Krahasoni metodat

	Analiza e Kolokacioneve	TF-IDF
Fusha	Nxjerrja e tekstit	Nxjerrja e tekstit
Familja	Process / pipeline	Process / pipeline
Viti i origjinës	1990	1988
Krijuesi	Church & Hanks	Salton & Buckley
Lloji	Statistical text-mining technique	Text vectorization / term-weighting scheme
Burimi themelues	Church, K.W. & Hanks, P. (1990). Word Association Norms, Mutual Information, and Lexicography. Computational Linguistics, 16(1), 22-29.	Salton, G. & Buckley, C. (1988). Term-weighting approaches in automatic text retrieval. Information Processing & Management, 24(5), 513-523.
Emërtime të tjera	word association, collocation extraction, Birliktelik Analizi (Collocation Analysis)	term weighting, tf-idf weighting, TF-IDF Vektörizasyonu
Të lidhura	3	3
Përmbledhja	Collocation analysis is a statistical text-mining technique that identifies word pairs or expressions that frequently occur together, using association measures rather than chance co-occurrence. Introduced in the lexicography work of Church and Hanks (1990), it is used for terminology extraction and language analysis, surfacing the multi-word units that carry meaning in a corpus.	TF-IDF, introduced by Salton and Buckley (1988), is a term-weighting scheme that scores each word in a document by how often it appears there and how rare it is across the whole collection. It turns raw text into weighted document vectors, giving high weight to terms that are frequent in one document but uncommon elsewhere.