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Publications (4)

1PartOfSpeech Induction From Scratch1993  Hinrich SchutzeTable 2 shows 20 randomly selected words and their nearest neighbors in category space (in order of proximity to the head...

2MemoryBased Learning: Using Similarity for Smoothing1997  Jakub Zavrel,Walter Daelemansoutput is then determined by extrapolation from the k nearest neighbors, i.e. the output is chosen that has the highest relative...

3A Kernel PCA Method for Superior Word Sense Disambiguationoccurrences of “art” can be transformed to a binary vector representation containing one dimension for each feature, as shown...KPCA model and classify the resultant vectors using nearest neighbors. For a given test instance vector x, its lth nonlinear...

4Compositionally Derived Representations of Morphologically Complex Words in Distributional Semanticsparticular, we use the similarity of a vector to its nearest neighbors (NNs) as a proxy measure of quality. The underlying...mapping from and onto word vectors, without requiring a vector representation of bound affixes. The reason at the base of its good...