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Data mining and analytics in healthcare management : applications and tools / / David L. Olson and Özgür M. Araz
| Data mining and analytics in healthcare management : applications and tools / / David L. Olson and Özgür M. Araz |
| Autore | Olson David L. <1944-> |
| Edizione | [1st ed. 2023.] |
| Pubbl/distr/stampa | Cham, Switzerland : , : Springer Nature Switzerland AG, , [2023] |
| Descrizione fisica | 1 online resource (X, 191 p. 64 illus., 59 illus. in color.) |
| Disciplina | 362.102856312 |
| Collana | International Series in Operations Research & Management Science |
| Soggetto topico |
Data mining
Health services administration - Data processing |
| ISBN | 3-031-28113-6 |
| Formato | Materiale a stampa  |
| Livello bibliografico | Monografia |
| Lingua di pubblicazione | eng |
| Nota di contenuto | Chapter 1: Urgency in Healthcare Data Analytics -- Chapter 2: Analytics and Knowledge Management in Healthcare -- Chapter 3: Visualization -- Chapter 4: Association Rules -- Chapter 5: Cluster Analysis -- Chapter 6: Time Series Forecasting -- Chapter 7: Classification Models -- Chapter 8: Applications of Predictive Data Mining in Healthcare -- Chapter 9: Decision Analysis and Applications in Healthcare -- Chapter 10: Analysis of Four Medical Datasets -- Chapter 11: Multiple Criteria Decision Models in Healthcare- Chapter 12: Naïve Bayes Models in Healthcare -- Chapter 13: Summation. |
| Record Nr. | UNINA-9910717418203321 |
Olson David L. <1944->
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| Cham, Switzerland : , : Springer Nature Switzerland AG, , [2023] | ||
| Materiale a stampa | ||
| Lo trovi qui: Univ. Federico II | ||
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Data-driven healthcare [[electronic resource] ] : how analytics and BI are transforming the industry
| Data-driven healthcare [[electronic resource] ] : how analytics and BI are transforming the industry |
| Autore | Madsen Laura B. <1973-> |
| Pubbl/distr/stampa | Hoboken, : Wiley, 2014 |
| Descrizione fisica | 1 online resource (219 p.) |
| Disciplina | 362.1068/4 |
| Collana | Wiley and SAS Business Series |
| Soggetto topico |
Health services administration - Data processing
Medical informatics Big data Health Care Sector Confidentiality Data Interpretation, Statistical Forms and Records Control Medical Records Health insurance - Finance - United States Business intelligence - United States |
| ISBN |
1-119-20501-8
1-118-97388-7 |
| Formato | Materiale a stampa |
| Livello bibliografico | Monografia |
| Lingua di pubblicazione | eng |
| Record Nr. | UNINA-9910132160203321 |
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Madsen Laura B. <1973->
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| Hoboken, : Wiley, 2014 | ||
| Materiale a stampa | ||
| Lo trovi qui: Univ. Federico II | ||
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Data-driven healthcare [[electronic resource] ] : how analytics and BI are transforming the industry
| Data-driven healthcare [[electronic resource] ] : how analytics and BI are transforming the industry |
| Autore | Madsen Laura B. <1973-> |
| Edizione | [1st ed.] |
| Pubbl/distr/stampa | Hoboken, : Wiley, 2014 |
| Descrizione fisica | 1 online resource (219 p.) |
| Disciplina | 362.1068/4 |
| Collana | Wiley and SAS Business Series |
| Soggetto topico |
Health services administration - Data processing
Medical informatics Big data Health Care Sector Confidentiality Data Interpretation, Statistical Forms and Records Control Medical Records Health insurance - Finance - United States Business intelligence - United States |
| ISBN |
1-119-20501-8
1-118-97388-7 |
| Formato | Materiale a stampa |
| Livello bibliografico | Monografia |
| Lingua di pubblicazione | eng |
| Nota di contenuto |
Intro -- Data-Driven Healthcare -- Contents -- Foreword -- For the Skimmers -- Acknowledgments -- Chapter 1 What Does Data Mean to You? -- The Gap -- Data Is a Four-Letter Word -- Strengths -- Weaknesses -- Opportunities -- Threats -- Setting the Stage -- Is This Book for You? -- References -- Chapter 2 What Happens When You Use Data to Transform an Industry? -- The History of Change -- On the Brink -- What Is "Data Driven," and Why Does It Matter? -- Management and Measurement -- Planning the Approach -- RISE -- Reduce the Unknowns -- Identify the Alternatives -- Streamline the Standards -- Evaluate the Activities -- Change Mechanisms of RISE -- Revolution -- References -- Chapter 3 How the Lack of Data Standardization Impedes Data-Driven Healthcare -- Healthcare Data Complexity -- Moving Data -- Data Is Your Asset-Manage It That Way -- Standards . . . Because Everyone Else Has Them -- Pareto's Principle -- The Great Wall of Data -- References -- Note -- Chapter 4 Adopting Your Data Warehouse for the Next Step in BI Maturity -- Go Boldly -- Disruptive Technologies -- Hadoop, the Cloud, and Modern Data Platforms -- The New Way Forward -- Reduce the Unknowns -- Identify the Alternatives -- Standardize -- Evaluate and Improve -- The Future Is Now -- Chapter 5 Creating a Data-Driven Healthcare Organization -- IT or the Business? -- Training -- What and How Should We Teach? -- Governing Data for Our New MDP -- Chapter 6 Applying "Big Data" to Change Healthcare -- The Call of Big Data -- Evolve or Die -- Let's Organize This and Take All the Fun Out of It -- Dipping Your Big Toe into Big Data -- References -- Chapter 7 Making Data Consumable -- How We Present Information Matters -- When We Present the Information Matters, Too -- Why Do We Want to Visually Represent Our Data? -- Learning a New Language -- A Multimedia Approach to Consumable Data.
