Predictive Analytics and Data Mining

Written By Vijay Kotu
Predictive Analytics and Data Mining
  • Publsiher : Morgan Kaufmann
  • Release : 27 November 2014
  • ISBN : 0128016507
  • Pages : 446 pages
  • Rating : /5 from reviews
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Download or read book entitled Predictive Analytics and Data Mining by author: Vijay Kotu which was release on 27 November 2014 and published by Morgan Kaufmann with total page 446 pages . This book available in PDF, EPUB and Kindle Format. Put Predictive Analytics into Action Learn the basics of Predictive Analysis and Data Mining through an easy to understand conceptual framework and immediately practice the concepts learned using the open source RapidMiner tool. Whether you are brand new to Data Mining or working on your tenth project, this book will show you how to analyze data, uncover hidden patterns and relationships to aid important decisions and predictions. Data Mining has become an essential tool for any enterprise that collects, stores and processes data as part of its operations. This book is ideal for business users, data analysts, business analysts, business intelligence and data warehousing professionals and for anyone who wants to learn Data Mining. You’ll be able to: 1. Gain the necessary knowledge of different data mining techniques, so that you can select the right technique for a given data problem and create a general purpose analytics process. 2. Get up and running fast with more than two dozen commonly used powerful algorithms for predictive analytics using practical use cases. 3. Implement a simple step-by-step process for predicting an outcome or discovering hidden relationships from the data using RapidMiner, an open source GUI based data mining tool Predictive analytics and Data Mining techniques covered: Exploratory Data Analysis, Visualization, Decision trees, Rule induction, k-Nearest Neighbors, Naïve Bayesian, Artificial Neural Networks, Support Vector machines, Ensemble models, Bagging, Boosting, Random Forests, Linear regression, Logistic regression, Association analysis using Apriori and FP Growth, K-Means clustering, Density based clustering, Self Organizing Maps, Text Mining, Time series forecasting, Anomaly detection and Feature selection. Implementation files can be downloaded from the book companion site at www.LearnPredictiveAnalytics.com Demystifies data mining concepts with easy to understand language Shows how to get up and running fast with 20 commonly used powerful techniques for predictive analysis Explains the process of using open source RapidMiner tools Discusses a simple 5 step process for implementing algorithms that can be used for performing predictive analytics Includes practical use cases and examples

Predictive Analytics and Data Mining

Predictive Analytics and Data Mining
  • Author : Vijay Kotu,Bala Deshpande
  • Publisher : Morgan Kaufmann
  • Release Date : 2014-11-27
  • Total pages : 446
  • ISBN : 0128016507
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Summary : Put Predictive Analytics into Action Learn the basics of Predictive Analysis and Data Mining through an easy to understand conceptual framework and immediately practice the concepts learned using the open source RapidMiner tool. Whether you are brand new to Data Mining or working on your tenth project, this book will ...

Predictive Analytics Data Mining and Big Data

Predictive Analytics  Data Mining and Big Data
  • Author : S. Finlay
  • Publisher : Springer
  • Release Date : 2014-07-01
  • Total pages : 260
  • ISBN : 0128016507
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Summary : This in-depth guide provides managers with a solid understanding of data and data trends, the opportunities that it can offer to businesses, and the dangers of these technologies. Written in an accessible style, Steven Finlay provides a contextual roadmap for developing solutions that deliver benefits to organizations....

Data Mining and Predictive Analytics

Data Mining and Predictive Analytics
  • Author : Daniel T. Larose,Chantal D. Larose
  • Publisher : John Wiley & Sons
  • Release Date : 2015-03-16
  • Total pages : 824
  • ISBN : 0128016507
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Summary : Learn methods of data analysis and their application to real-world data sets. Offers comprehensive coverage of association rules, clustering, neural networks, logistic regression, multivariate analysis, and R statistical programming language Features over 750 chapter exercises, allowing readers to assess their understanding of the new material Provides a detailed case study that ...

Predictive Analytics for Marketers

Predictive Analytics for Marketers
  • Author : Barry Leventhal
  • Publisher : Kogan Page Publishers
  • Release Date : 2018-02-03
  • Total pages : 272
  • ISBN : 0128016507
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Summary : Predictive analytics has revolutionized marketing practice. It involves using many techniques from data mining, statistics, modelling, machine learning and artificial intelligence, to analyse current data and make predictions about unknown future events. In business terms, this enables companies to forecast consumer behaviour and much more. Predictive Analytics for Marketers will ...

Data Mining and Predictive Analysis

Data Mining and Predictive Analysis
  • Author : Colleen McCue
  • Publisher : Butterworth-Heinemann
  • Release Date : 2015-01-02
  • Total pages : 422
  • ISBN : 0128016507
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Summary : Data Mining and Predictive Analysis: Intelligence Gathering and Crime Analysis, 2nd Edition, describes clearly and simply how crime clusters and other intelligence can be used to deploy security resources most effectively. Rather than being reactive, security agencies can anticipate and prevent crime through the appropriate application of data mining and ...

