%0 Journal Article %1 4787647 %A Chapelle, O. %A Scholkopf, B. %A Zien, Eds., A. %D 2009 %J IEEE Transactions on Neural Networks %K book learning semi-supervised %N 3 %P 542-542 %R 10.1109/TNN.2009.2015974 %T Semi-Supervised Learning (Chapelle, O. et al., Eds.; 2006) Book reviews %U https://ieeexplore.ieee.org/abstract/document/4787647 %V 20 %X This book addresses some theoretical aspects of semisupervised learning (SSL). The book is organized as a collection of different contributions of authors who are experts on this topic. The objectives of this book are to present a large overview of the SSL methods and to classify these methods into four classes that correspond to the first four main parts of the book (this would include generative models; low-density separation methods; graph-based methods; and algorithms). The last two parts are devoted to applications and perspectives of SSL. The book responds to its major objectives and could serve as a basis for an intermediate level graduate course on SSL. It may also serve as a useful self study and reference source for practicing engineers.

@article{4787647, abstract = {This book addresses some theoretical aspects of semisupervised learning (SSL). The book is organized as a collection of different contributions of authors who are experts on this topic. The objectives of this book are to present a large overview of the SSL methods and to classify these methods into four classes that correspond to the first four main parts of the book (this would include generative models; low-density separation methods; graph-based methods; and algorithms). The last two parts are devoted to applications and perspectives of SSL. The book responds to its major objectives and could serve as a basis for an intermediate level graduate course on SSL. It may also serve as a useful self study and reference source for practicing engineers. }, added-at = {2021-06-03T11:34:50.000+0200}, author = {Chapelle, O. and Scholkopf, B. and {Zien, Eds.}, A.}, biburl = {https://www.bibsonomy.org/bibtex/299ec03c328257ab7eeb41badfebf99d0/parismic}, description = {Semi-Supervised Learning (Chapelle, O. et al., Eds.; 2006) [Book reviews] | IEEE Journals & Magazine | IEEE Xplore}, doi = {10.1109/TNN.2009.2015974}, interhash = {09d42949d81bfea86fb2db89bed12612}, intrahash = {99ec03c328257ab7eeb41badfebf99d0}, issn = {1941-0093}, journal = {IEEE Transactions on Neural Networks}, keywords = {book learning semi-supervised}, month = {March}, number = 3, pages = {542-542}, timestamp = {2021-06-03T11:34:50.000+0200}, title = {Semi-Supervised Learning (Chapelle, O. et al., Eds.; 2006) [Book reviews]}, url = {https://ieeexplore.ieee.org/abstract/document/4787647}, volume = 20, year = 2009 }