This IBM® Redbooks® publication helps you with planning, installation, and configuration of the new IBM Linear Tape File System™ (LTFS) Enterprise Edition (EE) V1R1 for the IBM System Storage® TS3500 Tape Library. LTFS EE is designed to enable the use of LTFS for the policy management of tape as a storage tier in an IBM general parallel file system-based (IBM GPFS™) environment and helps encourage the use of tape as a critical tier in the storage environment. LTFS EE can run any application that is designed for disk files on tape. LTFS EE supports IBM Linear Tape-Open (LTO) Ultrium 6 and 5 tape drives, and IBM System Storage TS1140 Tape Drives that are installed in TS3500 tape libraries. LTFS EE can play a major role in reducing the cost of storage for data that does not need the access performance of primary disk. The use of LTFS EE to replace disks with tape in Tier 2 and Tier 3 storage can improve data access over other storage solutions because it improves efficiency and streamlines management for files on tape. LTFS EE simplifies the use of tape by making it transparent to the user and manageable by the administrator under a single infrastructure. This publication is intended for anyone who wants to understand more about LTFS EE planning and implementation. This book is suitable for IBM clients, IBM Business Partners, IBM specialist sales representatives, and technical specialists.

"Data is here, it's growing, and it's powerful." Author Cathy O'Neil argues that the right approach to data is skeptical, not cynical––it understands that, while powerful, data science tools often fail. Data is nuanced, and "a really excellent skeptic puts the term 'science' into 'data science.'" The big data revolution shouldn't be dismissed as hype, but current data science tools and models shouldn't be hailed as the end-all-be-all, either.

The IBM® DB2® Analytics Accelerator Version 3.1 for IBM z/OS® (simply called Accelerator in this book) is a union of the IBM System z® quality of service and IBM Netezza® technology to accelerate complex queries in a DB2 for z/OS highly secure and available environment. Superior performance and scalability with rapid appliance deployment provide an ideal solution for complex analysis. In this IBM Redbooks® publication, we provide technical decision-makers with a broad understanding of the benefits of Version 3.1 of the Accelerator's major new functions. We describe their installation and the advantages to existing analytical processes as measured in our test environment. We also describe the IBM zEnterprise® Analytics System 9700, a hybrid System z solution offering that is surrounded by a complete set of optional packs to enable customers to custom tailor the system to their unique needs..

Oracle Goldengate 11g Complete Cookbook is a detailed practical guide for mastering the setup and administration of Oracle Goldengate 11g. This book will walk you through Oracle Goldengate's features, from installation basics to advanced operations like cross-platform replication, enabling you to effectively manage database replication environments. What this Book will help me do Learn to configure DML and DDL replications using Oracle Goldengate effectively. Acquire skills to troubleshoot, monitor, and optimize Oracle Goldengate replication processes. Understand cross-platform replication setups and solutions for high availability environments. Master the use of OEM 12c for monitoring and managing Oracle Goldengate replication. Develop expertise in resolving replication conflicts and reverse-engineering changes applied through Goldengate. Author(s) Ankur Gupta is an experienced database administrator with years of practice optimizing Oracle database systems. His extensive experience with Oracle Goldengate has equipped him with the expertise to deliver practical guidelines and actionable insights. Through this work, he aims to simplify complex tasks, enabling readers to confidently handle Oracle Goldengate implementations. Who is it for? This book is designed for database administrators, system architects, and middleware administrators who work or plan to work with Oracle Goldengate 11g. It caters to professionals involved in managing replication tasks on a daily basis or setting up Oracle Goldengate for migrations. A foundational understanding of Oracle database operations is recommended to fully benefit from this book.

This book, 'Instant Apache Camel Messaging System,' focuses on using the Apache Camel framework to solve integration challenges between applications and systems. By working through practical examples, you'll learn to set up, develop, and configure efficient data flows using Camel. What this Book will help me do Effectively integrate Apache Camel into your application. Develop applications using unit tests, mocks, and test-first approaches. Configure Camel applications with the Spring Framework. Implement POJO beans in your Camel configurations for flexible workflows. Utilize modern Java DSL within Camel for an optimized integration experience. Author(s) Evgeniy Sharapov is an experienced software developer with a deep understanding of integration frameworks. His professional expertise encompasses Apache Camel and Java-based solutions. Evgeniy's writing style is focused and practical, delivering essential knowledge to developers. Who is it for? This book is best suited for Java developers who want a clear pathway to using Apache Camel. Whether you're tackling an integration project or learning Camel for the first time, this guide is structured to meet your needs. Beginners to Camel will feel supported, while those experienced in integration can solidify their foundation. Readers should be familiar with Java development and seek to learn practical integration methodologies.

