Applied Data Mining: Statistical Methods for Business and Industry
()
About this ebook
This book is the first to describe applied data mining methods in a consistent statistical framework, and then show how they can be applied in practice. All the methods described are either computational, or of a statistical modelling nature. Complex probabilistic models and mathematical tools are not used, so the book is accessible to a wide audience of students and industry professionals. The second half of the book consists of nine case studies, taken from the author's own work in industry, that demonstrate how the methods described can be applied to real problems.
- Provides a solid introduction to applied data mining methods in a consistent statistical framework
- Includes coverage of classical, multivariate and Bayesian statistical methodology
- Includes many recent developments such as web mining, sequential Bayesian analysis and memory based reasoning
- Each statistical method described is illustrated with real life applications
- Features a number of detailed case studies based on applied projects within industry
- Incorporates discussion on software used in data mining, with particular emphasis on SAS
- Supported by a website featuring data sets, software and additional material
- Includes an extensive bibliography and pointers to further reading within the text
- Author has many years experience teaching introductory and multivariate statistics and data mining, and working on applied projects within industry
A valuable resource for advanced undergraduate and graduate students of applied statistics, data mining, computer science and economics, as well as for professionals working in industry on projects involving large volumes of data - such as in marketing or financial risk management.
Read more from Paolo Giudici
Applied Data Mining for Business and Industry Rating: 0 out of 5 stars0 ratingsBalsamic Vinegars: Tradition, Technology, Trade Rating: 0 out of 5 stars0 ratings
Related to Applied Data Mining
Related ebooks
Independent Component Analysis Rating: 4 out of 5 stars4/5Character Recognition Systems: A Guide for Students and Practitioners Rating: 0 out of 5 stars0 ratingsGuide to Analysis of DNA Microarray Data Rating: 4 out of 5 stars4/5Reliability and Statistics in Geotechnical Engineering Rating: 0 out of 5 stars0 ratingsAnalyzing Environmental Data Rating: 0 out of 5 stars0 ratingsEnvironmental Statistics: Methods and Applications Rating: 0 out of 5 stars0 ratingsStable Adaptive Control and Estimation for Nonlinear Systems: Neural and Fuzzy Approximator Techniques Rating: 0 out of 5 stars0 ratingsMaking Sense of Data II: A Practical Guide to Data Visualization, Advanced Data Mining Methods, and Applications Rating: 0 out of 5 stars0 ratingsChemometrics for Pattern Recognition Rating: 0 out of 5 stars0 ratingsThe Mathematics of Banking and Finance Rating: 0 out of 5 stars0 ratingsNumerical Issues in Statistical Computing for the Social Scientist Rating: 3 out of 5 stars3/5Applied Statistical Methods Rating: 1 out of 5 stars1/5Introduction to Statistics Through Resampling Methods and Microsoft Office Excel Rating: 0 out of 5 stars0 ratingsNonlinear Microwave Circuit Design Rating: 0 out of 5 stars0 ratingsBayesian Analysis for the Social Sciences Rating: 4 out of 5 stars4/5Models for Ecological Data: An Introduction Rating: 0 out of 5 stars0 ratingsEngineering Design via Surrogate Modelling: A Practical Guide Rating: 5 out of 5 stars5/5Linear Factor Models in Finance Rating: 4 out of 5 stars4/5Applied Multiway Data Analysis Rating: 4 out of 5 stars4/5Location-Based Services and Geo-Information Engineering Rating: 0 out of 5 stars0 ratingsIntroduction to Applied Statistical Signal Analysis: Guide to Biomedical and Electrical Engineering Applications Rating: 0 out of 5 stars0 ratingsComputer Assisted Exercises and Training: A Reference Guide Rating: 0 out of 5 stars0 ratingsIntelligent Bioinformatics: The Application of Artificial Intelligence Techniques to Bioinformatics Problems Rating: 3 out of 5 stars3/5A Student's Introduction to Engineering Design: Pergamon Unified Engineering Series Rating: 0 out of 5 stars0 ratingsBayesian Models for Categorical Data Rating: 4 out of 5 stars4/5Average Case Analysis of Algorithms on Sequences Rating: 0 out of 5 stars0 ratingsBehavioral Biometrics: A Remote Access Approach Rating: 0 out of 5 stars0 ratingsComparative Statistical Inference Rating: 2 out of 5 stars2/5
Computers For You
Slenderman: Online Obsession, Mental Illness, and the Violent Crime of Two Midwestern Girls Rating: 4 out of 5 stars4/5The Invisible Rainbow: A History of Electricity and Life Rating: 4 out of 5 stars4/5SQL QuickStart Guide: The Simplified Beginner's Guide to Managing, Analyzing, and Manipulating Data With SQL Rating: 4 out of 5 stars4/5Standard Deviations: Flawed Assumptions, Tortured Data, and Other Ways to Lie with Statistics Rating: 4 out of 5 stars4/5Elon Musk Rating: 4 out of 5 stars4/5CompTIA IT Fundamentals (ITF+) Study Guide: Exam FC0-U61 Rating: 0 out of 5 stars0 ratingsProcreate for Beginners: Introduction to Procreate for Drawing and Illustrating on the iPad Rating: 0 out of 5 stars0 ratingsAlan Turing: The Enigma: The Book That Inspired the Film The Imitation Game - Updated Edition Rating: 4 out of 5 stars4/5The ChatGPT Millionaire Handbook: Make Money Online With the Power of AI Technology Rating: 0 out of 5 stars0 ratingsThe Hacker Crackdown: Law and Disorder on the Electronic Frontier Rating: 4 out of 5 stars4/5101 Awesome Builds: Minecraft® Secrets from the World's Greatest Crafters Rating: 4 out of 5 stars4/5Mastering ChatGPT: 21 Prompts Templates for Effortless Writing Rating: 5 out of 5 stars5/5CompTIA Security+ Practice Questions Rating: 2 out of 5 stars2/5Everybody Lies: Big Data, New Data, and What the Internet Can Tell Us About Who We Really Are Rating: 4 out of 5 stars4/5Childhood Unplugged: Practical Advice to Get Kids Off Screens and Find Balance Rating: 0 out of 5 stars0 ratingsThe Professional Voiceover Handbook: Voiceover training, #1 Rating: 5 out of 5 stars5/5People Skills for Analytical Thinkers Rating: 5 out of 5 stars5/5Going Text: Mastering the Command Line Rating: 4 out of 5 stars4/5Dark Aeon: Transhumanism and the War Against Humanity Rating: 5 out of 5 stars5/5Grokking Algorithms: An illustrated guide for programmers and other curious people Rating: 4 out of 5 stars4/5AP Computer Science Principles Premium, 2024: 6 Practice Tests + Comprehensive Review + Online Practice Rating: 0 out of 5 stars0 ratingsCreating Online Courses with ChatGPT | A Step-by-Step Guide with Prompt Templates Rating: 4 out of 5 stars4/5How to Create Cpn Numbers the Right way: A Step by Step Guide to Creating cpn Numbers Legally Rating: 4 out of 5 stars4/5
Reviews for Applied Data Mining
0 ratings0 reviews