Literature DB >> 21811801

Design ensemble machine learning model for breast cancer diagnosis.

Sheau-Ling Hsieh1, Sung-Huai Hsieh, Po-Hsun Cheng, Chi-Huang Chen, Kai-Ping Hsu, I-Shun Lee, Zhenyu Wang, Feipei Lai.   

Abstract

In this paper, we classify the breast cancer of medical diagnostic data. Information gain has been adapted for feature selections. Neural fuzzy (NF), k-nearest neighbor (KNN), quadratic classifier (QC), each single model scheme as well as their associated, ensemble ones have been developed for classifications. In addition, a combined ensemble model with these three schemes has been constructed for further validations. The experimental results indicate that the ensemble learning performs better than individual single ones. Moreover, the combined ensemble model illustrates the highest accuracy of classifications for the breast cancer among all models.

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Year:  2011        PMID: 21811801     DOI: 10.1007/s10916-011-9762-6

Source DB:  PubMed          Journal:  J Med Syst        ISSN: 0148-5598            Impact factor:   4.460


  2 in total

1.  A new evolutionary system for evolving artificial neural networks.

Authors:  X Yao; Y Liu
Journal:  IEEE Trans Neural Netw       Date:  1997

2.  A new hybrid method based on fuzzy-artificial immune system and k-nn algorithm for breast cancer diagnosis.

Authors:  Seral Sahan; Kemal Polat; Halife Kodaz; Salih Güneş
Journal:  Comput Biol Med       Date:  2006-08-10       Impact factor: 4.589

  2 in total
  7 in total

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Review 2.  A Survey of Data Mining and Deep Learning in Bioinformatics.

Authors:  Kun Lan; Dan-Tong Wang; Simon Fong; Lian-Sheng Liu; Kelvin K L Wong; Nilanjan Dey
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Authors:  A Suresh; R Udendhran; M Balamurgan; R Varatharajan
Journal:  J Med Syst       Date:  2019-05-03       Impact factor: 4.460

4.  Diagnosis of Acute Coronary Syndrome with a Support Vector Machine.

Authors:  Göksu Bozdereli Berikol; Oktay Yildiz; I Türkay Özcan
Journal:  J Med Syst       Date:  2016-01-27       Impact factor: 4.460

5.  Hybrid Disease Diagnosis Using Multiobjective Optimization with Evolutionary Parameter Optimization.

Authors:  MadhuSudana Rao Nalluri; Kannan K; Manisha M; Diptendu Sinha Roy
Journal:  J Healthc Eng       Date:  2017-07-04       Impact factor: 2.682

6.  Stacking Ensemble Technique for Classifying Breast Cancer.

Authors:  Hyunjin Kwon; Jinhyeok Park; Youngho Lee
Journal:  Healthc Inform Res       Date:  2019-10-31

7.  Early Prediction of Diabetes Using an Ensemble of Machine Learning Models.

Authors:  Aishwariya Dutta; Md Kamrul Hasan; Mohiuddin Ahmad; Md Abdul Awal; Md Akhtarul Islam; Mehedi Masud; Hossam Meshref
Journal:  Int J Environ Res Public Health       Date:  2022-09-28       Impact factor: 4.614

  7 in total

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