The book summarizes theory and applications of data-driven model-free adaptive control (MFAC) which is different from the traditional adaptive control. The traditional unmodeled dynamics do not exist in MFAC framework. In addition, MFAC is suitable for many practical applications since it is easily implemented and has strong robustness. By reading this book, readers become familiar with MFAC in a short time, and can quickly carry out their independent research and applications.

If you know how to program with Python, and know a little about probability, you’re ready to tackle Bayesian statistics. This book shows you how to use Python code instead of math to help you learn Bayesian fundamentals. Once you get the math out of the way, you’ll be able to apply these techniques to real-world problems.

Learn the secrets to using analytics to grow your business Analytics continues to trend as one of the hottest topics in the business community today. With ever-growing amounts of business data and evolving performance management/business intelligence architectures, how well your business does analyzing its data will differentiate you from your competition. Killer Analytics explores how you can use the muscle of analytics to measure new business elements. Author Mark Brown introduces 20 new metrics that can drive competitive advantage for your business, including social networks, sustainability, culture, innovation, employee satisfaction, and other key business elements. Shows organizations how to use analytics to measure key elements of business performance not traditionally measured Introduces 20 new metrics that drive competitive advantage Reveals how to measure social networking, sustainability, innovation, culture, and more Aside from the science and process of analytics, businesses need to think outside the box in terms of what they are measuring and how new analytical tools can be used to measure business elements such as innovation or sustainability. Opening the doors to a powerful new way of measuring your business, Killer Analytics saves you a small fortune on consultants with dynamic, forward-thinking advice for making the most of every component of your business.

The go-to guidebook for deploying Big Data solutions with Hadoop Today's enterprise architects need to understand how the Hadoop frameworks and APIs fit together, and how they can be integrated to deliver real-world solutions. This book is a practical, detailed guide to building and implementing those solutions, with code-level instruction in the popular Wrox tradition. It covers storing data with HDFS and Hbase, processing data with MapReduce, and automating data processing with Oozie. Hadoop security, running Hadoop with Amazon Web Services, best practices, and automating Hadoop processes in real time are also covered in depth. With in-depth code examples in Java and XML and the latest on recent additions to the Hadoop ecosystem, this complete resource also covers the use of APIs, exposing their inner workings and allowing architects and developers to better leverage and customize them. The ultimate guide for developers, designers, and architects who need to build and deploy Hadoop applications Covers storing and processing data with various technologies, automating data processing, Hadoop security, and delivering real-time solutions Includes detailed, real-world examples and code-level guidelines Explains when, why, and how to use these tools effectively Written by a team of Hadoop experts in the programmer-to-programmer Wrox style Professional Hadoop Solutions is the reference enterprise architects and developers need to maximize the power of Hadoop.

"Oracle SOA Governance 11g Implementation" is a comprehensive guide to understanding and deploying service-oriented architecture (SOA) governance using Oracle SOA Governance Suite 11g. Through practical examples and real-world use cases, this book explores the principles and practices of implementing effective SOA governance to achieve robust and efficient service management. What this Book will help me do Understand and assess your organization's SOA maturity and identify governance challenges to address them strategically. Learn the implementation of Oracle Enterprise Repository and Oracle Service Registry to handle design-time and runtime governance requirements. Discover best practices for deploying Oracle Service Registry and leveraging its integration with Oracle Enterprise Repository. Gain insights into runtime governance using tools like Oracle Enterprise Manager and Web Service Manager. Understand how to extend Oracle SOA Governance to manage and govern Oracle Application Integration Architecture implementations. Author(s) Luis Weir is an experienced SOA expert and enterprise architect who has spent years implementing Oracle SOA governance solutions for diverse organizations. With a rich background in SOA practices and enterprise architectures, he combines practical experience with a clear and structured writing style to offer actionable insights. Through his work, he aims to empower readers with tools to advance their SOA governance skills. Who is it for? This book is tailored for enterprise architects, SOA consultants, and technical leads who need to implement or enhance SOA governance within their organizations. It is particularly valuable for those familiar with Oracle SOA Suite 11g but also accommodates readers new to its governance tools. If your goal is to establish effective SOA governance mechanisms, this book provides the guidance required.

