Support Vector Machines

Support Vector Machines Every mathematical discipline goes through three periods of development the naive the formal and the critical David Hilbert The goal of this book is to explain the principles that made support vecto

  • Title: Support Vector Machines
  • Author: Ingo Steinwart Andreas Christmann
  • ISBN: 9780387772417
  • Page: 244
  • Format: Hardcover
  • Every mathematical discipline goes through three periods of development the naive, the formal, and the critical David Hilbert The goal of this book is to explain the principles that made support vector machines SVMs a successful modeling and prediction tool for a variety of applications We try to achieve this by presenting the basic ideas of SVMs together with the latEvery mathematical discipline goes through three periods of development the naive, the formal, and the critical David Hilbert The goal of this book is to explain the principles that made support vector machines SVMs a successful modeling and prediction tool for a variety of applications We try to achieve this by presenting the basic ideas of SVMs together with the latest developments and current research questions in a uni ed style In a nutshell, we identify at least three reasons for the success of SVMs their ability to learn well with only a very small number of free parameters, their robustness against several types of model violations and outliers, and last but not least their computational e ciency compared with several other methods Although there are several roots and precursors of SVMs, these methods gained particular momentum during the last 15 years since Vapnik 1995, 1998 published his well known textbooks on statistical learning theory with aspecialemphasisonsupportvectormachines Sincethen, the eldofmachine learninghaswitnessedintenseactivityinthestudyofSVMs, whichhasspread andtootherdisciplinessuchasstatisticsandmathematics Thusit seems fair to say that several communities are currently working on support vector machines and on related kernel based methods Although there are many interactions between these communities, we think that there is still roomforadditionalfruitfulinteractionandwouldbegladifthistextbookwere found helpful in stimulating further research Many of the results presented in this book have previously been scattered in the journal literature or are still under review As a consequence, these results have been accessible only to a relativelysmallnumberofspecialists, sometimesprobablyonlytopeoplefrom one community but not the othe

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      244 Ingo Steinwart Andreas Christmann
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      Posted by:Ingo Steinwart Andreas Christmann
      Published :2019-04-25T15:01:37+00:00


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    • Ingo Steinwart Andreas Christmann

      Ingo Steinwart Andreas Christmann Is a well-known author, some of his books are a fascination for readers like in the Support Vector Machines book, this is one of the most wanted Ingo Steinwart Andreas Christmann author readers around the world.



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