Data Mining and Statistics for Decision Making

Data mining is the process of automatically searching large volumes of data for models and patterns using computational techniques from statistics, machine learning and information theory; it is the ideal tool for such an extraction of knowledge. Data mining is usually associated with a business or an organization’s need to identify trends and profiles, allowing, for example, retailers to discover patterns on which to base marketing objectives.
This book looks at both classical and recent techniques of data mining, such as clustering, discriminant analysis, logistic regression, generalized linear models, regularized regression, PLS regression, decision trees, neural networks, support vector machines, Vapnik theory, naive Bayesian classifier, ensemble learning and detection of association rules. They are discussed along with illustrative examples throughout the book to explain the theory of these methods, as well as their strengths and limitations.

 Key Features:
Presents a comprehensive introduction to all techniques used in data mining and statistical learning, from classical to latest techniques. Starts from basic principles up to advanced concepts. Includes many step-by-step examples with the main software (R, SAS, IBM SPSS) as well as a thorough discussion and comparison of those software. Gives practical tips for data mining implementation to solve real world problems. Looks at a range of tools and applications, such as association rules, web mining and text mining, with a special focus on credit scoring. Supported by an accompanying website hosting datasets and user analysis. 
Statisticians and business intelligence analysts, students as well as computer science, biology, marketing and financial risk professionals in both commercial and government organizations across all business and industry sectors will benefit from this book.

Download Now

Read Online

Here is Download Link

Data Mining And Statistics For Decision Making


Data Mining And Statistics For Decision Making Download Now

Read Online

Author by : Stéphane Tufféry
Languange Used : en
Release Date : 2011-03-23
Publisher by : John Wiley & Sons






Studyguide For Data Mining And Statistics For Decision Making By Tuffury Stephane


Studyguide For Data Mining And Statistics For Decision Making By Tuffury Stephane Download Now

Read Online

Author by : Cram101 Textbook Reviews
Languange Used : en
Release Date : 2013-05
Publisher by : Cram101






Data Mining And Market Intelligence


Data Mining And Market Intelligence Download Now

Read Online

Author by : Mustapha Akinkunmi
Languange Used : en
Release Date : 2018-04-30
Publisher by : Morgan & Claypool Publishers






Business Intelligence


Business Intelligence Download Now

Read Online

Author by : Carlo Vercellis
Languange Used : en
Release Date : 2011-08-10
Publisher by : John Wiley & Sons






Data Mining And Decision Support


Data Mining And Decision Support Download Now

Read Online

Author by : Dunja Mladenic
Languange Used : en
Release Date : 2003-09-30
Publisher by : Springer Science & Business Media






Customer And Business Analytics


Customer And Business Analytics Download Now

Read Online

Author by : Daniel S. Putler
Languange Used : en
Release Date : 2012-05-07
Publisher by : CRC Press






Big Data Mining And Analytics


Big Data Mining And Analytics Download Now

Read Online

Author by : Stephan Kudyba
Languange Used : en
Release Date : 2014-03-12
Publisher by : CRC Press






Leave a Reply

Your email address will not be published. Required fields are marked *