TY - JOUR
KW - Classification
KW - Artificial Neural Networks
AU - G Rumbe
AU - Haowen Youh
AB - Accurate diagnostic detection of the cancerous cells in a patient is critical and may alter the subsequent treatment and increase the chances of survival rate. Machine learning techniques have been instrumental in disease detection and are currently being used in various classification problems due to their accurate prediction performance. Various techniques may provide different desired accuracies and it is therefore imperative to use the most suitable method which provides the best desired results. This research seeks to provide comparative analysis of Support Vector Machine, Bayesian classifier and other Artificial neural network classifiers (Backpropagation, linear programming, Learning vector quantization, and K nearest neighborhood) on the Wisconsin breast cancer classification problem.
IS - A Direct Path to Intelligent Tools
M1 - 3
N2 - Accurate diagnostic detection of the cancerous cells in a patient is critical and may alter the subsequent treatment and increase the chances of survival rate. Machine learning techniques have been instrumental in disease detection and are currently being used in various classification problems due to their accurate prediction performance. Various techniques may provide different desired accuracies and it is therefore imperative to use the most suitable method which provides the best desired results. This research seeks to provide comparative analysis of Support Vector Machine, Bayesian classifier and other Artificial neural network classifiers (Backpropagation, linear programming, Learning vector quantization, and K nearest neighborhood) on the Wisconsin breast cancer classification problem.
PY - 2010
SP - 5
EP - 12
T2 - International Journal of Interactive Multimedia and Artificial Intelligence
TI - Comparative Study of Classification Techniques on Breast Cancer FNA Biopsy Data
UR - http://www.ijimai.org/journal/sites/default/files/IJIMAI20101_3_1.pdf
VL - 1
SN - 1989-1660
ER -