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Computer Science (R0)

Frada Burstein

Clyde W. Holsapple

Handbook on Decision Support Systems 1

Basic Themes

Foundation of Decision Support Systems.- The Decision-Making Process in a Complex Situation.- Decisions and Knowledge.- Decision Making and Sensemaking.- Data Quality and Decision Making.- Decision Makers and Their Need for Support.- Decision Support Through Knowledge Management.- Decision Support Systems: A Historical Overview.- Reference Disciplines of Decision Support Systems.- Decision Support System Fundamentals.- DSS Architecture and Types.- Integrated Document Management for Decision Support.- Databases and Data Warehouses for Decision Support.- Model Management and Solvers for Decision Support.- Online Analytical Processing (OLAP) for Decision Support.- Spreadsheet-Based Decision Support Systems.- Multi-Criteria Decision Support.- Web-Based Decision Support.- Multiparticipant Decision Support Systems.- Collaborative Technologies.- A Motivational Model of Knowledge Sharing.- The Nature of Group Decision Support Systems.- GDSS Parameters and Benefits.- The Nature of Organizational Decision Support Systems.- Organizational Decision Support Systems: Parameters and Benefits.- Negotiation Support and E-negotiation Systems.- Intelligent Decision Support Systems.- Advisory Systems to Support Decision Making.- Using Autonomous Software Agents in Decision Support Systems.- Artificial Neural Networks in Decision Support Systems.- Data Mining and Data Fusion for Enhanced Decision Support.- Decision Support via Text Mining.- Decision Support Based on Process Mining.- Adaptive Decision Support Systems via Problem Processor Learning.- A Learning-Enhanced Adaptive Decision Support System Framework.- Effects of computer-Based Decision Support.- Benefits of Decision Support Systems.- Involvement and Decision-Making Satisfaction with a Decision Aid: The Influence of Social Multimedia, Gender, and Playfulness.- Decision Support Systems Failure.- Could the Use of a Knowledge-Based System Lead to Implicit Learning?.- Group and Organizational Learning Effects from Multiparticipant DSS Usage.

Chapter 1: Six Thinking Dimensions.- Chapter 2: White Dimension - The Factual AI-powered Viewpoint.- Chapter 3: Red Dimension - Feelings and Instincts AI-powered Viewpoint.- Chapter 4: Black Dimension - Judgement and Evidence AI-powered Viewpoint.- Chapter 5: Yellow Dimension - Optimistic AI-powered Viewpoint.- Chapter 6: Green Dimension - Creativity AI-powered Viewpoint.- Chapter 7: Blue Dimension - Process Management AI-powered Viewpoint.- Chapter 8: Six Thinking Dimensions - Holistic AI-powered Viewpoint.

Agentic Hyper-Personalized Dimensions – Six Dimensions of Business Dark Data
 explores how generative AI (Gen-AI), combined with agentic intelligence, can transform raw enterprise data into hyper-personalized, actionable insights. This book introduces a practical framework for building AI-powered agent swarms that operate across six critical dimensions of business dark data, empowering intelligent automation, decision augmentation, and strategic foresight at unprecedented scale.
 In an age when data is underutilized, organizations are overwhelmed by complexity, latency, and fragmentation. Traditional analytics pipelines fall short in handling dynamic environments and human-centric demands. This book addresses this critical gap by detailing how autonomous Gen-AI agents — built on foundational disciplines of data engineering, data science, and machine learning — can process, personalize, and operationalize hidden insights buried deep within enterprise systems. The six dimensions presented in the book form a cognitive and computational blueprint that guides the design, deployment, and evolution of agentic swarms. Each dimension focuses on a specific mode of intelligence — such as contextual reasoning, emotional alignment, or real-time adaptive sensing — and shows how AI agents can specialize within each domain to maximize business impact.Readers won’t just learn theory — they’ll explore field-tested methodologies to deploy Gen-AI-powered solutions at enterprise scale. From zoned data lakes and transformer models to swarm governance and consensus mechanisms, the book walks readers through the full life cycle of building intelligent systems that learn, evolve, and act with purpose. What makes this book essential — and unlike others in the market — is that the author is not writing from the sidelines. He is actively architecting and delivering these systems today, with firsthand insight into what works, what fails, and what the future holds. The methodology presented blends system design, human-aligned AI, industrial automation, and trusted decision-making, offering readers a rich and practical road map for AI-first enterprise innovation.What You Will Learn<ul><li>How to structure AI-powered agents across six interlinked cognitive and computational dimensions to effectively process dark data and deliver hyper-personalized, real-time business insights.</li><li>Practical knowledge on how to orchestrate swarms of Gen-AI agents — governed by Councils — that collaboratively manage complexity, detect emerging patterns, and operate autonomously in enterprise environments.</li><li>The foundational and advanced skills required to implement generative AI and agent-based intelligence within large-scale, multi-cloud, and hybrid business ecosystems.</li></ul>&nbsp; &nbsp; &nbsp; &nbsp; &nbsp;&nbsp;Who This Book is ForThis book is designed for professionals and practitioners operating at the intersection of artificial intelligence and business transformation. It is ideal for AI developers, data scientists, solution architects, enterprise engineers, and technical managers who are looking to move beyond the hype of generative AI and apply it meaningfully within industrial and enterprise-grade ecosystems.

