C4.5 Programs for Machine Learning
Afbeeldingen
Artikel vergelijken
- Engels
- Paperback
- 9781558602380
- 02 december 1992
- 302 pagina's
Samenvatting
Classifier systems play a major role in machine learning and knowledge-based systems, and Ross Quinlan's work on ID3 and C4.5 is widely acknowledged to have made some of the most significant contributions to their development. This book is a complete guide to the C4.5 system as implemented in C for the UNIX environment. It contains a comprehensive guide to the system's use , the source code (about 8,800 lines), and implementation notes.
C4.5 starts with large sets of cases belonging to known classes. The cases, described by any mixture of nominal and numeric properties, are scrutinized for patterns that allow the classes to be reliably discriminated. These patterns are then expressed as models, in the form of decision trees or sets of if-then rules, that can be used to classify new cases, with emphasis on making the models understandable as well as accurate. The system has been applied successfully to tasks involving tens of thousands of cases described by hundreds of properties. The book starts from simple core learning methods and shows how they can be elaborated and extended to deal with typical problems such as missing data and over hitting. Advantages and disadvantages of the C4.5 approach are discussed and illustrated with several case studies.
This book�should be of interest to developers of classification-based intelligent systems and to students in machine learning and expert systems courses.
Productspecificaties
Inhoud
- Taal
- en
- Bindwijze
- Paperback
- Oorspronkelijke releasedatum
- 02 december 1992
- Aantal pagina's
- 302
- Illustraties
- Nee
Betrokkenen
- Hoofdauteur
- J. Ross Quinlan
- Tweede Auteur
- J. R. Quinlan
- Hoofduitgeverij
- Morgan Kaufmann Publishers In
Overige kenmerken
- Extra groot lettertype
- Nee
- Product breedte
- 191 mm
- Product lengte
- 235 mm
- Studieboek
- Nee
- Verpakking breedte
- 191 mm
- Verpakking hoogte
- 234 mm
- Verpakking lengte
- 254 mm
- Verpakkingsgewicht
- 530 g
EAN
- EAN
- 9781558602380
Je vindt dit artikel in
- Categorieën
- Taal
- Engels
- Boek, ebook of luisterboek?
- Boek
- Beschikbaarheid
- Leverbaar
- Studieboek of algemeen
- Algemene boeken
Kies gewenste uitvoering
Prijsinformatie en bestellen
De prijs van dit product is 62 euro en 99 cent.- Prijs inclusief verzendkosten, verstuurd door bol
- Ophalen bij een bol afhaalpunt mogelijk
- 30 dagen bedenktijd en gratis retourneren
- Dag en nacht klantenservice
Rapporteer dit artikel
Je wilt melding doen van illegale inhoud over dit artikel:
- Ik wil melding doen als klant
- Ik wil melding doen als autoriteit of trusted flagger
- Ik wil melding doen als partner
- Ik wil melding doen als merkhouder
Geen klant, autoriteit, trusted flagger, merkhouder of partner? Gebruik dan onderstaande link om melding te doen.