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This book is about data analytics, including problem definition, data preparation, and data analysis. A variety of techniques (e.g., regression, logistic regression, cluster analysis, neural nets, decision trees, and others) are covered with conceptual background as well as demonstrations of KNIME using each tool.The book uses KNIME, which is a comprehensive, open-source software tool for analytics that does not require coding but instead uses an intuitive drag-and-drop workflow to create a network of connected nodes on an interactive canvas. KNIME workflows provide graphic representations of each step taken in analyses, making the analyses self-documenting. The graphical documentation makes it easy to reproduce analyses, as well as to communicate methods and results to others. Integration with R is also available in KNIME, and several examples using R nodes in a KNIME workflow are demonstrated for special functions and tools not explicitly included in KNIME.
Harness the full potential of Joomla! through this comprehensive take on Joomla! extensions from conception through to releaseKey Features:Discover the complete cycle of extension development from conception to releaseLeverage built-in features such as categories, ACL, and custom fields to enrich your extensionsLearn how to build extensions that integrate with the Joomla! API and the new Joomla! CLIPurchase of the print or Kindle book includes a free PDF eBookBook Description:Joomla! 5 is a groundbreaking CMS that helps you take a significant leap into the world of content management systems. Joomla! 5 features a variety of impressive new features that align with current web standards and enable you to experience lightning-fast performance for optimal web page optimization, leverage the new code architecture, and tap into the WebService API, among others.This book takes you on a journey of extending Joomla's capabilities by developing your own extensions. The chapters not only explain the key concepts behind Joomla's architecture but also equip you with the latest techniques for crafting components and plugins. You'll discover how to leverage existing features within Joomla! to empower your extensions and create tailored solutions. The book takes you from the initial stages of planning your extension development to a fully featured finished product. As you advance, you'll learn invaluable techniques for testing your extension, addressing common issues, and preparing it for publication. The concluding chapters of this comprehensive guide teach you how to test your extension for common issues, along with how to publish the extension for everyone to use.By the end of this book, you'll have the confidence and skills to complete the cycle of extension development.What You Will Learn:Find out how to plan the development of a new extension from scratchUnderstand the basic structure of a Joomla! extensionGet to grips with the Joomla! Forms systemUse Joomla! features effectively to enrich your extensionsDiscover how to add a WebService API to your extensionCreate a Joomla! CLI command for your extensionDevelop a Joomla! Child Template for your projectsTest your extensions before the releaseWho this book is for:This book is for Joomla! developers and web designers who want to extend the functionalities of Joomla! and find innovative ways to customize their content management systems, e-commerce websites, business websites, and more. Basic familiarity with Joomla! will help you get the most out of this book.
Ein kompaktes Nachschlagewerk, geballt mit viel Wissen! Dieser praxisorientierte Kompass liefert Informationen über das gesamte Themenspektrum der Softwareentwicklung: Projektmanagement, Requirements Engineering, Softwarearchitektur, Programmierung und Qualitätssicherung. Ob es sich um ein Projekt im Bereich Web, Desktop, Mobile, IoT oder Machine Learning handelt, On-Premises oder in der Cloud, es finden sich viele Tipps und Tricks für die tägliche Arbeit. Dieses Buch unterstützt Entscheidungsträger bei der Wahl von Hardware, Plattformen, Programmiersprachen, Tools und Librarys. Es hilft weiter bei Fragen zur Sicherheit, zum Monitoring des produktiven Systems und zur Dokumentation. In der Praxis immer wiederkehrende bewährte Muster werden kurz und bündig erklärt. Erfahrungen mit verschiedenen Vorgehensmodellen werden diskutiert, vom Wasserfall bis zu agilen Prozessen. Sowohl Berufseinsteiger als auch erfahrene Professionals finden hier konkrete Lösungsideen für die Herausforderungen im Berufsalltag und Hinweise zu weiterführender Literatur.
