Applied Data Mining for Business and Industry
Autor Paolo Giudici, Silvia Figinien Limba Engleză Paperback – iun 2009
- Introduces data mining methods and applications.
- Covers classical and Bayesian multivariate statistical methodology as well as machine learning and computational data mining methods.
- Includes many recent developments such as association and sequence rules, graphical Markov models, lifetime value modelling, credit risk, operational risk and web mining.
- Features detailed case studies based on applied projects within industry.
- Incorporates discussion of data mining software, with case studies analysed using R.
- Is accessible to anyone with a basic knowledge of statistics or data analysis.
- Includes an extensive bibliography and pointers to further reading within the text.
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Specificații
ISBN-13: 9780470058879
ISBN-10: 0470058870
Pagini: 272
Dimensiuni: 149 x 226 x 17 mm
Greutate: 0.39 kg
Ediția:2nd edition
Editura: Wiley
Locul publicării:Chichester, United Kingdom
ISBN-10: 0470058870
Pagini: 272
Dimensiuni: 149 x 226 x 17 mm
Greutate: 0.39 kg
Ediția:2nd edition
Editura: Wiley
Locul publicării:Chichester, United Kingdom
Public țintă
Primary Market Professionals working in industry in such fields as customer relationship management, web design, risk management, marketing, economics and finance. Secondary Market Advance undergraduate and graduate students of data mining, applied statistics, database management, computer science and economicsNotă biografică
Paolo Giudici - Department of Economics and Quantitative Methods, University of Pavia, A lecturer in data mining, business statistics, data analysis and risk management, Professor Giudici is also the director of the data mining laboratory. He is the author of around 80 publications, and the coordinator of 2 national research grants on data mining, and local coordinator of a European integrated project on the topic. He was the sole author of the first edition of this book, which has been translated into both Italian and Chinese. He is also one of the Editors of Wiley's Series in Computational Statistics. Silvia Figini, Ms Figini has worked for 2 years for the Competence centre for data mining analysis and business intelligence at SAS Milan. She is currently completing a PhD in statistics, and already has a collection of publications to her name
Descriere
Since the publication of the first edition, the field has seen many dramatic changes. Eight new case studies and 70% new material bring this Second Edition of Applied Data Mining for Business and Industry completely up to date. All the methods described are either computational or of a statistical-modeling nature.