The associate gap-weighted subsequence kernel is defined by We modified the generic definition of the string kernel in order to make it able to recognize collocations in a local window of the word to be disambiguated.
we defined two Syntagmatic kernels: the n-gram Collocation Kernel and the ngram PoS Kernel.