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O'Reilly Data Science Books

2013-08-09 – 2026-02-25 Oreilly Visit website ↗

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Collection of O'Reilly books on Data Science.

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Decision Trees for Analytics Using SAS Enterprise Miner

Decision Trees for Analytics Using SAS Enterprise Miner is the most comprehensive treatment of decision tree theory, use, and applications available in one easy-to-access place. This book illustrates the application and operation of decision trees in business intelligence, data mining, business analytics, prediction, and knowledge discovery. It explains in detail the use of decision trees as a data mining technique and how this technique complements and supplements data mining approaches such as regression, as well as other business intelligence applications that incorporate tabular reports, OLAP, or multidimensional cubes.

An expanded and enhanced release of Decision Trees for Business Intelligence and Data Mining Using SAS Enterprise Miner, this book adds up-to-date treatments of boosting and high-performance forest approaches and rule induction. There is a dedicated section on the most recent findings related to bias reduction in variable selection. It provides an exhaustive treatment of the end-to-end process of decision tree construction and the respective considerations and algorithms, and it includes discussions of key issues in decision tree practice.

Analysts who have an introductory understanding of data mining and who are looking for a more advanced, in-depth look at the theory and methods of a decision tree approach to business intelligence and data mining will benefit from this book.

This book is part of the SAS Press program.

QlikView for Developers Cookbook

"QlikView for Developers Cookbook" empowers you to elevate your QlikView development skills beyond the introductory level. Through practical recipes, this book provides hands-on exercises covering topics like advanced visualizations, data modeling challenges, and script writing. This is an ideal resource for developers looking to master QlikView's functionalities and apply advanced techniques. What this Book will help me do Master techniques for creating advanced visualizations in QlikView. Improve your applications by applying best practices in data modeling. Learn to script and automate tasks effectively within QlikView. Enhance performance optimization to deliver faster QlikView applications. Implement robust security measures for your QlikView solutions. Author(s) Stephen Redmond is a seasoned QlikView developer with over seven years of experience in designing and implementing business intelligence solutions. His expertise encompasses advanced scripting, data modeling, and visualization techniques, making him an authority on QlikView development. Stephen's hands-on approach in teaching helps practitioners achieve excellence in their use of QlikView. Who is it for? This book is tailored for individuals with a foundational knowledge of QlikView who want to advance their skills. Whether you're a developer at a QlikView customer, partner, or QlikView itself, or someone aiming to become an expert in QlikView development, this book is crafted for you. It assumes you have a basic understanding and are eager to solve complex problems and create advanced solutions.

IBM Cognos 10 Framework Manager

"IBM Cognos 10 Framework Manager" is your complete guide to mastering the key features of IBM Cognos Framework Manager for robust data modeling. By following practical, step-by-step lessons enhanced with expert tips, you'll progress from handling imported data to developing dynamic, user-friendly data models optimized for Business Intelligence reporting. What this Book will help me do Import and model relational data effectively to support diverse reporting needs. Create organized, well-structured reporting packages for easy data access and usage. Utilize parameters and parameter reports to enable dynamic and adaptable reporting solutions. Manage models in multi-user environments, fostering collaboration and enhanced functionality. Leverage the Model Design Accelerator to quickly develop well-designed initial data models. Author(s) Terence Phillip Curran has extensive experience in data modeling and IBM Cognos technology. Through his practical expertise and hands-on teaching methods, he has become a trusted source of guidance in the field. In this book, Curran combines his practical knowledge with clear explanations to help users fully utilize IBM Cognos Framework Manager. Who is it for? This book serves developers interested in using IBM Cognos Framework Manager to build and optimize data models. If you're new to the tool, you'll benefit from its thorough and accessible approach to learning. For experienced users, it offers advanced techniques and tips to improve and streamline your modeling efforts. Whether you're preparing reporting packages or building multi-user collaborative models, this book provides the practical guidance you need.

Simulating Data with SAS

Data simulation is a fundamental technique in statistical programming and research. Rick Wicklin's Simulating Data with SAS brings together the most useful algorithms and the best programming techniques for efficient data simulation in an accessible how-to book for practicing statisticians and statistical programmers.

This book discusses in detail how to simulate data from common univariate and multivariate distributions, and how to use simulation to evaluate statistical techniques. It also covers simulating correlated data, data for regression models, spatial data, and data with given moments. It provides tips and techniques for beginning programmers, and offers libraries of functions for advanced practitioners.

As the first book devoted to simulating data across a range of statistical applications, Simulating Data with SAS is an essential tool for programmers, analysts, researchers, and students who use SAS software.