IBM® Flex System™ products are ideally suited for data center environments that require flexible, cost-effective, secure, and energy-efficient hardware. IBM Flex System V7000 Storage Node is the latest addition to the IBM Flex Systems product family and is a modular storage system designed to fit into the IBM Flex System Enterprise chassis. When purchased in the IBM PureFlex™ configurations, IBM Flex System V7000 Storage Node is configured from the factory into the hardware solution purchased. If, however, the configuration wanted is not offered in the predefined offerings, then a "Build to Order" configuration is designed to meet your needs. IBM Flex System V7000 Storage Node includes the capability to virtualize its own internal storage in the same manner as the IBM Storwize® V7000 does. It is designed to be a scalable internal storage system to support the compute nodes of the IBM Flex System environment. This IBM Redbooks® publication introduces the features and functions of IBM Flex System V7000 Storage Node through several examples. This book is aimed at pre-sales and post-sales technical support and marketing personnel and storage administrators. It can help you understand the architecture of IBM Flex System V7000 Storage Node, how to implement it, and how to take advantage of the industry leading functions and features.

In this IBM® Redbooks® publication, we describe recommendations based on an IBM b-type storage area network (SAN) environment that is utilizing VMware vSphere ESXi. We describe the hardware and software and the unique features that they bring to the marketplace. We then highlight those features and how they apply to the SAN environment, and the best practices for ensuring that you get the best out of your SAN. For background reading, we recommend the following Redbooks publications: - Introduction to Storage Area Networks and System Networking, SG24-5470 - IBM System Storage SAN Volume Controller Best Practices and Performance Guidelines, SG24-7521 - IBM System Storage SAN Volume Controller and Storwize V7000 Replication Family Services, SG24-7574 - Implementing the IBM System Storage SAN Volume Controller V6.3, SG24-7933 - IBM SAN Volume Controller Stretched Cluster with PowerVM and PowerHA, SG24-8142 - Implementing the IBM SAN Volume Controller and FlashSystem 820, SG24-8172 - IBM System Storage DS8000 Copy Services for Open Systems, SG24-6788 - IBM System Storage DS8000: Host Attachment and Interoperability, SG24-8887 This book is aimed at pre- and post-sales support, system administrators, and storage administrators.

Learn how to perform data analysis with the R language and software environment, even if you have little or no programming experience. With the tutorials in this hands-on guide, youâ??ll learn how to use the essential R tools you need to know to analyze data, including data types and programming concepts. The second half of Learning R shows you real data analysis in action by covering everything from importing data to publishing your results. Each chapter in the book includes a quiz on what youâ??ve learned, and concludes with exercises, most of which involve writing R code. Write a simple R program, and discover what the language can do Use data types such as vectors, arrays, lists, data frames, and strings Execute code conditionally or repeatedly with branches and loops Apply R add-on packages, and package your own work for others Learn how to clean data you import from a variety of sources Understand data through visualization and summary statistics Use statistical models to pass quantitative judgments about data and make predictions Learn what to do when things go wrong while writing data analysis code

This IBM® Redbooks® publication describes IBM DB2® SQL compatibility features. The latest version of DB2 includes extensive native support for the PL/SQL procedural language, new data types, scalar functions, improved concurrency, built-in packages, OCI, SQL*Plus, and more. These features can help with developing applications that run on both DB2 and Oracle and can help simplify the process of moving from Oracle to DB2. In addition, IBM now provides tools to simplify the enablement process, such as the highly scalable IBM Data Movement Tool for moving schema and data into DB2, and an Editor and Profiler for PL/SQL provided by the IBM Data Studio tool suite. This Oracle to DB2 migration guide describes new technology, preferred practices for moving to DB2, and common scenarios that can help you as you move from Oracle to DB2. This book is intended for IT architects and developers who are converting from Oracle to DB2. DB2 compatibility with Oracle is provided through native support. The new capabilities in DB2 that provide compatibility are implemented at the lowest and most intimate levels of the database kernel, as though they were originally engineered for DB2. means that the DB2 implementation is done without the aid of an emulation layer. This intimacy leads to the scalable implementation that DB2 offers, providing identical performance between DB2 compatibility features and DB2 other language elements. For example, DB2 runs SQL PL at the same performance as PL/SQL implementations of the same function.

This IBM® Redbooks® publication explains how IBM Cognos® Business Intelligence (BI) administrators, authors, modelers, and power users can use the dynamic query layer effectively. It provides guidance for determining which technology within the dynamic query layer can best satisfy your business requirements. Administrators can learn how to tune the query service effectively and preferred practices for managing their business intelligence content. This book includes information about metadata modeling of relational data sources with IBM Cognos Framework Manager. It includes considerations that can help you author high-performing applications that satisfy analytical requirements of users. This book provides guidance for troubleshooting issues related to the dynamic query layer of Cognos BI.

