A Data Classification Method in Machine Learning Based on Normalised Hamming Pseudo-Similarity of Fuzzy Parameterized Fuzzy Soft Matrices

Samet MEMİŞ; Serdar ENGİNOĞLU; Uğur ERKAN

doi:https://doi.org/10.30516/bilgesci.643821

Makale detayları

A Data Classification Method in Machine Learning Based on Normalised Hamming Pseudo-Similarity of Fuzzy Parameterized Fuzzy Soft Matrices

Yazarlar:

Samet MEMİŞ | Serdar ENGİNOĞLU | Uğur ERKAN

Yayıncı:

Kutbilge Akademisyenler Derneği

Ana Başlıklar:

Mühendislik ve uygulamalı operasyonlar

Dergi:

Bilge International Journal of Science and Technology Research 2019 Vol.3 Issue 0, pp.1-8

Belge Tipi:

Makale

Yayın Tarihi:

12/2019

Belge Dili:

İngilizce

Document ID (Org No.):

2000892935

Sıklık:

İki Yıllık

eISSN:

2651-4028

pISSN:

2651-401X

DOI:

https://doi.org/10.30516/bilgesci.643821

Özet:

 


In this study, we
propose a classification method based on normalised Hamming pseudo-similarity
of fuzzy parameterized fuzzy soft matrices (fpfs-matrices). We then
compare the proposed method with Fuzzy Soft Set Classifier (FSSC), FussCyier,
Fuzzy Soft Set Classification Using Hamming Distance (HDFSSC), and Fuzzy
k-Nearest Neighbor (Fuzzy kNN) in terms of the performance criterions
(accuracy, precision, recall, and F-measure) and running time by using four
medical data sets in the UCI machine learning repository. The results show that
the proposed method performs better than FSSC, FussCyier, HDFSSC, and Fuzzy kNN
for “Breast Cancer Wisconsin (Diagnostic)”, “Immunotherapy”, “Pima Indian
Diabetes”, and “Statlog Heart”.


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Makale detayları

A Data Classification Method in Machine Learning Based on Normalised Hamming Pseudo-Similarity of Fuzzy Parameterized Fuzzy Soft Matrices

Yazarlar: Samet MEMİŞ | Serdar ENGİNOĞLU | Uğur ERKAN

Yayıncı: Kutbilge Akademisyenler Derneği

Ana Başlıklar: Mühendislik ve uygulamalı operasyonlar

Dergi: Bilge International Journal of Science and Technology Research 2019 Vol.3 Issue 0, pp.1-8

Belge Tipi: Makale

Yayın Tarihi: 12/2019

Belge Dili: İngilizce

Document ID (Org No.): 2000892935

Sıklık: İki Yıllık

eISSN: 2651-4028

pISSN: 2651-401X

DOI: https://doi.org/10.30516/bilgesci.643821

Sayı

Yazarlar:

Samet MEMİŞ | Serdar ENGİNOĞLU | Uğur ERKAN

Yayıncı:

Kutbilge Akademisyenler Derneği

Ana Başlıklar:

Mühendislik ve uygulamalı operasyonlar

Dergi:

Bilge International Journal of Science and Technology Research 2019 Vol.3 Issue 0, pp.1-8

Belge Tipi:

Makale

Yayın Tarihi:

12/2019

Belge Dili:

İngilizce

Document ID (Org No.):

2000892935

Sıklık:

İki Yıllık

eISSN:

2651-4028

pISSN:

2651-401X

DOI:

https://doi.org/10.30516/bilgesci.643821