Search Results - "Melis Ozyildirim, Buse"

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  1. 1

    Pattern Layer Reduction for a Generalized Regression Neural Network by Using a Self–Organizing Map by Kartal, Serkan, Oral, Mustafa, Ozyildirim, Buse Melis

    “…In a general regression neural network (GRNN), the number of neurons in the pattern layer is proportional to the number of training samples in the dataset. The…”
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    Journal Article
  2. 2

    Generalized classifier neural network by Ozyildirim, Buse Melis, Avci, Mutlu

    Published in Neural networks (01-03-2013)
    “…In this work a new radial basis function based classification neural network named as generalized classifier neural network, is proposed. The proposed…”
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    Journal Article
  3. 3
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    Levenberg–Marquardt multi-classification using hinge loss function by Ozyildirim, Buse Melis, Kiran, Mariam

    Published in Neural networks (01-11-2021)
    “…Incorporating higher-order optimization functions, such as Levenberg–Marquardt (LM) have revealed better generalizable solutions for deep learning problems…”
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    Journal Article
  5. 5

    Levenberg–Marquardt multi-classification using hinge loss function by Ozyildirim, Buse Melis, Kiran, Mariam

    Published in Neural networks (12-07-2021)
    “…Incorporating higher-order optimization functions, such as Levenberg-Marquardt (LM) have revealed better generalizable solutions for deep learning problems…”
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    Journal Article
  6. 6

    Deep Learning on Mobile Systems by Curukoglu, Nur, Ozyildirim, Buse Melis

    “…Training of deep learning methods which are widely utilized in intelligent systems requires powerful computers, however, they are also used on mobile systems…”
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    Conference Proceeding
  7. 7

    One pass learning for generalized classifier neural network by Ozyildirim, Buse Melis, Avci, Mutlu

    Published in Neural networks (01-01-2016)
    “…Generalized classifier neural network introduced as a kind of radial basis function neural network, uses gradient descent based optimized smoothing parameter…”
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    Journal Article
  8. 8

    Logarithmic learning for generalized classifier neural network by Ozyildirim, Buse Melis, Avci, Mutlu

    Published in Neural networks (01-12-2014)
    “…Generalized classifier neural network is introduced as an efficient classifier among the others. Unless the initial smoothing parameter value is close to the…”
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    Journal Article
  9. 9

    Genelleştirilmiş regresyon yapay sinir ağı örüntü katman büyüklüğünü azaltmak için kümeleme tabanlı bir yaklaşım by Oral,Mustafa, Kartal,Serkan, Özyıldırım,Buse Melis

    Published in Mühendislik bilimleri dergisi (01-10-2018)
    “…Genelleştirilmiş Regresyon Yapay Sinir Ağı (GRYSA) radyal tabanlı çalışan ve genellikle tahminleyici olarak kullanılan denetimli-öğrenimli bir yapay sinir ağı…”
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    Journal Article
  10. 10

    İşletim sistemleri ve sistem programlama: Mutlu Avcı, Buse Melis Özyıldırım, Onur Ülgen by Avcı, Mutlu, Özyıldırım, Buse Melis, Ülgen, Onur

    Published 2019
    “…Günümüzde Bilgisayar Bilimleri ve Bilişim Teknolojileri yaşamın her alanı için vazgeçilmez olmuştur. İnternet ortamı hemen her konuda bulanıklığa neden olacak…”
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  11. 11

    Do optimization methods in deep learning applications matter? by Ozyildirim, Buse Melis, Kiran, Mariam

    Published 28-02-2020
    “…With advances in deep learning, exponential data growth and increasing model complexity, developing efficient optimization methods are attracting much research…”
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    Journal Article
  12. 12

    Handwritten Digits Classification with Generalized Classifier Neural Network by Melis Ozyildirim, Buse, Avci, Mutlu

    “…Pattern recognition process is composed of three main steps: preprocessing, feature extraction and classification. Characteristic features and an efficient…”
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    Conference Proceeding
  13. 13

    Comparison of convolutional neural network models for food image classification by Ozsert Yigit, Gozde, Ozyildirim, Buse Melis

    “…According to some estimates of World Health Organization (WHO), in 2014, more than 1.9 billion adults aged 18 years and older were overweight. Overall, about…”
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    Conference Proceeding
  14. 14

    Image Classification of Aerial Images Using CNN-SVM by Copur, Mert, Ozyildirim, Buse Melis, Ibrikci, Turgay

    “…Image classification is a very easy task for humans. Even a three years old child can classify an image instantly and without any doubt. However, teaching…”
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    Conference Proceeding
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    Genelleştirilmiş regresyon yapay sinir ağı örüntü katman büyüklüğünü azaltmak için kümeleme tabanlı bir yaklaşım by Mustafa Oral, Serkan Kartal, Buse Melis Özyıldırım

    Published in Mühendislik bilimleri dergisi (01-10-2018)
    “…Genelleştirilmiş Regresyon Yapay Sinir Ağı (GRYSA) radyal tabanlı çalışan ve genellikle tahminleyici olarak kullanılan denetimli-öğrenimli bir yapay sinir ağı…”
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    Journal Article
  18. 18

    Genelleştirilmiş regresyon yapay sinir ağı örüntü katman büyüklüğünü azaltmak için kümeleme tabanlı bir yaklaşım by Buse Melis Özyıldırım, Serkan Kartal, Mustafa Oral

    Published in Mühendislik bilimleri dergisi (01-10-2018)
    “…Genelleştirilmiş Regresyon Yapay Sinir Ağı (GRYSA) radyal tabanlı çalışan ve genellikle tahminleyici olarak kullanılan denetimli-öğrenimli bir yapay sinir ağı…”
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    Journal Article
  19. 19

    Genelleştirilmiş regresyon yapay sinir ağı örüntü katman büyüklüğünü azaltmak için kümeleme tabanlı bir yaklaşım by Mustafa ORAL, Serkan KARTAL, Buse Melis ÖZYILDIRIM

    Published in Mühendislik bilimleri dergisi (01-10-2018)
    “…Genelleştirilmiş Regresyon Yapay Sinir Ağı (GRYSA) radyal tabanlı çalışan ve genellikle tahminleyici olarak kullanılan denetimli-öğrenimli bir yapay sinir ağı…”
    Get full text
    Journal Article