Commercial Data Mining

Commercial Data Mining
  • Author : David Nettleton
  • Publisher : Morgan Kaufmann
  • Release Date : 2014
  • Total pages : 288
  • ISBN : 0128016507
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Summary : Whether you are brand new to data mining or working on your tenth predictive analytics project, Commercial Data Mining will be there for you as an accessible reference outlining the entire process and related themes. In this book, you'll learn that your organization does not need a huge volume of ...

Predictive Analytics

Predictive Analytics
  • Author : Richard Hurley
  • Publisher : Unknown
  • Release Date : 2020-01-19
  • Total pages : 98
  • ISBN : 0128016507
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Summary : This is where predictive analytics is going to come in handy. You will be able to actually take all of the data that you have been collecting and storing, and see what insights are in there to lead some of your business decisions in the future....

Data Mining for Business Analytics

Data Mining for Business Analytics
  • Author : Galit Shmueli,Peter C. Bruce,Peter Gedeck,Nitin R. Patel
  • Publisher : John Wiley & Sons
  • Release Date : 2019-11-05
  • Total pages : 608
  • ISBN : 0128016507
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Summary : Data Mining for Business Analytics: Concepts, Techniques, and Applications in Python presents an applied approach to data mining concepts and methods, using Python software for illustration Readers will learn how to implement a variety of popular data mining algorithms in Python (a free and open-source software) to tackle business problems ...

Descriptive Data Mining

Descriptive Data Mining
  • Author : David L. Olson,Georg Lauhoff
  • Publisher : Springer
  • Release Date : 2019-05-06
  • Total pages : 130
  • ISBN : 0128016507
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Summary : This book provides an overview of data mining methods demonstrated by software. Knowledge management involves application of human knowledge (epistemology) with the technological advances of our current society (computer systems) and big data, both in terms of collecting data and in analyzing it. We see three types of analytic tools. ...

Predictive Analytics

Predictive Analytics
  • Author : Dursun Delen
  • Publisher : FT Press Analytics
  • Release Date : 2020-10-30
  • Total pages : 350
  • ISBN : 0128016507
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Summary : In Predictive Analytics: Data Mining, Machine Learning and Data Science for Practitioners, Dr. Dursun Delen illuminates state-of-the-art best practices for predictive analytics for students. Using predictive analytics techniques, students can uncover hidden patterns and correlations in their data, and leverage this insight to improve a wide range of business decisions. ...

The Essential Elements of Predictive Analytics and Data Mining

The Essential Elements of Predictive Analytics and Data Mining
  • Author : Keith McCormick
  • Publisher : Unknown
  • Release Date : 2017
  • Total pages : 212
  • ISBN : 0128016507
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Summary : Read online The Essential Elements of Predictive Analytics and Data Mining written by Keith McCormick, published by which was released on 2017. Download full The Essential Elements of Predictive Analytics and Data Mining Books now! Available in PDF, ePub and Kindle....

Applied Predictive Analytics

Applied Predictive Analytics
  • Author : Dean Abbott
  • Publisher : John Wiley & Sons
  • Release Date : 2014-04-14
  • Total pages : 456
  • ISBN : 0128016507
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Summary : Learn the art and science of predictive analytics — techniques that get results Predictive analytics is what translates big data into meaningful, usable business information. Written by a leading expert in the field, this guide examines the science of the underlying algorithms as well as the principles and best practices that ...

Data Preparation for Data Mining

Data Preparation for Data Mining
  • Author : Dorian Pyle
  • Publisher : Morgan Kaufmann
  • Release Date : 1999-04-05
  • Total pages : 540
  • ISBN : 0128016507
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Summary : This book focuses on the importance of clean, well-structured data as the first step to successful data mining. It shows how data should be prepared prior to mining in order to maximize mining performance....

Predictive Analytics

Predictive Analytics
  • Author : Dursun Delen
  • Publisher : Unknown
  • Release Date : 2020
  • Total pages : 410
  • ISBN : 0128016507
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Summary : Using predictive analytics techniques, decision-makers can uncover hidden patterns and correlations in their data, and leverage this insight to improve a wide range of business decisions. In Predictive Analytics: Data Mining, Machine Learning and Data Science for Practitioners , Dr. Dursun Delen illuminates state-of-the-art best practices for predictive analytics for both ...

Handbook of Statistical Analysis and Data Mining Applications

Handbook of Statistical Analysis and Data Mining Applications
  • Author : Robert Nisbet,Gary Miner,Ken Yale
  • Publisher : Elsevier
  • Release Date : 2017-11-09
  • Total pages : 822
  • ISBN : 0128016507
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Summary : Handbook of Statistical Analysis and Data Mining Applications, Second Edition, is a comprehensive professional reference book that guides business analysts, scientists, engineers and researchers, both academic and industrial, through all stages of data analysis, model building and implementation. The handbook helps users discern technical and business problems, understand the strengths ...