Title :
Different vectors generation techniques with distributed features for text classification using KNN
Author :
Wajeed, Mohammed Abdul ; Adilakshmi, T.
Author_Institution :
SCSI, Sreenidhi Inst. of Sci. & Technol., Hyderabad, India
Abstract :
On daily basis abundant amount of data is generated and is growing exponentially. Much work is focused in classify the structured data so as to make efficient retrieval. But not much work is focused in classifying the textual data. The present paper attempts in classifying the textual data. In the process of classification the effects of the features distributed across the document is explored. KNN algorithm is employed and the results obtained are encouraging.
Keywords :
pattern classification; text analysis; KNN algorithm; distributed features; document; text classification; textual data classification; vectors generation technique; Equations; Marine vehicles; Distributed features; confusion matrix; normalization; text classification;
Conference_Titel :
Recent Advances in Information Technology (RAIT), 2012 1st International Conference on
Conference_Location :
Dhanbad
Print_ISBN :
978-1-4577-0694-3
DOI :
10.1109/RAIT.2012.6194626