This book is part of the SAS Press program.

JMP for Basic Univariate and Multivariate Statistics, 2nd Edition

JMP Start Statistics: A Guide to Statistics and Data Analysis Using JMP, Fifth Edition, is the perfect mix of software manual and statistics text. Authors John Sall, Ann Lehman, Mia Stephens, and Lee Creighton provide hands-on tutorials with just the right amount of conceptual and motivational material to illustrate how to use the intuitive interface for data analysis in JMP. Each chapter features concept-specific tutorials, examples, brief reviews of concepts, step-by-step illustrations, and exercises.

JMP Start Statistics, Fifth Edition, includes many new features of JMP 10, including an enhanced ability to manage a JMP session by easily tracking open and recently opened JMP tables; scripts, analyses, JMP projects, and other files; vastly expanded tools for instructors to demonstrate statistical concepts and interactive scripts to help students grasp difficult topics; Split-Plot designs with examples; examples of Graph Builder and Control Chart Builder; and new features that make the software easier to use.

This book is part of the SAS Press program.

PROC TEMPLATE Made Easy

This straightforward guide to PROC TEMPLATE shows you how to build your own custom styles and tables in SAS. You'll learn how to create new styles to match your organization's standards or simply to increase your report's aesthetic potential build custom tables with complex structures and traffic lighting to make them easier to read and interpret manage your templates and share them with other SAS users

Written for all levels of users, PROC TEMPLATE Made Easy guides you through the process of writing templates. Beginners will benefit from learning how to do so from the ground up. Intermediate and advanced users will learn the more complex features of PROC TEMPLATE as well as how to use styles in the Base SAS reporting procedures. This book explains how PROC TEMPLATE saves templates and teaches you how to create shareable template stores, allowing you to customize your working environment. The visual appendixes of all style attributes and graph colors serve as an essential reference for anyone using PROC TEMPLATE.

PROC TEMPLATE allows you to take advantage of all that the Output Delivery System has to offer, and PROC TEMPLATE Made Easy teaches you how.

This book is part of the SAS Press program.

Microsoft Excel 2013: Building Data Models with PowerPivot

Your guide to quickly turn data into results. Transform your skills, data, and business—and create your own BI solutions using software you already know and love: Microsoft Excel. Two business intelligence (BI) experts take you inside PowerPivot functionality for Excel® 2013, with a focus on real world scenarios, problem-solving, and data modeling. You'll learn how to quickly turn mass quantities of data into meaningful information and on-the-job results—no programming required! Understand the differences between PowerPivot for Self Service BI and SQL Server Analysis Services for Corporate BI Extend your existing data-analysis skills to create your own BI solutions Quickly manipulate large data sets, often in millions of rows Perform simple-to-sophisticated calculations and what-if analysis Create complex reporting systems with data modeling and Data Analysis Expressions Share your results effortlessly across your organization using Microsoft SharePoint®

A Step-by-Step Approach to Using SAS for Factor Analysis and Structural Equation Modeling, Second Edition, 2nd Edition

This easy-to-understand guide makes SEM accessible to all users. This second edition contains new material on sample-size estimation for path analysis and structural equation modeling. In a single user-friendly volume, students and researchers will find all the information they need in order to master SAS basics before moving on to factor analysis, path analysis, and other advanced statistical procedures.

SAS Server Pages

SAS Server Pages have been used by SAS developers as a way of creating custom user interfaces for Web-based applications. This enhanced book offers information on how to create SAS Server Pages using the SAS 9.3 experimental procedure PROC STREAM, providing users with a foundation technology that greatly expands the capabilities of SAS for dynamic and rich content generation. By combining PROC STREAM and the Macro facility, SAS can now more easily generate any type of markup or text-based content such as HTML, XML, and CSV.

Exclusively available in electronic format, this book provides more extensive and flexible ways to develop applications using video examples of a wide range of PROC STREAM and SAS Server Pages techniques, including both Web applications and Base SAS implementations. Users can see results immediately and can access additional content and information online through embedded links. It also offers basic how-to documentation on PROC STREAM and an overview of a Portal Reporting Framework that illustrates creating custom user interfaces for stored processes within the SAS Portal.

Ideal for SAS programmers who have some knowledge of the Macro facility as well as BI users, SAS Server Pages: Generating Dynamic Content removes the difficulties associated with HTML-based content creation while providing a resource on using PROC STREAM in a dynamic, enhanced format.