Six Dimensions of Business Dark Data

Agentic Hyper-Personalized Dimensions

A practical, research-based guide to maximizing the most overlooked driver of lasting success and fulfillment--your values.What if one simple shift could make you feel as satisfied as getting an $84,000 raise? Research shows that really understanding your core values--and living by them--can deliver just that. Yet most of us struggle with this. We go about our work and our lives with only a vague sense of the values that underpin everything we do.In What Do You Really Stand For? Columbia Business School professor Paul Ingram reveals that values are far more than a moral compass--they're a source of advantage that can boost your performance, your leadership effectiveness, and your well-being.Drawing on decades of research and the frameworks he's used with students and executives, Ingram presents a set of exercises and tools to help you articulate your values, integrate them into your work and life, build stronger relationships, and achieve better outcomes in all that you do.Whether you're navigating a career decision or managing conflict, leading a team or an entire organization, or simply trying to live with greater purpose, What Do You Really Stand For? offers a powerful guide to taking more intentional control of your life and career--and leading yourself and others with more clarity, confidence, and purpose.

The One Question That Will Transform Your Work and Life

What Do You Really Stand For?

This thoughtful and authoritative book demonstrates how the leadership and management principles that safeguarded firefighters under extreme pressure can also drive success in the business world. Authored by a seasoned firefighter turned business leader, it is an essential read for anyone navigating professional challenges or leading a team in pursuit of a resilient corporate culture. In the wake of leadership and experience gaps left by the COVID-19 pandemic, many businesses still face the daunting task of rebuilding a thriving culture. This fully revised edition offers a proven framework designed to help senior management teams unlock their potential and reshape their organizations for long-term success. Drawing on real firefighting experiences as powerful lessons, it demonstrate how time-tested principles can improve processes, empower employees, and transform business culture. With vivid, high-stakes stories, these lessons are brought to life and seamlessly applied to real-world business challenges. Packed with practical insights, it equips senior executives with problem-solving vision, effective planning strategies, and the ability to inspire teams to excel.

Building Unbreakable Cultures with Principles Tested in Fire

Resolute Leadership

Das erste Lexikon im Fintech-Bereich stellt mit über 800 Stichworten einschlägiges Know-how zur „Financial Technology“ bereit und hilft damit bei der Klärung aktueller Begrifflichkeiten. Dem interdisziplinären Charakter der Fintech-Entwicklung zufolge sind die Begriffe an der Schnittstelle von (Wirtschafts-)Informatik, Finanzwissenschaft und Innovationsmanagement verortet. Die Fintech-Terminologie richtet sich dabei mit ihren konzise beschriebenen und mit anschaulichen Grafiken ergänzten Inhalten gleichermaßen an Studierende sowie Interessierte aus Wissenschaft und Praxis.
 
 Die AutorenProf. Dr. Rainer Alt ist Professor für Wirtschaftsinformatik an der Universität Leipzig und Autor zahlreicher Publikationen im Fintech-Bereich.&nbsp;Dr. Stefan Huch ist Senior Director bei Capgemini Invent und vertritt die Professur Digitalisierung von Unternehmensprozessen an der Hochschule Merseburg.
 
 Würdigungen„Aus meiner Sicht als Führungskraft einer global agierenden Bank ist das Fintech-Lexikon ein sehr gelungenes Nachschlagewerk, das alle relevanten Begrifflichkeiten in einer sehr verständlichen Art strukturiert darstellt und erläutert- eine gute Stütze, um in der Praxis die relevanten Begrifflichkeiten der Fintech-Szene im Überblick zu haben." Achim Lebeau, COO, DB Privat- und Firmenkunden AG„Selbst gründen bedeutet in vielen Bereichen ins kalte Wasser geworfen zu werden. Man muss in kürzester Zeit zum Allround-Experten werden: im Sales, im Marketing, im Finance oder im Fundraising. Hier eine strukturierte Übersicht aller Begrifflichkeiten der Startup-Welt an der Hand zu haben, ist eine enorme Hilfe.“ Jenny Saft, Geschäftsführung und Co-Founderin, Oviavo GmbH„Dieses Fintech-Lexikon bietet einen hervorragenden Orientierungsrahmen, indem es alle relevanten Begrifflichkeiten im Kontext der digitalisierten Finanzwelt aufgreift. Diese sind konsequent strukturiert und inverständlichen Worten definiert. Ein wertvoller Beitrag für die Praxis.“ Thomas Zerndt, CEO, Business Engineering Institute St. Gallen AG

