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 : 4/5 from 21 reviews
GET THIS BOOKPredictive Analytics and Data Mining


Read or download book entitled Predictive Analytics and Data Mining written by Vijay Kotu which was release on 27 November 2014, this book published by Morgan Kaufmann. Available in PDF, EPUB and Kindle Format. Book excerpt: 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
GET BOOK

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 ...

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
GET BOOK

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

Predictive Analytics
  • Author : Dursun Delen
  • Publisher : FT Press Analytics
  • Release Date : 2020-10-30
  • Total pages : 350
  • ISBN : 0128016507
GET BOOK

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. ...

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
GET BOOK

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....

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
GET BOOK

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
  • Publisher : John Wiley & Sons
  • Release Date : 2015-03-16
  • Total pages : 824
  • ISBN : 0128016507
GET BOOK

Summary : Learn methods of data analysis and their application to real-world data sets This updated second edition serves as an introduction to data mining methods and models, including association rules, clustering, neural networks, logistic regression, and multivariate analysis. The authors apply a unified “white box” approach to data mining methods and ...

Applied Predictive Analytics

Applied Predictive Analytics
  • Author : Dean Abbott
  • Publisher : John Wiley & Sons
  • Release Date : 2014-03-31
  • Total pages : 456
  • ISBN : 0128016507
GET BOOK

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 ...

Predictive Analytics For Dummies

Predictive Analytics For Dummies
  • Author : Dr. Anasse Bari,Dr. Mohamed Chaouchi,Dr. Tommy Jung
  • Publisher : John Wiley & Sons
  • Release Date : 2016-09-16
  • Total pages : 456
  • ISBN : 0128016507
GET BOOK

Summary : Use Big Data and technology to uncover real-world insights You don't need a time machine to predict the future. All it takes is a little knowledge and know-how, and Predictive Analytics For Dummies gets you there fast. With the help of this friendly guide, you'll discover the core of predictive ...

Commercial Data Mining

Commercial Data Mining
  • Author : David Nettleton
  • Publisher : Elsevier
  • Release Date : 2014-01-29
  • Total pages : 304
  • ISBN : 0128016507
GET BOOK

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 ...

Data Mining for Business Analytics

Data Mining for Business Analytics
  • Author : Galit Shmueli,Peter C. Bruce,Nitin R. Patel
  • Publisher : John Wiley & Sons
  • Release Date : 2016-04-22
  • Total pages : 560
  • ISBN : 0128016507
GET BOOK

Summary : Data Mining for Business Analytics: Concepts, Techniques, and Applications in XLMiner®, Third Edition presents an applied approach to data mining and predictive analytics with clear exposition, hands-on exercises, and real-life case studies. Readers will work with all of the standard data mining methods using the Microsoft® Office Excel® add-in XLMiner® ...

Predictive Analytics and Data Mining

Predictive Analytics and Data Mining
  • Author : Charles Elkan
  • Publisher : Unknown
  • Release Date : 2013
  • Total pages : 212
  • ISBN : 0128016507
GET BOOK

Summary : Download or read online Predictive Analytics and Data Mining written by Charles Elkan, published by which was released on 2013. Get Predictive Analytics and Data Mining Books now! Available in PDF, ePub and Kindle....

Predictive Data Mining Models

Predictive Data Mining Models
  • Author : David L. Olson,Desheng Wu
  • Publisher : Springer
  • Release Date : 2019-08-07
  • Total pages : 125
  • ISBN : 0128016507
GET BOOK

Summary : This book provides an overview of predictive methods demonstrated by open source software modeling with Rattle (R’) and WEKA. 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. ...

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
GET BOOK

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 ...

Predictive Analytics

Predictive Analytics
  • Author : Eric Siegel
  • Publisher : John Wiley & Sons
  • Release Date : 2013-02-19
  • Total pages : 302
  • ISBN : 0128016507
GET BOOK

Summary : Mesmerizing & fascinating. . . The Seattle Post–Intelligencer The Freakonomics of big data. Stein Kretsinger, founding executive of Advertising.com ∗∗∗Winner of the Nonfiction Book and Small Business Book Awards∗∗∗ ∗∗Used in courses at more than 30 universities∗∗ ∗Translated into 9 languages∗ An introduction for everyone In this rich, fascinating surprisingly accessible introduction, leading ...

Predictive Analytics

Predictive Analytics
  • Author : Richard Hurley
  • Publisher : Unknown
  • Release Date : 2020-01-19
  • Total pages : 98
  • ISBN : 0128016507
GET BOOK

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....