This book provides a brief synthesis of the known implementations, opportunities and challenges at the intersection of artificial intelligence (AI) and modern industry beyond the big-four companies that traditionally consume and produce such advanced technology: Facebook, Amazon, Microsoft and Google. With this information, the author also makes some reasonable claims about the role of AI in future industries. The book draws on a broad range of material, including reports from consulting firms, published surveys, academic papers and books, and expert knowledge available to the author due to numerous collaborations in academia and industry on AI. It is rigorous rather than speculative, drawing on known findings and expert summaries, where available. This provides industry leaders and other interested stakeholders with an accessible review of contemporary perspectives on AI's forward-looking role in industry as well as a clarifying guide on the major issues that companies are likely to face as they commence on this exciting path.Examines the likely role of AI in industries of the future, both known and unknownPresents use-cases of AI currently being explored across Big Tech, multi-national corporations and start-upsExplores the regulation of AI and its potential impacts on the workforce
This book constitutes the proceedings of the 16th IFIP Working Conference on the Practice of Enterprise Modeling, PoEM 2023, which took place in Vienna, Austria, during November 28 - December 1, 2023.PoEM offers a forum for sharing experiences and knowledge between the academic community and practitioners from industry and the public sector. This year the theme of the conference is Enterprise Modeling in the Circular Economy.The 12 full papers presented in this volume were carefully reviewed and selected from a total of 34 submissions. They were organized in topical sections named as follows: Enterprise modeling and artificial intelligence; emerging architectures and digital transformation; modeling tools and approaches; and enterprise modeling at work.
Rapidly developing Artificial Intelligence (AI) systems hold tremendous potential to change various domains and exert considerable influence on societies and organizations alike. More than merely a technical discipline, AI requires interaction between various professions. Based on the results of fundamental literature and empirical research, this book addresses the management's awareness of the ethical and moral aspects of AI.It seeks to fill a literature gap and offer the management guidance on tackling Trustworthy AI Implementation (TAII) while also considering ethical dependencies within the company. The TAII Framework introduced here pursues a holistic approach to identifying systemic ethical relationships within the company ecosystem and considers corporate values, business models, and common goods aspects like the Sustainable Development Goals and the Universal Declaration of Human Rights. Further, it provides guidance on the implementation of AI ethics in organisations without requiring a deeper background in philosophy and considers the social impacts outside of the software and data engineering setting. Depending on the respective legal context or area of application, the TAII Framework can be adapted and used with a range of regulations and ethical principles.This book can serve as a case study or self-review for c-level managers and students who are interested in this field. It also offers valuable guidelines and perspectives for policymakers looking to pursue an ethical approach to AI.
Big Data technologies have the potential to revolutionize the agriculture sector, in particular food safety and quality practices. This book is designed to provide a foundational understanding of various applications of Big Data in Food Safety. Big Data requires the use of sophisticated approaches for cleaning, processing and extracting useful information to improve decision-making. The contributed volume reviews some of these approaches and algorithms in the context of real-world food safety studies. Food safety and quality related data are being generated in large volumes and from a variety of sources such as farms, processors, retailers, government organizations, and other industries. The editors have included examples of how big data can be used in the fields of bacteriology, virology and mycology to improve food safety. Additional chapters detail how the big data sources are aggregated and used in food safety and quality areas such as food spoilage and quality deterioration along the supply chain, food supply chain traceability, as well as policy and regulations. The volume also contains solutions to address standardization, data interoperability, and other data governance and data related technical challenges. Furthermore, this volume discusses how the application of machine-learning has successfully improved the speed and/or accuracy of many processes in the food supply chain, and also discusses some of the inherent challenges. Included in this volume as well is a practical example of the digital transformation that happened in Dubai, with a particular emphasis on how data is enabling better decision-making in food safety. To complete this volume, researchers discuss how although big data is and will continue to be a major disruptor in the area of food safety, it also raises some important questions with regards to issues such as security/privacy, data control and data governance, all of which must be carefully considered by governments and law makers.
This book brings together selected papers from the Fourth International Conference on Research in Management and Technovation held in Hanoi, Vietnam, in 2023, with a focus on defining action-based plans around innovation and technology as tools for societal and organizational advancement. Today's business and technology intersections are obvious. Cloud-sharing, scheduling, and virtual conference rooms are some of the few examples. Cutting-edge academic researchers use business and technology every day to navigate volatility, uncertainty, complexity, and ambiguity (VUCA) in the environment, make good judgments, stay ahead of the competition, better their marketing tactics, and create new business initiatives. The research highlighted in this book aims to demonstrate how technology empowers managers, strategists, and researchers to make decisions that are data-driven and effective.
