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Pregled bibliografske jedinice broj: 1095214

KNN with TF-IDF Based Framework for Text Categorization

Trstenjak, Bruno; Mikac, Sasa; Donko, Dzenana
KNN with TF-IDF Based Framework for Text Categorization // Procedia engineering, 69 (2014), 1356-1364 doi:10.1016/j.proeng.2014.03.129 (međunarodna recenzija, članak, ostalo)

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Naslov
KNN with TF-IDF Based Framework for Text Categorization

Autori
Trstenjak, Bruno ; Mikac, Sasa ; Donko, Dzenana

Izvornik
Procedia engineering (1877-7058) 69 (2014); 1356-1364

Vrsta, podvrsta i kategorija rada
Radovi u časopisima, članak, ostalo

Ključne riječi
text documents classification ; K-Nearest Neighbor ; TF-IDF, framework ; machine learning

Sažetak
KNN is a very popular algorithm for text classification. This paper presents the possibility of using KNN algorithm with TF-IDF method and framework for text classification. Framework enables classification according to various parameters, measurement and analysis of results. Evaluation of framework was focused on the speed and quality of classification. The results of testing showed the good and bad features of algorithm, providing guidance for the further development of similar frameworks.

Izvorni jezik
Engleski

Znanstvena područja
Računarstvo, Informacijske i komunikacijske znanosti



POVEZANOST RADA

Ustanove:
Međimursko veleučilište u Čakovcu

Profili:

Avatar Url Bruno Trstenjak (autor)

Poveznice na cjeloviti tekst rada:

doi

Citiraj ovu publikaciju:

Trstenjak, Bruno; Mikac, Sasa; Donko, Dzenana
KNN with TF-IDF Based Framework for Text Categorization // Procedia engineering, 69 (2014), 1356-1364 doi:10.1016/j.proeng.2014.03.129 (međunarodna recenzija, članak, ostalo)
Trstenjak, B., Mikac, S. & Donko, D. (2014) KNN with TF-IDF Based Framework for Text Categorization. Procedia engineering, 69, 1356-1364 doi:10.1016/j.proeng.2014.03.129.
@article{article, author = {Trstenjak, Bruno and Mikac, Sasa and Donko, Dzenana}, year = {2014}, pages = {1356-1364}, DOI = {10.1016/j.proeng.2014.03.129}, keywords = {text documents classification, K-Nearest Neighbor, TF-IDF, framework, machine learning}, journal = {Procedia engineering}, doi = {10.1016/j.proeng.2014.03.129}, volume = {69}, issn = {1877-7058}, title = {KNN with TF-IDF Based Framework for Text Categorization}, keyword = {text documents classification, K-Nearest Neighbor, TF-IDF, framework, machine learning} }
@article{article, author = {Trstenjak, Bruno and Mikac, Sasa and Donko, Dzenana}, year = {2014}, pages = {1356-1364}, DOI = {10.1016/j.proeng.2014.03.129}, keywords = {text documents classification, K-Nearest Neighbor, TF-IDF, framework, machine learning}, journal = {Procedia engineering}, doi = {10.1016/j.proeng.2014.03.129}, volume = {69}, issn = {1877-7058}, title = {KNN with TF-IDF Based Framework for Text Categorization}, keyword = {text documents classification, K-Nearest Neighbor, TF-IDF, framework, machine learning} }

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