Carpenter's Complete Guide to the SAS REPORT Procedure

Art Carpenter demystifies the powerful REPORT procedure and shows you how to incorporate this highly flexible and customizable procedure into your SAS reporting programs. Combining his years of SAS experience with a talent for instruction, Art offers clear and comprehensive coverage that demonstrates how valuable this procedure is for both summarizing and displaying data. Illustrated with more than two hundred examples and sample exercises to reinforce your learning, Carpenter's Complete Guide to the SAS REPORT Procedure provides you with information that you can put to immediate use. The text is divided into three distinct sections. Part 1 introduces you to PROC REPORT, showing you how it works and "thinks." This section is designed to be read linearly by users who are unfamiliar with the procedure. Part 2 is a collection of increasingly more complex examples that feature advanced options and capabilities. It also introduces the relationship between PROC REPORT and the Output Delivery System (ODS). Part 3 incorporates the options and statements described in Parts 1 and 2 into a series of examples that highlight many of the extended capabilities of PROC REPORT. Included in this section is a discussion of a few ODS statements and options that might be useful to a PROC REPORT programmer, plus an in-depth look at the PROC REPORT process itself, especially as it relates to the execution of compute blocks. Art's author page at support.sas.com/carpenter includes the following bonus material: example SAS data sets, example results, and a compilation of nearly 100 related conference papers. This book is part of the SAS Press program.

Excel 2013 Pivot Table Data Crunching

CRUNCH ANY DATA, FROM ANY SOURCE, QUICKLY AND EASILY, WITH EXCEL 2013 PIVOT TABLES! Use Excel 2013 pivot tables and pivot charts to produce powerful, dynamic reports in minutes instead of hours… understand exactly what’s going on in your business… take control, and stay in control! Even if you’ve never created a pivot table before, this book will help you leverage all their amazing flexibility and analytical power. In just the first seven chapters, you learn how to generate complex pivot reports complete with drill-down capabilities and accompanying charts. Then, you go even further, discovering how to build a comprehensive, dynamic pivot table reporting system for any business task or function. Learning advanced pivot table and pivot chart techniques for Excel 2013 or the newest Office 365 has never been easier. You’ll find simple, step-by-step instructions, real-world case studies, even complete, easy recipes for solving your most common business analysis problems. • Create, customize, and change your pivot tables and pivot charts • Transform gigantic data sets into crystal-clear summary reports • Summarize and analyze data even faster with new Excel 2013 recommended pivot tables • Instantly highlight your most (and least) profitable customers, products, or regions • Quickly filter pivot tables using slicers • Use dynamic dashboards using Power View to see exactly where your business stands right now • Revamp analyses on the fly by simply dragging and dropping fields • Build dynamic self-service reporting systems your entire team can use • Use PowerPivot or the Data Model to create pivot tables from multiple data sources and worksheets • Work with and analyze OLAP data, and much more About MrExcel Library: Every book in the MrExcel Library pinpoints a specific set of crucial Excel tasks and presents focused skills and examples for performing them rapidly and effectively. Selected by Bill Jelen, Microsoft Excel MVP and mastermind behind the leading Excel solutions website MrExcel.com, these • Dramatically increase your productivity—saving you 50 hours a year or more • Present proven, creative strategies for solving real-world problems • Show you how to get great results, no matter how much data you have • Help you avoid critical mistakes that even experienced users make CATEGORY: Spreadsheets COVERS: Microsoft Office Excel 2013

Custom Tasks for SAS Enterprise Guide Using Microsoft .NET
Have you ever used SAS Enterprise Guide and found yourself wishing that it had that one specific feature, something that you know would make it the perfect tool for your work or industry? You don't have to settle for just the "out of the box" features; you can add your own capabilities with SAS custom tasks!

Chris Hemedinger's new book takes you step-by-step through the process of creating custom tasks for use in SAS Enterprise Guide and SAS Add-In for Microsoft Office. Using standard off-the-shelf development tools for Microsoft .NET, you'll learn how you can hook in your custom processes and make them available to a wide range of SAS users. In the first part of the book, you'll learn how to use the development environment and the programming interfaces provided by SAS to create, test, and deploy new custom tasks. You'll learn about the services that the SAS Enterprise Guide framework offers, including data access, the ability to run SAS programs, and integration of your custom results into a SAS Enterprise Guide project.

In the second part of the book, Hemedinger provides a variety of useful, field-tested and ready-to-run examples—complete with C# and Visual Basic .NET source code. Each example highlights different programming techniques that you can apply immediately within your own custom tasks. The book also addresses important aspects of .NET programming, such as debugging, exception handling, threading models, and user interface design.