Dieses Buch hilft dem Leser im Umfeld der Digitalisierung bei der Begriffsklärung und stellt einschlägiges Know-how zur Verfügung.&nbsp;Was bedeutet 42? Was ist eine Subchain? Was ist der Unterschied zwischen Robotics und Artificial Intelligence? Der Schwerpunkt liegt dabei auf den Entwicklungen, die seit 2010 mit der Digitalisierung unter dem Namen "Financial Technology" eine zunehmende Verbreitung erlebt haben. Die Begrifflichkeiten umfassen grundlegende Begriffe, die Eingang in die allgemeine Sprache gefunden haben, wie etwa Artificial Intelligence oder Blockchain, aber auch fachspezifische Termini, die für das Verständnis der einzelnen Technologien notwendig sind (zum Beispiel 42, Nonce). Die Fintech-Terminologie bietet dem Leser einen konzisen und gleichzeitig anschaulich dargestellten alphabetisch geordneten Überblick mit den darin enthaltenen praxisorientierten Antworten.

Begriffe für die digitalisierte Finanzwelt

Fintech-Lexikon

Intelligent Manufacturing and Industrial Engineering

Smart Industries in the Gig Economy: Scope, Opportunities, and Challenges discusses topics from manufacturing to service sectors, from startups to established corporations, and from localized operations to global networks using the threads of Smart Industries and the Gig Economy to weave a tapestry of innovation and change.

This book revolves around the Gig Economy and its multifaceted implications. It takes a broad view by examining the opportunities and challenges posed by the interplay between Smart Industries and the Gig Economy. Smart Industries in the Gig Economy: Scope, Opportunities, and Challenges discusses topics from manufacturing to service sectors, from startups to established corporations, and from localized operations to global networks using the threads of Smart Industries and the Gig Economy to weave a tapestry of innovation and change. It provides a panoramic view of Smart Industries in the context of the Gig Economy and emphasizes the recent cutting-edge technologies like Robotics, Artificial Intelligence, the Internet of things, Quantum Technology, Semiconductors, Additive Manufacturing, etc. The book focuses on the intervention of the Gig Economy in major cutting-edge technologies of the global industrial revolution working towards automation and its impact on enhancing smart industries. Written as a reference for students, scholars, lecturers, researchers, scientists, experts, specialists, and engineers, this book represents an area of significant interest and importance in the realm of smart industries and the Gig Economy.

Scope, Opportunities, and Challenges

Smart Industries in the Gig Economy

HumanCorps delivers a practical blueprint for leaders to transform their organizations from outdated industrial-age models into adaptive, human-centered enterprises that thrive in the AI-powered Knowledge Age.Thought-provoking and timely, the book offers a comprehensive framework that combines compelling case studies, expert interviews, and actionable strategies for organizational transformation. It provides detailed implementation guidance, diagnostic tools, and step-by-step approaches to building resilient businesses that prioritize human potential while leveraging technology. Each chapter includes visual models, executive action checklists, and structured summaries that translate complex concepts into immediately applicable solutions for real-world challenges. Ideal for forward-thinking executives, senior managers, and transformation leaders, this book is tailored for decision-makers in private and public sectors who are navigating systemic upheaval.Whether you're a CEO, HR director, or strategy leader, you need these insights and tools to guide your organization into a thriving future.

Redesigning Organisations for the Wisdom Age

HumanCorps

How Technology Transforms Jobs, Markets, Life, & Our Future

AI Economics

A town spoke. Something larger answered.

In September 2025, a township board in rural Michigan voted to reject a data center. Two days later, the developer sued. Within three weeks, the project was approved anyway.

THIS IS SERVER COUNTRY tells-through vivid narrative and clear-eyed analysis-the story of America's largest private infrastructure buildout. A trillion dollars. Six hundred projects. A power grid racing to keep up.

This book follows the people caught in the buildout, explains how the machines actually work, and asks why farmland instead of shuttered factories. It traces the current backward from silicon in Taiwan to sandy loam in Saline-and reveals who builds, who benefits, and who pays, where local zoning meets great-power politics.

The book covers: How AI inference works and why it demands unprecedented compute power. 
Why data centers choose farmland, not cities. 
The trillion-dollar capital wave reshaping American infrastructure. 
State incentive wars and community resistance. 
The nuclear renaissance and natural gas reality.
Export controls and the geopolitics of AI.



