Classification Algorithms for Prediction of Lumbar Spine Pathologies

被引:0
|
作者
Bedi, Rajni [1 ]
Sharma, Ajay Shiv [2 ]
机构
[1] Lyallpur Khalsa Coll Engn, Comp Sci & Engn Dept, Jalandhar, Punjab, India
[2] Guru Nanak Dev Engn Coll, Informat Technol Dept, Ludhiana, Punjab, India
关键词
Lumbar disc disease; Lumbar spinal stenosis; Spondylolisthesis; Intervertebral disc;
D O I
10.1007/978-981-10-5780-9_4
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Classes can be predicted correctly in the dataset using Classification. For the present study, weka data mining tool is used to predict the lumbar spine pathologies. In this work dataset is firstly classified using different algorithms and then it is determined that which classification algorithm performs better for predicting lumbar spine pathologies. Lumbar spine diseases are predicted with identification of symptoms in patients. We have evaluated and compared six classification algorithms using different evaluation criteria. For the present work, the multilayer perceptron algorithm gives best results to predict the lumbar spine pathologies. This model can be used by the radiologists for lumbar spine pathologies prediction.
引用
收藏
页码:42 / 50
页数:9
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