance in an effort to pre-allocate memory. The data containing the covariates are currently in a matrix that looks like: x1 x2 x3 ... xn Key Group where x1,...,xn are the covariates of interest. The Key values correspond to the row number. I'm trying to figure out a way to calculate all of the distances by vectorizing a loop. I'm trying to avoid the nested-loop paradigm. I'm sure I'm missing something quite obvious. Any insights would be appreciated. Best, Tim
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