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| Kollokationsanalyse× | TF-IDF× | |
|---|---|---|
| Fachgebiet | Text Mining | Text Mining |
| Familie | Process / pipeline | Process / pipeline |
| Entstehungsjahr≠ | 1990 | 1988 |
| Urheber≠ | Church & Hanks | Salton & Buckley |
| Typ≠ | Statistical text-mining technique | Text vectorization / term-weighting scheme |
| Wegweisende Quelle≠ | Church, K.W. & Hanks, P. (1990). Word Association Norms, Mutual Information, and Lexicography. Computational Linguistics, 16(1), 22-29. link ↗ | Salton, G. & Buckley, C. (1988). Term-weighting approaches in automatic text retrieval. Information Processing & Management, 24(5), 513-523. DOI ↗ |
| Aliasnamen | word association, collocation extraction, Birliktelik Analizi (Collocation Analysis) | term weighting, tf-idf weighting, TF-IDF Vektörizasyonu |
| Verwandt | 3 | 3 |
| Zusammenfassung≠ | 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. |
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