Krahasoni metodat

	Analiza e Frekuencës së Tekstit	TF-IDF
Fusha	Nxjerrja e tekstit	Nxjerrja e tekstit
Familja	Process / pipeline	Process / pipeline
Viti i origjinës	1949	1988
Krijuesi	George K. Zipf (frequency-distribution foundation)	Salton & Buckley
Lloji	Descriptive text-mining analysis	Text vectorization / term-weighting scheme
Burimi themelues	Zipf, G. K. (1949). Human Behavior and the Principle of Least Effort. Addison-Wesley.	Salton, G. & Buckley, C. (1988). Term-weighting approaches in automatic text retrieval. Information Processing & Management, 24(5), 513-523.
Emërtime të tjera	word frequency analysis, n-gram frequency analysis, Metin Frekans Analizi	term weighting, tf-idf weighting, TF-IDF Vektörizasyonu
Të lidhura	4	3
Përmbledhja	Text frequency analysis is a descriptive text-mining method that counts how often words, n-grams, and phrases occur in a corpus to reveal content patterns and dominant themes. It rests on the frequency-distribution insight formalised by George K. Zipf (1949), that a few terms occur very often while most are rare, and it is one of the most basic and widely used entry points into quantitative text analysis.	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.