Classifiers based Approach for Pre-Diagnosis of Lung Cancer Disease

نویسندگان

  • K. Balachandran
  • R. Anitha
  • Marko Bohanec
چکیده

Lung cancer disease is one of the dreaded diseases in the developing and developed countries. The pre-diagnosis is an important stage of identifying the target group of persons who can undergo diagnosis stage. Here in this study, prediction of lung cancer is attempted based on symptoms and risk factors. Data collected from the confirmed case of the patients is pre-processed based on multi filter approach. Pre-processed data is then tried with different classifier algorithms. It has been observed that Sequential Minimal Optimization, simple logistic and supervised learning based algorithms resulted in better performance compared to other algorithms. Detailed analysis is done based on Radial Basis function. All these algorithms are

برای دانلود رایگان متن کامل این مقاله و بیش از 32 میلیون مقاله دیگر ابتدا ثبت نام کنید

ثبت نام

اگر عضو سایت هستید لطفا وارد حساب کاربری خود شوید

منابع مشابه

Feature selection using genetic algorithm for breast cancer diagnosis: experiment on three different datasets

Objective(s): This study addresses feature selection for breast cancer diagnosis. The present process uses a wrapper approach using GA-based on feature selection and PS-classifier. The results of experiment show that the proposed model is comparable to the other models on Wisconsin breast cancer datasets. Materials and Methods: To evaluate effectiveness of proposed feature selection method, we ...

متن کامل

A Pre-Trained Ensemble Model for Breast Cancer Grade Detection Based on Small Datasets

Background and Purpose: Nowadays, breast cancer is reported as one of the most common cancers amongst women. Early detection of the cancer type is essential to aid in informing subsequent treatments. The newest proposed breast cancer detectors are based on deep learning. Most of these works focus on large-datasets and are not developed for small datasets. Although the large datasets might lead ...

متن کامل

Diagnosis of thromboembolic disease: Combined ventilation perfusion lung scan and compression ultrasonography

The clinical management of pulmonary embolism and deep venous thrombosis of the legs are similar and requires prolonged anticoagulation therapy. The standard diagnostic approach in patients suspected of pulmonary embolism is ventilation-perfusion (V/Q) lung scan and compression ultrasonography to detect deep venous thrombosis. This retrospective study analyzed the role of V/Q lung scan an...

متن کامل

Predicting Survival of Patients with Lung Cancer Using Improved Adaptive Neuro-Fuzzy Inference System

Introduction: Lung cancer is the main cause of mortality in both genders worldwide. This disease is caused by the uncontrollable growth and development of cells in both or one of the lungs. Although the early diagnosis of this cancer is not an easy task, the earlier it is diagnosed, the higher will be the chance of treating. The objective of this study was to develop an optimized prediction mod...

متن کامل

Predicting Survival of Patients with Lung Cancer Using Improved Adaptive Neuro-Fuzzy Inference System

Introduction: Lung cancer is the main cause of mortality in both genders worldwide. This disease is caused by the uncontrollable growth and development of cells in both or one of the lungs. Although the early diagnosis of this cancer is not an easy task, the earlier it is diagnosed, the higher will be the chance of treating. The objective of this study was to develop an optimized prediction mod...

متن کامل

ذخیره در منابع من


  با ذخیره ی این منبع در منابع من، دسترسی به آن را برای استفاده های بعدی آسان تر کنید

عنوان ژورنال:

دوره   شماره 

صفحات  -

تاریخ انتشار 2014