Advance your Apex programming skills to the next level with best practices, proven techniques, and practical code samples with this updated edition along with the most recent advancements in ApexKey FeaturesUnderstand the various integration asynchronous processing options in Apex and how to use them to scale you applicationLearn how to integrate external systems with Apex through both inbound and outbound integrationsProfile and improve the performance of your Apex codeBook DescriptionApplications built on the Salesforce platform are now a key part of many organizations' IT systems, with more complex and integrated solutions being delivered every day. As a Salesforce developer working with Apex, it is important to understand the range and variety of tools at your disposal, how and when to use them, and what the best practices are.This revised second edition includes a complete restructuring and five new chapters filled with detailed content on the latest Salesforce innovations including integrating with DataWeave in Apex, and utilizing Flow and Apex together to build scalable applications with Administrators.This Salesforce book starts with a discussion around common mistakes, debugging, exception handling, and testing. The second section focuses on the different asynchronous Apex programming options to help you build more scalable applications, before the third section focuses on integrations, including working with platform events and developing custom Apex REST web services. Finally, the book finishes with a section dedicated to profiling and improving the performance of your Apex including architecture. With code examples used to facilitate discussion throughout, by the end of the book you will be able to develop robust and scalable applications in Apex with confidence.What you will learnUnderstand common Apex mistakes and how to avoid them through best practicesLearn how to debug Apex code effectivelyDiscover the different asynchronous Apex options, common use cases, and best practicesExtend the capabilities of the Salesforce platform with the power of integrationsParse and manipulate data easily with the use of DataWeave functionsDevelop custom Apex REST services to allow inbound integrationsProfile and improve the performance of your Apex codeWho this book is forDevelopers who have basic to intermediate Apex programming knowledge and are interested in mastering Apex programming while exploring the Salesforce.com platform. This book is also ideal for experienced Java or C# developers who are moving to Apex programming for developing apps on the Salesforce platform. Basic Apex programming knowledge is assumed.Table of ContentsCommon Apex MistakesDebugging ApexTriggers and Managing Trigger ExecutionExceptions and Exception HandlingTesting Apex CodeSecure Apex ProgrammingUtilizing Future MethodsWorking with Batch ApexWorking with Queueable ApexScheduling Apex JobsIntegrating with SalesforceUsing Platform EventsApex and FlowApex REST and Custom Web ServicesOutbound Integrations - RESTOutbound Integrations - SOAPDataWeave in ApexPerformance and the Salesforce Governor LimitsPerformance ProfilingImproving Apex PerformancePerformance and Application Architectures
INTRODUKTION TIL R er til dig, der ønsker et godt arbejdsredskab til statistisk analyse.R er et gratis statistikprogram, som de seneste år er vokset i popularitet blandt erhvervsfolk såvel som forskere og studerende og med god grund: R dækker analysebehovene for nybegyndere og eksperter inden for kvantitativ metode. I bogen lærer du, hvordan du behandler data; du lærer processerne fra foranalyse til regressionsanalyse, og du lærer, hvordan du formidler resultaterne.INTRODUKTION TIL R giver den nødvendige viden for at komme i gang og for at arbejde videre derfra.2. udgave af bogen byder på nyt indhold samt revisioner til alle bogens kapitler. Disse forbedringer giver adgang til de nyeste muligheder i R, så du har de bedste betingelser for at lære og mestre R.Bogen er skrevet af Erik Gahner Larsen, som har en Ph.d. i Statskundskab og er en erfaren underviser i R.
Numerical simulation is a powerful tool used in various fields of science and engineering to model complex systems and predict their behavior. It involves developing mathematical models that describe the behavior of a system and using computer algorithms to solve these models numerically. By doing so, researchers and engineers can study the behavior of a system in detail, which may only be possible with analytical methods. Numerical simulation has many advantages over traditional analytical methods. It allows researchers and engineers to study complex systems¿ behavior in detail and predict their behavior in different scenarios. It also allows for the optimization of systems and the identification of design flaws before they are built. However, numerical simulation has its limitations. It requires significant computational resources, and the accuracy of the results depends on the quality of the mathematical models and the discretization methods used. Nevertheless, numerical simulation remains a valuable tool in many fields and its importance is likely to grow as computational resources become more powerful and widely available. Numerical simulation is widely used in physics, engineering, computer science, and mathematics. In physics, for example, numerical simulation is used to study the behavior of complex systems such as weather patterns, fluid dynamics, and particle interactions. In engineering, it is used to design and optimize systems such as aircraft, cars, and buildings. In computer science, numerical simulation models and optimization algorithms and data structures. In mathematics, it is used to study complex mathematical models and to solve complex equations. This book familiarizes readers with the practical application of the numerical simulation technique to solve complex analytical problems in different industries and sciences.