Using OpenRefine provides a comprehensive guide to managing and cleaning large datasets efficiently. By following a practical, recipe-based approach, this book ensures readers can quickly master OpenRefine's features to enhance their data handling skills. Whether dealing with transformations, entity recognition, or dataset linking, you'll gain the tools to make your data work for you. What this Book will help me do Import and structure various formats of data for seamless processing. Apply both basic and advanced transformations to optimize data quality. Utilize regular expressions for sophisticated filtering and partitioning. Perform named-entity extraction and advanced reconciliation tasks. Master the General Refine Expression Language for powerful data operations. Author(s) The author is an experienced data analyst and educator, specializing in data preparation and transformation for real-world applications. Their approach combines a thorough technical understanding with an accessible teaching style, ensuring that complex concepts are easy to grasp. Who is it for? This book is crafted for anyone working with large datasets, from novices learning to handle and clean data to experienced practitioners seeking advanced techniques. If you aim to improve your data management skills or deliver quality insights from messy data, this book is for you.

Discovering JMP 11 provides a basic introduction to using JMP. For new users of JMP, this is a great place to start. The book also includes details about importing your data into JMP, analyzing the data, and sharing the results.

In today's 24 x 7 world, there is likely not a business on this planet, IBM® Smarter Planet® or not, that finds that their storage requirements are growing too fast and demand is starting to outpace supply. Not only this, but in this cost-conscious environment of today, the costs of managing this growth are likely to be eating into the IT budget. One way to make better use of existing storage without adding more complexity to the infrastructure is the IBM System Storage® SAN Volume Controller (SVC). For many years now this has helped business become more flexible, agile, and introduced an extremely efficient storage environment. SAN Volume Controller is designed to deliver the benefits of storage virtualization in environments from large enterprises to small businesses and midmarket companies. Virtualizing storage with SAN Volume Controller helps make new and existing storage more effective. SAN Volume Controller includes many functions that are traditionally deployed separately in disk systems. By including these in a virtualization system, SAN Volume Controller standardizes functions across virtualized storage for greater flexibility and potentially lower costs. Now, with IBM FlashSystem™ storage, SAN Volume Controller is enabled to extend its reach and benefit all virtualized storage. For example, IBM Easy Tier® optimizes use of flash storage. And IBM Real-time Compression™ enhances efficiency even further by enabling the storage of up to five times as much active primary data in the same physical disk space. In this IBM Redbooks® publication, we show how to integrate the IBM FlashSystem 820 to provide storage to the SAN Volume Controller, and show how they are designed to operate seamlessly together, reducing management effort. In this book, which is aimed at pre- and post-sales support, storage administrators, and people that want to get an overview of this new and exciting technology, we show the steps required to implement the IBM FlashSystem 820 in an existing SAN Volume Controller environment. We also highlight some of the new features in SAN Volume Controller that increase performance. If you are not already familiar with the SAN Volume Controller, it is beneficial to read the following IBM Redbooks publications: - Implementing the IBM System Storage SAN Volume Controller V6.3, SG24-7933 - Implementing the IBM Storwize V7000 V6.3, SG24-7938 - Real-time Compression in SAN Volume Controller and Storwize V7000, REDP-4859 - IBM SAN Volume Controller and IBM FlashSystem 820: Best Practices and Performance Capabilities, REDP-5027 - IBM FlashSystem 710 and IBM FlashSystem 810, TIPS1002 - IBM FlashSystem 720 and IBM FlashSystem 820, TIPS1003 - Flash or SSD: Why and When to Use IBM FlashSystem, REDP-5020

JMP 11 Basic Analysis covers the initial types of analyses that you often perform in JMP, such as univariate, bivariate, and oneway analyses. Creating tables of summary statistics with the Tabulate platform is included along with approximating sampling distributions using bootstrapping.

JMP 11 Consumer Research focuses on analyses that help users observe and predict subject's behavior, particularly those in the market research field. The Uplift platform predicts consumer behavior based on shifts in marketing efforts. Learn how to tabulate and summarize categorical responses with the Categorical platform. Factor Analysis rotates principal components to help identify which directions have the most variation among the variables. The book also covers Item Analysis, a method for identifying latent traits that might affect an individual's choices. And read about the Choice platform, which market researchers use to estimate probability in consumer spending.