The railroads opened the West. The interstates created the suburbs. The AI boom follows the same pattern, at faster speed-but to what end, we know not yet.

AI, Power, and the Remaking of Rural America

This Is Server Country

Routledge Studies in Innovation, Organizations and Technology

In the age of digital disruption, companies worldwide are embracing hyper-automation and artificial intelligence to transform their operations and gain a competitive edge. Effective implementation of these technologies can lead to precise decision-making, service personalization, process optimisation, and product innovation. However, success in this area demands a well-crafted strategy, a shift in organisational culture, and continuous development of digital skills.This book offers readers a comprehensive understanding of how hyper-automation and AI are revolutionising business processes. Through insightful analysis and practical frameworks, this edited collection explores how technologies can enable end-to-end digital transformation in human resources, marketing, product quality control, risk control, due diligence, and accounting. Each chapter rigorously delves into a specific domain or challenge, moving from strategic concepts to practical applications and considerations, offering a balanced perspective that is both forward-looking and grounded in current realities.This book will appeal to researchers and academics from a range of fields, including technology and innovation management, artificial intelligence, strategic management, and operations management.

Hyper-Automation, AI and Business Processes

AI and Constitutional Law in Europe

Democracy in the Age of Disinformation

What happens when intelligent machines aren’t just in our pockets but are also driving our cars, making our decisions, folding our laundry, and educating our kids? You’ve heard the hype: AI will make us healthier, give every child a personalized tutor, run our businesses more efficiently, return hours of free time to our overworked brains, and make discoveries previously unimagined by humankind. The AI future is going to be unlike any other technological revolu­tion. But what does that really mean? And will AI truly make life better? To find out, award-winning journalist Joanna Stern surrendered her life to artificial intelligence for one year. The results are both hilarious and unsettling. I Am Not a Robot is like a time machine trip to the very near future, where AI promises to be your doctor, chauffeur, teacher, masseuse, coworker, thera­pist, financial planner, chef, housekeeper, and even . . . romantic partner. Your colleague might be using ChatGPT to write emails at work, but Joanna used AI tools and robots to do household chores, to manage her health, and to transport her family on vacation. If there was a decision to make or a task to do, she let AI go first. Along the way, she conducted exclusive interviews with the tech leaders building this future, then reported back from the front lines as your funny, no-nonsense tour guide. Of course, tech’s sunny promises never tell the whole story, and that’s what Joanna is here to share. Filled with illustrations and photographs, this book offers less hype, more clarity, and as little jargon as humanly (or robotically) possible. It’s an AI guide for ordinary people—not the tech bros who tried to sell you a cruise to the metaverse or an NFT of a cartoon monkey. This book is not the definitive story, because we’re only a few years into the AI revolution. But after a year of living as a human lab rat, Joanna deliv­ers one of the clearest—and funniest—pictures yet of what’s really happening and what it means for you.

What happens when artificial intelligence moves into your home, drives your car, and starts making your decisions? Wall Street Journal senior tech columnist Joanna Stern surrendered her life to artificial intelligence for one year. The results are both hilarious and alarming.We’ve all heard that AI is going to change our lives, but what does that really mean for ordinary people—not the tech bros who tried to sell us a cruise to the metaverse or an NFT of a cartoon monkey? What are the salient sights, habits, and sounds that will permeate our lives? What are things that we can barely perceive right now, but will soon become second nature to us?In this informative and engaging book&nbsp;Joanna Stern of the Wall Street Journal takes you on a time machine trip to the very near future, where AI promises to be your doctor, chauffeur, teacher, masseuse, and even . . .&nbsp;romantic partner. She introduces us to the many very real humans who are inventing the future. Unlike other AI books, Stern’s book is full of fun, humor, and creativity as Joanna tests new technology and explores how people are living (and playing) with it already.It was hard to imagine buying things with a single tap when the Internet became part of your consciousness in 1994. You didn’t think you’d be video calling a doctor, who’d just confirm what you’d already found using something called Google. And did you ever think that you’d snap a photo on your pocket-sized supercomputer for people to “heart?”&nbsp;Technology profoundly changes everyday life, and this book is a very human journey into a brave new world—a world that’s exciting, and, yes, a little scary. Like Mary Roach, Joanna cuts to the funny and oddly marvelous when examining these serious ideas and uses infographics, photos, and illustrations to make esoteric material engaging and instructive. It’s like taking a weird, unforgettable vacation with a really good friend.

My Year Using AI to Do (Almost) Everything

I Am Not a Robot

Pricing in the Age of AI

Handbook on Decision Support Systems 1

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