This book describes the control loop-oriented change management process for implementing a digital business model via the holistic Organization 4.0 MITO configuration management. The content chapter structure of this MITO book with the description of the different transformation design views is based on the higher-level operational control loop principle within the MITO model segments shown in Figure 1. Whereby the management segment (M) is still subdivided on the default side into the process-related management segment and on the feedback side into the fact-related management segment. The MITO business model based on this supplements the 5 model segments with the downstream customer and upstream supplier segments and integrates the hierarchical process level model into the MITO model representation for the conception of the process-oriented target, management and control system.This book is a translation of the original German 1st edition Ganzheitliche Businessmodell-Transformation by Hartmut F. Binner, published by Springer Fachmedien Wiesbaden GmbH, part of Springer Nature in 2020. The translation was done with the help of artificial intelligence (machine translation by the service DeepL.com). A subsequent human revision was done primarily in terms of content, so that the book will read stylistically differently from a conventional translation. Springer Nature works continuously to further the development of tools for the production of books and on the related technologies to support the authors.
This book comprehensively introduces readers to Digital Twins, from the basic concepts, core technologies and technical architecture, to application scenarios and other aspects. Readers will gain a profound understanding of the emerging discipline of Digital Twins. Covering the latest and cutting-edge application technologies of Digital Twins in various fields, the book offers practitioners concrete problem-solving strategies. At the same time, it helps those working in Digital Twins-related fields to deepen their understanding of the industry and enhance their professional knowledge and skills. Given its scope, the book can also be used as teaching material or a reference book for teachers and students of product design, industrial design, design management, design marketing and related disciplines at colleges and universities. Covering a variety of groundbreaking Digital Twins technologies, it can also provide new directions for researchers.
Changes in the environment such as trends, drivers, and influencing factors affect entrepreneurship and intrapreneurship in several ways. The changes of the environmental factors in several dimensions such as political, economic, socio-cultural, technological, ecological, and legal. On the one hand, the environmental changes include risk for existing business models. On the other hand, they include opportunities for new business models, entrepreneurship, intrapreneurship, and new insights in marketing.This book provides empirical and conceptual papers and studies that tackle the challenges and opportunities for entrepreneurship in the digital era. It offers professionals, managers, researchers, lecturers, and students from the fields of entrepreneurship, innovation management, and business development valuable insight into the topic of entrepreneurship in times of digitalization.
Nach dem Einzug von Everything as a Service-Modellen in der IT-Branche, tauchen diese nun auch in der Industrie auf. Equipment as a Service (EaaS) birgt das Potenzial die Kundenzentriertheit, den Erfolg und die Nachhaltigkeit eines Unternehmens zu erhöhen und bestehende Angebote zu reformieren. Allerdings erfordert dies starke Veränderungen im ganzen Unternehmen, denn die Bereitstellung von EaaS-Modellen ist besonders komplex. Das Ziel dieses Buchs ist es, diese Komplexität zu reduzieren und Erfolgsfaktoren für die Bereitstellung von EaaS-Modellen zu identifizieren. Zunächst erfolgt eine Einordnung der verschiedenen EaaS-Modelle anhand einer Literaturrecherche. Dazu können verschiedene charakteristische Merkmale, wie das Erlösmodell, der Reifegrad oder das angebotene Equipment herangezogen werden. Als Nächstes werden durch Experteninterviews Erfolgsfaktoren für alle Elemente eines EaaS-Geschäftsmodells ermittelt. Insgesamt werden 39 Erfolgsfaktoren in 10 Kategorien identifiziert, derenWirkungsrelationen betrachtet und bewertet sowie die Relevanz der weichen Faktoren festgestellt.
"The Self-Driving Company" offers strategic insights to management professionals seeking to navigate the evolving business landscape. This visionary book presents a comprehensive vision of the autonomous enterprise, encompassing key elements such as autonomy, sustainability, humanity, and resilience. Delving into the year 2035 and beyond, it charts a clear path toward the self-driving company and its transformative potential.From understanding the levels of autonomy to exploring the power of software, algorithms, and artificial intelligence, this book equips leaders with the knowledge to shape their organizations for success. Gain practical guidance on overcoming challenges, embracing digitization, and revolutionizing value creation. Discover new forms of organization that transcend hierarchies and learn how automation can optimize interactions with customers, partners, and suppliers."The Self-Driving Company" also examines the crucial role of humans in this automated ecosystem. With thought-provoking theses and real-world examples, it offers valuable insights into leadership, management, and the evolving roles of knowledge workers, employees, and auxiliary staff. As the future of management unfolds, this book serves as a compass, enabling strategic decision-making and positioning businesses to thrive in an era defined by automation and human potential.
