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Kernel Based Algorithms for Mining Huge Data Sets: Supervised, Semi-supervised and Unsupervised Learning


Huang, Te-Ming; Kecman, Vojislav; Kopriva, Ivica
Kernel Based Algorithms for Mining Huge Data Sets: Supervised, Semi-supervised and Unsupervised Learning, The Nederlands: Springer, 2006 (monografija)


Naslov
Kernel Based Algorithms for Mining Huge Data Sets: Supervised, Semi-supervised and Unsupervised Learning

Autori
Huang, Te-Ming ; Kecman, Vojislav ; Kopriva, Ivica

Vrsta, podvrsta i kategorija knjige
Autorske knjige, monografija, znanstvena

Izdavač
Springer

Grad
The Nederlands

Godina
2006

Stranica
260

ISBN
3-540-31681-7

Ključne riječi
Data mining; Kernels based methods; Supervised learning; Semi-supervised learning; Unsupervised learning
(-Data mining; Kernels based methods; Supervised learning; Semi-supervised learning; Unsupervised learning)

Sažetak
Prema citatu s poleđine kjnige:” Kernel Based Algorithms for Mining Huge Data Sets je prva knjiga koja objedinjava polja nadziranog, polunadziranog i nenadziranog strojnog učenja. Knjiga izlaže teoriju i algoritme za pretraživanje i klasifikaciju velikih skupova podataka pomoću support vector machines (SVM). U knjizi je demonstrirano kako se formulacija SVM preko kernels-a (kSVM) može koristiti u redukciji dimenzionalnosti. Knjiga također ilustrira sličnosti i razlike između dvije najpopularnije tehnike nenadziranog učenja: analize principijelnih komponenata (engl. principal component analysis – PCA) i analize nezavisnih komponenata (engl. independent component analysis – ICA)…

Izvorni jezik
Engleski

Znanstvena područja
Elektrotehnika



POVEZANOST RADA


Ustanove
Fakultet elektrotehnike i računarstva, Zagreb

Profili:

Avatar Url Vojislav Kecman (autor)

Avatar Url Ivica Kopriva (autor)

Citiraj ovu publikaciju

Huang, Te-Ming; Kecman, Vojislav; Kopriva, Ivica
Kernel Based Algorithms for Mining Huge Data Sets: Supervised, Semi-supervised and Unsupervised Learning, The Nederlands: Springer, 2006 (monografija)
Huang, T., Kecman, V. & Kopriva, I. (2006) Kernel Based Algorithms for Mining Huge Data Sets: Supervised, Semi-supervised and Unsupervised Learning. The Nederlands, Springer.
@book{book, collectioneditor = {Kacprzyk, Janusz}, year = {2006}, pages = {260}, keywords = {-Data mining, Kernels based methods, Supervised learning, Semi-supervised learning, Unsupervised learning}, isbn = {3-540-31681-7}, title = {Kernel Based Algorithms for Mining Huge Data Sets: Supervised, Semi-supervised and Unsupervised Learning}, keyword = {-Data mining, Kernels based methods, Supervised learning, Semi-supervised learning, Unsupervised learning}, publisher = {Springer}, publisherplace = {The Nederlands} }