This book is part of the SAS Press program.

Implementing CDISC Using SAS
For decades researchers and programmers have used SAS to analyze, summarize, and report clinical trial data. Now Chris Holland and Jack Shostak have written the first comprehensive book on applying clinical research data and metadata to the Clinical Data Interchange Standards Consortium (CDISC) standards.

Implementing CDISC Using SAS: An End-to-End Guide is an all-inclusive guide on how to implement and analyze Study Data Tabulation Model (SDTM) and Analysis Data Model (ADaM) data and prepare clinical trial data for regulatory submissions. Topics covered include creating and using metadata, developing conversion specifications, implementing and validating SDTM and ADaM data, determining solutions for legacy data conversions, and preparing data for regulatory submission. The book covers products such as Base SAS, SAS Clinical Data Integration, and the SAS Clinical Standards Toolkit, as well as JMP Clinical.

Anyone dealing with CDISC standards--including SAS or JMP programmers, statisticians, and data managers in the pharmaceutical, biotechnology, or medical device industries--will find the philosophical best practices and implementation examples in this book invaluable.

This book is part of the SAS Press program.

Visual Data Mining: The VisMiner Approach, 2nd Edition

A visual approach to data mining. Data mining has been defined as the search for useful and previously unknown patterns in large datasets, yet when faced with the task of mining a large dataset, it is not always obvious where to start and how to proceed. This book introduces a visual methodology for data mining demonstrating the application of methodology along with a sequence of exercises using VisMiner. VisMiner has been developed by the author and provides a powerful visual data mining tool enabling the reader to see the data that they are working on and to visually evaluate the models created from the data. Key features: Presents visual support for all phases of data mining including dataset preparation. Provides a comprehensive set of non-trivial datasets and problems with accompanying software. Features 3-D visualizations of multi-dimensional datasets. Gives support for spatial data analysis with GIS like features. Describes data mining algorithms with guidance on when and how to use. Accompanied by VisMiner, a visual software tool for data mining, developed specifically to bridge the gap between theory and practice. Visual Data Mining: The VisMiner Approach is designed as a hands-on work book to introduce the methodologies to students in data mining, advanced statistics, and business intelligence courses. This book provides a set of tutorials, exercises, and case studies that support students in learning data mining processes. In praise of the VisMiner approach: "What we discovered among students was that the visualization concepts and tools brought the analysis alive in a way that was broadly understood and could be used to make sound decisions with greater certainty about the outcomes"—Dr. James V. Hansen, J. Owen Cherrington Professor, Marriott School, Brigham Young University, USA "Students learn best when they are able to visualize relationships between data and results during the data mining process. VisMiner is easy to learn and yet offers great visualization capabilities throughout the data mining process. My students liked it very much and so did I." —Dr. Douglas Dean, Assoc. Professor of Information Systems, Marriott School, Brigham Young University, USA

QlikView 11 for Developers

In 'QlikView 11 for Developers', you will learn how to leverage QlikView to create robust, insightful business intelligence applications. By following the case study of HighCloud Airlines, this book offers a practical, step-by-step guide to developing and mastering QlikView to address real-world data analysis needs. What this Book will help me do Build comprehensive QlikView dashboards with advanced techniques. Understand how to create associative data models by integrating different data sources. Design interactive user interfaces to enable insightful analysis. Apply best practices in QlikView scripting to transform and prepare data. Master QlikView's built-in functions for calculations and analyses. Author(s) The authors of 'QlikView 11 for Developers' bring extensive experience in business intelligence and QlikView application development. With backgrounds in software engineering and data visualization, they combine technical rigor with practical insights. Their teaching approach ensures concepts are accessible and actionable for a wide range of learners. Who is it for? This book is ideal for software developers and data analysts who want to harness QlikView to build business intelligence applications. It is tailored for those with a basic understanding of business intelligence looking to deepen their expertise in QlikView. The content is also valuable for power users seeking efficiency through advanced features. Readers will gain practical, hands-on knowledge by following this guide.

The Little SAS® Book: A Primer

A classic that just keeps getting better, The Little SAS Book The fifth edition has been completely updated to reflect the new default output introduced with SAS 9.3. In addition, there is a now a full chapter devoted to ODS Graphics including the SGPLOT and SGPANEL procedures. Other changes include expanded coverage of linguistic sorting and a new section on concatenating macro variables with other text. This title belongs on every SAS programmer's bookshelf. It's a resource not just to get you started, but one you'll return to as you continue to improve your programming skills.

