A Comparison Between Habituation and Conscience Mechanism in Self-Organizing Maps  

Oleh:

Rizzo, R. ; Chella, A.

Jenis: Article from Journal - ilmiah internasional
Dalam koleksi: IEEE Transactions on Neural Networks vol. 17 no. 3 (May 2006), page 807-810.
Topik: habituation; comparison; habituation; mechnaism; self - organizing maps

Ketersediaan

Perpustakaan Pusat (Semanggi) Nomor Panggil: II36 Non-tandon: 1 (dapat dipinjam: 0) Tandon: tidak ada

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Isi artikel

In this letter, a preliminary study of habituation in self - organizing networks is reported. The habituation mode! implemented allows us to obtain a faster learning process and better clustering performances. The habituable neuron is a generalization of the typical neuron and can be used in many self -organizing network models. The habituation mechanism is implemented in a SOM and the clustering performances of the network are compared to the conscience learning mechanism that follows roughly the same principle but is less sophisticated.

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