Research on Automatic Text Classification Algorithm Based on ITF-IDF and KNN

2015 ◽  
Vol 713-715 ◽  
pp. 1830-1834
Author(s):  
Rong Chen ◽  
Feng Chen ◽  
Yi Sun

We consider how to efficiently text classification on all pairs of documents. This information can be used to information retrieval, digital library, information filtering, and search engine, among others. This paper describes text classification model which based on KNN algorithm. The text feature extraction algorithm, TF-IDF, can loss related information between text features, an improved ITF-IDF algorithm has been presented in order to overcome it. Our experiments show that our algorithm is better than others.

2020 ◽  
Vol 54 (3) ◽  
pp. 113-123
Author(s):  
V. S. Egorov ◽  
E. S. Kozlova ◽  
K. E. Lomotin ◽  
O. V. Fedorets ◽  
A. V. Filimonov ◽  
...  

SCITECH Nepal ◽  
2018 ◽  
Vol 13 (1) ◽  
pp. 64-69
Author(s):  
Dinesh Dangol ◽  
Rupesh Dahi Shrestha ◽  
Arun Timalsina

With an increasing trend of publishing news online on website, automatic text processing becomes more and more important. Automatic text classification has been a focus of many researchers in different languages for decades. There is a huge amount of research repository on features of English language and their uses on automated text processing. This research implements Nepali language key features for automatic text classification of Nepali news. In particular, the study on impact of Nepali language based features, which are extremely different than English language is more challenging because of the higher level of complexity to be resolved. The research experiment using vector space model, n-gram model and key feature based processing specific to Nepali language shows promising result compared to bag-of-words model for the task of automated Nepali news classification.


2008 ◽  
Vol E91-D (4) ◽  
pp. 1101-1109 ◽  
Author(s):  
L. S.P. BUSAGALA ◽  
W. OHYAMA ◽  
T. WAKABAYASHI ◽  
F. KIMURA

2014 ◽  
Vol 41 (4) ◽  
pp. 1498-1508 ◽  
Author(s):  
J.J. García Adeva ◽  
J.M. Pikatza Atxa ◽  
M. Ubeda Carrillo ◽  
E. Ansuategi Zengotitabengoa

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