Das Buch beschreibt Methoden und Konzepte, die in verschiedenen Forschungs- und Praxisprojekten eingesetzt wurden. Diese Forschung basiert auf dem Lean Management und der Wertschöpfungsorientierung in Projekten und Produktionsprozessen. Die Methoden ermöglichen eine zielgerichtete Optimierung von Prozessen hinsichtlich deren Wertschöpfung. Darunter fallen die Value Added Heat Map sowie die Value Stream Model and Notation als Visualisierungsmethoden. Ein weiterer Schwerpunkt ist der Zusammenhang von Maßnahmen zur Digitalisierung bzw. der digitalen Transformation und deren Auswirkung auf die Wertschöpfungskonzentration in Unternehmen und Dienstleistungsbetrieben. Außerdem wird dargestellt, inwiefern die Zusammenarbeit von Hochschulen und Unternehmen einen Beitrag zur Wertschöpfungssteigerung leisten kann.
This book presents the latest findings and ongoing research in the field of green information systems as well as green information and communication technology (ICT). It provides insights into a whole range of cross-cutting concerns in ICT and environmental sciences and showcases how information and communication technologies allow environmental and energy efficiency issues to be handled effectively. Offering a selection of extended and reworked contributions to the 30th International Conference EnviroInfo 2016, it is essential reading for anyone wanting to extend their expertise in the area.
Many organizations today are required to have a formal IT Security Program in place in order to do business with their clients. An Information Security Program is not intended to be cumbersome or sit and collect dust on the shelf. With the proper planning and know how your information security program can drive business operations and ensure secure processes are followed along the way.Below is a list of just a few of the items you will learn while reading this book, which will assist you in developing your information security program.Building an Information Security Program;Establishing Organizational Security Policies;Implementing Organizational Security Policies;Delineating Employee's Security Responsibilities;Developing Organizational Security Procedures;Establishing IT Standards & Guidelines;Implementing Organizational Security Procedures;Maintaining Operational Security Programs
The benefits of digitalisation do not lie in the use of new technologies for existing processes, but in organisational changes and new business models. The book highlights the composable enterprise as the guiding principle for successful digital transformation and associated cost reductions and revenue increases. What does it mean? A composable enterprise is organised in a decentralised process-oriented way. This allows the enterprise to react quickly to new situations, develop or change processes and business models. The information systems are based on platform architectures. A paradigm shift to monolithic applications.Sector concepts for industry, consulting and universities show how organisation and application architectures interlock in the composable enterprise.The reader receives inspiration, a foundation and a compass for the digital transformation of a company to the composable enterprise.
Replicate and synchronize data between different systems with SAP LT Replication Server! Whether you need to load and replicate data to SAP HANA, SAP S/4HANA, SAP BW, SAP BW/4HANA, or a cloud system, you'll get detailed instructions for configuring the replication process, handling authorizations, and managing outages. From there, expand your skillset by learning how to handle scheduled downtime, configure roles and privileges, and optimize performance using filters and parallelization. With information on monitoring and troubleshooting, this comprehensive guide is your one-stop shop for all things SLT! Highlights include: 1) Architecture 2) SAP HANA 3) SAP BW and SAP BW/4HANA 4) SAP S/4HANA 5) Cloud systems 6) Downtime recovery 7) Security 8) Performance optimization 9) Transformations 10) Monitoring 11) Troubleshooting
Calling all SAP developers and admins! If your SAP and non-SAP apps rely on OData, you need this definitive guide to SAP Gateway. Perform your SAP Gateway deployment, including installation and configuration. Follow step-by-step instructions to create OData services in the backend, either with traditional coding or new SAP S/4HANA programming models. Use those services to develop various types of applications: SAPUI5, mobile, social media, and more. This book is your gateway to the world of OData! In this book, you'll learn about: a. Installation and Setup Get started with SAP Gateway! Begin with the basics: What are OData services? What are your integration options? Then deploy the solution and fine-tune key configuration settings. b. Service Creation Create OData services, step by step! Whether you're developing services in the backend or using CDS-based technologies such as the ABAP RESTful application programming model, you'll find the instructions you need. c. Application Development Build apps that consume OData! Develop SAPUI5-based apps using SAP Business Application Studio, mobile apps using SAP Mobile Development Kit, and more. Highlights include: 1) Installation and deployment 2) Configuration and integration 3) Service development and generation 4) Application development 5) Extensibility 6) Lifecycle management 7) Security 8) ABAP programming model for SAP Fiori 9) ABAP RESTful application programming model 10) SAP Business Application Studio 11) SAP Business Technology Platform
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