قارن الطرق
راجع الطرق التي اخترتها جنبًا إلى جنب؛ الصفوف المختلفة مميَّزة.
| تحليل التواجد المشترك× | تكرار المصطلح - التردد العكسي لتكرار المصطلح× | |
|---|---|---|
| المجال | تنقيب النصوص | تنقيب النصوص |
| العائلة | Process / pipeline | Process / pipeline |
| سنة النشأة≠ | 1957 | 1988 |
| صاحب الطريقة≠ | J.R. Firth (distributional principle) | Salton & Buckley |
| النوع≠ | Text-mining / distributional-semantics technique | Text vectorization / term-weighting scheme |
| المصدر التأسيسي≠ | Firth, J.R. (1957). A Synopsis of Linguistic Theory. Studies in Linguistic Analysis. Oxford: Blackwell. link ↗ | Salton, G. & Buckley, C. (1988). Term-weighting approaches in automatic text retrieval. Information Processing & Management, 24(5), 513-523. DOI ↗ |
| الأسماء البديلة | word co-occurrence, co-occurrence network, Kelime Eş-Oluşum Analizi | term weighting, tf-idf weighting, TF-IDF Vektörizasyonu |
| ذات صلة≠ | 4 | 3 |
| الملخص≠ | Co-occurrence analysis is a text-mining technique that statistically counts the word pairs that appear together within a window or a sentence and uses their frequencies to reveal semantic maps and thematic structure. It rests on the distributional principle articulated by J.R. Firth in 1957 — that a word is characterised by the company it keeps. | 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. |
| ScholarGateمجموعة البيانات ↗ |
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