IBM Cognos Dynamic Cubes

IBM® Cognos® Business Intelligence (BI) provides a proven enterprise BI platform with an open data strategy, providing customers with the ability to leverage data from any source, package it into a business model, and make it available to consumers in various interfaces that are tailored to the task. IBM Cognos Dynamic Cubes complements the existing Cognos BI capabilities and continues the tradition of an open data model. It focuses on extending the scalability of the IBM Cognos platform to enable speed-of-thought analytics over terabytes of enterprise data, without having to invest in a new data warehouse appliance. This capability adds a new level of query intelligence so you can unleash the power of your enterprise data warehouse. This IBM Redbooks® publication addresses IBM Cognos Business Intelligence V10.2 and specifically, the IBM Cognos Dynamic Cubes capabilities. This book can help you in the following ways: Understand core features of the Dynamic Cubes capabilities of IBM Cognos BI V10.2 Learn by example with practical scenarios using the IBM Cognos samples

Cody's Collection of Popular SAS Programming Tasks and How to Tackle Them

Cody's Collection of Popular SAS Programming Tasks and How to Tackle Them presents often-used programming tasks that readers can either use as presented or modify to fit their own programs, all in one handy volume. Esteemed author and SAS expert Ron Cody covers such topics as character to numeric conversion, automatic detection of numeric errors, combining summary data with detail data, restructuring a data set, grouping values using several innovative methods, performing an operation on all character or all numeric variables in a SAS data set, and much more! SAS users of all levels interested in improving their programming skills will benefit from this easy-to-follow collection of tasks.

This book is part of the SAS Press program.

SAS Hash Object Programming Made Easy

Hash objects, an efficient look-up tool in the SAS DATA step, are object-oriented programming structures that function differently from traditional SAS language statements. Michele Burlew's SAS Hash Object Programming Made Easy shows readers how to use these powerful features, which they can program to quickly look up and manage data and to conserve computing resources. SAS provides various look-up techniques, and hash objects are among the newest, so therefore many users may not have yet used them. Because the examples presented vary in complexity, SAS Hash Object Programming Made Easy is useful to SAS users of all experience levels, from novice programmer to advanced programmer. Novice programmers can adapt some of the simpler hash programming techniques as they develop their SAS programming skills. This book helps more experienced programmers learn how to take advantage of hash object programming by comparing traditional processing techniques to those that use hash objects. Additionally, users from diverse fields with different requirements can adapt the examples in SAS Hash Object Programming Made Easy to fit their unique situations.

This book is part of the SAS Press program.

Categorical Data Analysis Using SAS, Third Edition, 3rd Edition

Statisticians and researchers will find Categorical Data Analysis Using SAS, Third Edition, by Maura Stokes, Charles Davis, and Gary Koch, to be a useful discussion of categorical data analysis techniques as well as an invaluable aid in applying these methods with SAS. Practical examples from a broad range of applications illustrate the use of the FREQ, LOGISTIC, GENMOD, NPAR1WAY, and CATMOD procedures in a variety of analyses. Topics discussed include assessing association in contingency tables and sets of tables, logistic regression and conditional logistic regression, weighted least squares modeling, repeated measurements analyses, loglinear models, generalized estimating equations, and bioassay analysis.

The third edition updates the use of SAS/STAT software to SAS/STAT 12.1 and incorporates ODS Graphics. Many additional SAS statements and options are employed, and graphs such as effect plots, odds ratio plots, regression diagnostic plots, and agreement plots are discussed. The material has also been revised and reorganized to reflect the evolution of categorical data analysis strategies. Additional techniques include such topics as exact Poisson regression, partial proportional odds models, Newcombe confidence intervals, incidence density ratios, and so on.

This book is part of the SAS Press program.

SAS Encoding

Understanding the basic concepts of character encoding is necessary for creating, manipulating, and rendering any type of character data. An encoding is involved whenever data is brought into SAS from various external sources; whenever data is transferred between SAS applications running different locales or across the network via thin clients; and when output is written to external files, SAS data sets, printers, or Web pages. In each of these cases, something can go wrong. It is the encoder’s responsibility to ensure that the data is stored, processed, and rendered in the correct encoding. Manfred Kiefer's SAS Encoding: Understanding the Details explains the basic concepts of characters, encodings, glyphs, and fonts and gives practical examples of how to troubleshoot encoding problems. Addressed to the beginner as well as to the advanced SAS user, this book can help solve your encoding problems. It provides background information about encodings, shows how they are used with SAS software, and explains typical problems and ways to sort those out. It also presents examples of how to set up SAS software in an international environment.