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INFORMS Analytics body of knowledge /
Standardizes the definition and framework of analytics ABOK stands for Analytics Body of Knowledge. Based on the authors' definition of analytics--which is "a process by which a team of people helps an organization make better decisions (the objective) through the analysis of data (the act...
| Clasificación: | Libro Electrónico |
|---|---|
| Otros Autores: | |
| Formato: | Electrónico eBook |
| Idioma: | Inglés |
| Publicado: |
Hoboken, NJ :
John Wiley and Sons, Inc. : Wiley,
2019.
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| Colección: | Wiley series in operations research and management science.
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| Temas: | |
| Acceso en línea: | Texto completo (Requiere registro previo con correo institucional) |
MARC
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| 245 | 0 | 0 | |a INFORMS Analytics body of knowledge / |c edited by James J. Cochran. |
| 264 | 1 | |a Hoboken, NJ : |b John Wiley and Sons, Inc. : |b Wiley, |c 2019. | |
| 300 | |a 1 online resource | ||
| 336 | |a text |b txt |2 rdacontent | ||
| 337 | |a computer |b c |2 rdamedia | ||
| 338 | |a online resource |b cr |2 rdacarrier | ||
| 490 | 1 | |a Wiley series in operations research and management science | |
| 504 | |a Includes bibliographical references and index. | ||
| 588 | 0 | |a Online resource; title from PDF file page (EBSCO, viewed September 26, 2018). | |
| 505 | 0 | |a Preface xv List of Contributors xix 1 Introduction to Analytics 1; Philip T. Keenan, Jonathan H. | |
| 505 | 0 | |a Owen, and Kathryn Schumacher 1.1 Introduction 1 1.2 Conceptual Framework 3 1.2.1 Data-Centric Analytics 3 1.2.2 Decision-Centric Analytics 4 1.2.3 Combining Data- and Decision-Centric Approaches 5 1.3 Categories of Analytics 6 1.3.1 Descriptive Analytics 7 Data Modeling 7 Reporting 10 Visualization 10 Software 10 1.3.2 Predictive Analytics 10 Data Mining and Pattern Recognition 11 Predictive Modeling, Simulation, and Forecasting 11 Leveraging Expertise 12 1.3.3 Prescriptive Analytics 14 1.4 Analytics Within Organizations 16 1.4.1 Projects 17 1.4.2 Communicating Analytics 21 1.4.3 Organizational Capability 21 1.5 Ethical Implications 23 1.6 The Changing World of Analytics 25 1.7 Conclusion 28 References 28 2 Getting Started with Analytics 31; Karl G. | |
| 505 | 0 | |a Data and Analytics to Detect New Fraudulent Claims 45 Case 5: Using Old and New Data Plus Analytics to Decrease Crime 45 Case 6: Collecting the Data and Applying the Analytics Is the Business 45 References 46 Further Reading: Papers 47 Further Reading: Books 48 3 The Analytics Team 49; Thomas H. | |
| 505 | 0 | |a Finance 73 Marketing or Other Specific Function 73 Product Development 73 3.5.1 Building an Analytical Ecosystem 73 3.5.2 Developing the Analytical Organization over Time 74 References 75 4 The Data 77; Brian T. Downs 4.1 Introduction 77 4.2 Data Collection 77 4.2.1 Data Types 77 4.2.2 Data Discovery 80 4.3 Data Preparation 86 4.4 Data Modeling 93 4.4.1 Relational Databases 93 4.4.2 Nonrelational Databases 95 4.5 Data Management 97 5 Solution Methodologies 99; Mary E. | |
| 505 | 0 | |a 139 Group III: Relationship to Macro-Methodologies 140 Group III: Takeaways 141 5.3.6 Micro-Methodology Summary 141 5.4 General Methodology-Related Considerations 142 5.4.1 Planning an Analytics Project 142 5.4.2 Software and Tool Selection 142 5.4.3 Visualization 143 5.4.4 Fields with Related Methodologies 144 5.5 Summary and Conclusions 144 5.5.1 "Ding Dong, the Scientific Method Is Dead!" 145 5.5.2 "Methodology Cramps My Analytics Style" 145 5.5.3 "There Is Only One Way to Solve This" 146 5.5.4 Perceived Success Is More Important Than the Right Answer 148 5.6 Acknowledgments 149 References 149 6 Modeling 155; Gerald G. | |
| 520 | |a Standardizes the definition and framework of analytics ABOK stands for Analytics Body of Knowledge. Based on the authors' definition of analytics--which is "a process by which a team of people helps an organization make better decisions (the objective) through the analysis of data (the activity)"-- this book from Institute for Operations Research and the Management Sciences (INFORMS) represents the perspectives of some of the most respected experts on analytics. The INFORMS ABOK documents the core concepts and skills with which an analytics professional should be familiar; establishes a dynamic resource that will be used by practitioners to increase their understanding of analytics; and, presents instructors with a framework for developing academic courses and programs in analytics. The INFORMS ABOK offers in-depth insight from peer-reviewed chapters that provide readers with a better understanding of the dynamic field of analytics. Chapters cover: Introduction to Analytics; Getting Started with Analytics; The Analytics Team; The Data; Solution Methodology; Model Building; Machine Learning; Deployment and Life Cycle Management; and The Blossoming Analytics Talent Pool: An Overview of the Analytics Ecosystem. Across industries and academia, readers with various backgrounds in analytics - from novices who are interested in learning more about the basics of analytics to experienced professionals who want a different perspective on some aspect of analytics - will benefit from reading about and implementing the concepts and methods covered by the INFORMS ABOK . | ||
| 590 | |a O'Reilly |b O'Reilly Online Learning: Academic/Public Library Edition | ||
| 650 | 0 | |a Big data. | |
| 650 | 0 | |a Data mining. | |
| 650 | 0 | |a Database management |x Vocational guidance. | |
| 650 | 0 | |a Electronic data processing consultants |x Vocational guidance. | |
| 650 | 6 | |a Données volumineuses. | |
| 650 | 6 | |a Exploration de données (Informatique) | |
| 650 | 6 | |a Bases de données |x Gestion |x Orientation professionnelle. | |
| 650 | 6 | |a Informaticiens-conseils |x Orientation professionnelle. | |
| 650 | 7 | |a COMPUTERS |x General. |2 bisacsh | |
| 650 | 7 | |a Big data. |2 fast |0 (OCoLC)fst01892965 | |
| 650 | 7 | |a Data mining. |2 fast |0 (OCoLC)fst00887946 | |
| 650 | 7 | |a Electronic data processing consultants |x Vocational guidance. |2 fast |0 (OCoLC)fst00907077 | |
| 700 | 1 | |a Cochran, James J., |e editor. | |
| 776 | 0 | 8 | |i Print version: |t INFORMS analytics body of knowledge. |d Hoboken, NJ : John Wiley and Sons, Inc., 2019 |z 1119483212 |w (DLC) 2018304306 |w (OCoLC)1042351047 |
| 830 | 0 | |a Wiley series in operations research and management science. | |
| 856 | 4 | 0 | |u https://learning.oreilly.com/library/view/~/9781119483212/?ar |z Texto completo (Requiere registro previo con correo institucional) |
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