Logical And Relational Learning
De Raedt, Luc
Venduto da GreatBookPricesUK, Woodford Green, Regno Unito
Venditore AbeBooks dal 28 gennaio 2020
Nuovi - Rilegato
Condizione: Nuovo
Quantità: Più di 20 disponibili
Aggiungere al carrelloVenduto da GreatBookPricesUK, Woodford Green, Regno Unito
Venditore AbeBooks dal 28 gennaio 2020
Condizione: Nuovo
Quantità: Più di 20 disponibili
Aggiungere al carrelloThis first textbook on multi-relational data mining and inductive logic programming provides a complete overview of the field. It is self-contained and easily accessible for graduate students and practitioners of data mining and machine learning.
This textbook covers logical and relational learning in depth, and hence provides an introduction to inductive logic programming (ILP), multirelational data mining (MRDM) and (statistical) relational learning (SRL). These subfields of data mining and machine learning are concerned with the analysis of complex and structured data sets that arise in numerous applications, such as bio- and chemoinformatics, network analysis, Web mining, natural language processing, within the rich representations offered by relational databases and computational logic.
The author introduces the machine learning and representational foundations of the field and explains some important techniques in detail by using some of the classic case studies centered around well-known logical and relational systems.
The book is suitable for use in graduate courses and should be of interest to graduate students and researchers in computer science, databases and artificial intelligence, as well as practitioners of data mining and machine learning. It contains numerous figures and exercises, and slides are available for many chapters.
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