Genetic Algorithm Based Approach in Attribute Weighting for a Medical Data Set

Copyright © 2014 Kirsi Varpa et al. This is an open access article distributed under the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited. CC BY 3.0

[1]  M Juhola,et al.  Database for Vertigo , 1995, Otolaryngology--head and neck surgery : official journal of American Academy of Otolaryngology-Head and Neck Surgery.

[2]  Tony R. Martinez,et al.  Improved Heterogeneous Distance Functions , 1996, J. Artif. Intell. Res..

[3]  Elena Marchiori,et al.  Class Dependent Feature Weighting and K-Nearest Neighbor Classification , 2013, PRIB.

[4]  Peter E. Hart,et al.  Nearest neighbor pattern classification , 1967, IEEE Trans. Inf. Theory.

[5]  José Cristóbal Riquelme Santos,et al.  Label Dependent Evolutionary Feature Weighting for Remote Sensing Data , 2010, HAIS.

[6]  Richard J. Enbody,et al.  Further Research on Feature Selection and Classification Using Genetic Algorithms , 1993, ICGA.

[7]  Francisco Herrera,et al.  An overview of ensemble methods for binary classifiers in multi-class problems: Experimental study on one-vs-one and one-vs-all schemes , 2011, Pattern Recognit..

[8]  Zbigniew Michalewicz,et al.  Genetic Algorithms + Data Structures = Evolution Programs , 1992, Artificial Intelligence.

[9]  C. W. Cummings,et al.  Cummings otolaryngology--head & neck surgery , 2010 .

[10]  Susan Craw,et al.  Genetic Algorithms for Feature Selection and Weighting , 1999 .

[11]  A. E. Eiben,et al.  Introduction to Evolutionary Computing , 2003, Natural Computing Series.

[12]  Thomas G. Dietterich What is machine learning? , 2020, Archives of Disease in Childhood.

[13]  David W. Aha,et al.  Tolerating Noisy, Irrelevant and Novel Attributes in Instance-Based Learning Algorithms , 1992, Int. J. Man Mach. Stud..

[14]  Martti Juhola,et al.  A scatter method for data and variable importance evaluation , 2012, Integr. Comput. Aided Eng..

[15]  Filiberto Pla,et al.  Estimating Feature Weights For Distance-Based Classification , 2003, PRIS.

[16]  George D. Magoulas,et al.  Extensions of the k Nearest Neighbour methods for classification problems , 2008 .

[17]  Martti Juhola,et al.  Otoneurological Expert System , 1996, The Annals of otology, rhinology, and laryngology.

[18]  José Cristóbal Riquelme Santos,et al.  On the evolutionary optimization of k-NN by label-dependent feature weighting , 2012, Pattern Recognit. Lett..

[19]  Kevin Barraclough,et al.  I and i , 2001, BMJ : British Medical Journal.

[20]  Martti Juhola,et al.  Comparison between Diagnoses of Human Experts and a Neurotologic Expert System , 1998, The Annals of otology, rhinology, and laryngology.

[21]  D. E. Goldberg,et al.  Genetic Algorithms in Search , 1989 .

[22]  Dorothea Heiss-Czedik,et al.  An Introduction to Genetic Algorithms. , 1997, Artificial Life.

[23]  Kenneth Alan De Jong,et al.  An analysis of the behavior of a class of genetic adaptive systems. , 1975 .

[24]  David E. Goldberg,et al.  Genetic Algorithms in Search Optimization and Machine Learning , 1988 .

[25]  Rabab Kreidieh Ward,et al.  Genetic algorithms for feature selection and weighting, a review and study , 2001, Proceedings of Sixth International Conference on Document Analysis and Recognition.

[26]  Euntai Kim,et al.  A genetic feature weighting scheme for pattern recognition , 2007, Integr. Comput. Aided Eng..

[27]  Martti Juhola,et al.  Evaluation and classification of otoneurological data with new data analysis methods based on machine learning , 2007, Inf. Sci..

[28]  Lawrence Davis,et al.  A Hybrid Genetic Algorithm for Classification , 1991, IJCAI.

[29]  Martti Juhola,et al.  Modifying an expert system construction to pattern recognition solution , 1996, Artif. Intell. Medicine.

[30]  W. Marsden I and J , 2012 .

[31]  Kati Viikki Machine Learning on Otoneurological Data: Decision Trees for Vertigo Diseases , 2002 .