Is there a package that contains Levenshtein distance counting function which is implemented as a C or Fortran code? I have many strings to compare and stringMatch
from MiscPsycho
is too slow for this.
To calculate the Levenshtein distance between two vectors in the R Language, we use the stringdist() function of the stringdist package library. The stringdist() function takes two string vectors as arguments and returns a vector that contains the Levenshtein distance between each string pair in them.
The Levenshtein distance used as a metric provides a boost to accuracy of an NLP model by verifying each named entity in the entry. The vector search solution does a good job, and finds the most similar entry as defined by the vectorization.
Different definitions of an edit distance use different sets of string operations. Levenshtein distance operations are the removal, insertion, or substitution of a character in the string. Being the most common metric, the term Levenshtein distance is often used interchangeably with edit distance.
The Hamming distance is the number of positions at which the corresponding symbols in the two strings are different. The Levenshtein distance between two strings is no greater than the sum of their Levenshtein distances from a third string (triangle inequality).
And stringdist
in the stringdist
package does it too, even faster than levenshteinDist
under certain conditions (1)
levenshteinDist (from the RecordLinkage
package) calls compiled C code. Give it a try.
You could try stringDist
from Biostrings
as well
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