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| Ekstraksi Kata Kunci× | TF-IDF× | Analisis Tematik× | |
|---|---|---|---|
| Bidang≠ | Perlombongan Teks | Perlombongan Teks | Penyelidikan Kualitatif |
| Keluarga | Process / pipeline | Process / pipeline | Process / pipeline |
| Tahun asal≠ | — | 1988 | 2006 |
| Pengasas≠ | — | Salton & Buckley | Virginia Braun and Victoria Clarke |
| Jenis≠ | NLP text-mining task | Text vectorization / term-weighting scheme | Method |
| Sumber perintis≠ | Mihalcea, R. & Tarau, P. (2004). TextRank: Bringing Order into Texts. EMNLP, 404-411. link ↗ | Salton, G. & Buckley, C. (1988). Term-weighting approaches in automatic text retrieval. Information Processing & Management, 24(5), 513-523. DOI ↗ | Braun, V., & Clarke, V. (2006). Using thematic analysis in psychology. Qualitative Research in Psychology, 3(2), 77–101. DOI ↗ |
| Alias≠ | keyphrase extraction, key term extraction, Anahtar Kelime Çıkarma (Keyword Extraction) | term weighting, tf-idf weighting, TF-IDF Vektörizasyonu | TA, Reflexive Thematic Analysis |
| Berkaitan≠ | 4 | 3 | 3 |
| Ringkasan≠ | Keyword extraction is a natural-language-processing task that automatically identifies the words or phrases that best represent the content of a document. It turns a body of free text into a compact, ranked list of key terms, drawing on statistical, graph-based methods such as TextRank (Mihalcea & Tarau, 2004), or embedding-based methods such as KeyBERT (Grootendorst, 2020). | 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. | Thematic Analysis (TA) is a qualitative research methodology for identifying, analyzing, and reporting patterns (themes) in qualitative data. Developed systematically by Virginia Braun and Victoria Clarke (2006), TA is flexible and accessible, applicable across diverse theoretical frameworks and data types, making it one of the most widely used qualitative methods in psychology, health research, and social sciences. |
| ScholarGateSet data ↗ |
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