DocumentCode
669350
Title
Data preparation for pre-processing on oral cancer dataset
Author
Mohd, Farahwahida ; Abu Bakar, Zainab ; Noor, Noor Maizura Mohamad ; Rajion, Z.A.
Author_Institution
Comput. Sci. Dept., Univ. Malaysia Terengganu (UMT), KualaTerengganu, Malaysia
fYear
2013
fDate
20-23 Oct. 2013
Firstpage
324
Lastpage
328
Abstract
In this paper, data pre-processing tasks involving data interpretation, data integration, noisy data, missing data, and data inconsistency are presented. The dataset prepared includes all the fields that are required for the research, pertaining to oral cancer diagnosis with demographics, social habit, clinical symptoms, and histological variables. After data normalization and transformation, the finding of the study prepared oral cancer dataset with 27 attributes as a part of study contribution. There are only one continuous and one numerical variable, which are case_id and age. The remaining variables are discrete or categorical variables.
Keywords
cancer; data integration; demography; medical diagnostic computing; clinical symptoms; data inconsistency; data integration; data interpretation; data normalization; data preparation; data transformation; demographics; histological variables; missing data; noisy data; oral cancer dataset preprocessing; oral cancer diagnosis; social habit; Alcoholic beverages; Data integration; Mouth; Pain; Polynomials; Tongue; Welding; clinical dataset; normalization; oral cancer; preprocessing;
fLanguage
English
Publisher
ieee
Conference_Titel
Control, Automation and Systems (ICCAS), 2013 13th International Conference on
Conference_Location
Gwangju
ISSN
2093-7121
Print_ISBN
978-89-93215-05-2
Type
conf
DOI
10.1109/ICCAS.2013.6703916
Filename
6703916
Link To Document