Mohlo by se vám také líbit

Více informací o knize Evaluating Learning Algorithms

• Parametry knihy
• Anotace
• Oblíbené z jiného soudku

Nákupem získáte 438 bodů

Anotace knihy

The field of machine learning has matured to the point where many sophisticated learning approaches can be applied to practical applications. Thus it is of critical importance that researchers have the proper tools to evaluate learning approaches and understand the underlying issues. This book examines various aspects of the evaluation process with an emphasis on classification algorithms. The authors describe several techniques for classifier performance assessment, error estimation and resampling, obtaining statistical significance as well as selecting appropriate domains for evaluation. They also present a unified evaluation framework and highlight how different components of evaluation are both significantly interrelated and interdependent. The techniques presented in the book are illustrated using R and WEKA, facilitating better practical insight as well as implementation. Aimed at researchers in the theory and applications of machine learning, this book offers a solid basis for conducting performance evaluations of algorithms in practical settings.

Parametry knihy

Zařazení knihy Knihy v angličtině Computing & information technology Computer science Artificial intelligence

• Plný název: Evaluating Learning Algorithms
• Autor: Nathalie Japkowicz
• Jazyk: Angličtina
• Vazba: Pevná
• Počet stran: 424
• EAN: 9780521196000
• ISBN: 0521196000
• ID: 04091247
• Nakladatelství: Cambridge University Press
• Hmotnost: 720 g
• Rozměry: 235 × 164 × 27 mm
• Datum vydání: 17. January 2011

Oblíbené z jiného soudku

---

---

---