References -- Chapter 8 Data Privacy and Confidentiality: A Brave New World -- Who Owns the Data? -- Barriers Are Everywhere -- Process and Technology -- Reference -- Chapter 9 A Call to Action -- Applying RISE to Your Efforts -- Some Distinctions about Being New -- Getting Started -- You Know What They Say about Assuming -- What Does Data Mean to You? -- Transforming an Industry -- Data Standardization -- The Next Step in BI Maturity -- Creating the DDHO -- "Big Data" -- Make Your Data Consumable -- Privacy and Confidentiality -- Final Thoughts on Data-Driven Healthcare -- Appendix A Readiness for Change -- Appendix B Tenets of Healthcare BI -- Appendix C Estimating the Efforts -- Appendix D Business Metrics -- Appendix E Agenda | Company Name | JAD Session -- Appendix F Data Visualization Guide -- Afterword -- About the Author -- Index -- EULA. |
| Record Nr. | UNINA-9910814457903321 |
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Madsen Laura B. <1973->
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| Hoboken, : Wiley, 2014 | ||
| Materiale a stampa | ||
| Lo trovi qui: Univ. Federico II | ||
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Health data processing : systemic approaches / / Fieschi, Marius ; with the contribution of Jean-Charles Dufour
| Health data processing : systemic approaches / / Fieschi, Marius ; with the contribution of Jean-Charles Dufour |
| Autore | Fieschi M (Marius) |
| Pubbl/distr/stampa | London, UK : , : ISTE Press Ltd |
| Descrizione fisica | 1 online resource (342 pages) |
| Disciplina | 362.1068 |
| Collana | Health industrialization set |
| Soggetto topico |
Health services administration - Data processing
Medical informatics |
| ISBN | 0-08-102758-3 |
| Formato | Materiale a stampa |
| Livello bibliografico | Monografia |
| Lingua di pubblicazione | eng |
| Record Nr. | UNINA-9910583376503321 |
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Fieschi M (Marius)
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| London, UK : , : ISTE Press Ltd | ||
| Materiale a stampa | ||
| Lo trovi qui: Univ. Federico II | ||
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Health information technology in the international context [[electronic resource] /] / edited by Nir Menachemi, Sanjay Singh ; assistant editor, Valerie A. Yeager ; consulting editor, Grant T. Savage
| Health information technology in the international context [[electronic resource] /] / edited by Nir Menachemi, Sanjay Singh ; assistant editor, Valerie A. Yeager ; consulting editor, Grant T. Savage |
| Edizione | [1st ed.] |
| Pubbl/distr/stampa | Bingley, U.K., : Emerald, 2012 |
| Descrizione fisica | 1 online resource (221 p.) |
| Disciplina | 362.10285 |
| Altri autori (Persone) |
MenachemiNir
SinghSanjay YeagerValerie A SavageGrant T |
| Collana | Advances in health care management |
| Soggetto topico |
Medical informatics
Health services administration - Data processing |
| Soggetto genere / forma | Electronic books. |
| ISBN |
1-280-76906-8
9786613679833 1-78052-859-0 |
| Formato | Materiale a stampa |
| Livello bibliografico | Monografia |
| Lingua di pubblicazione | eng |
| Nota di contenuto | section 1. HIT within health systems -- section 2. HIT policy within individual countries -- section 3. Specific tytpes of HIT and their relevance to international settings. |
| Record Nr. | UNINA-9910462053603321 |
| Bingley, U.K., : Emerald, 2012 | ||
| Materiale a stampa | ||
| Lo trovi qui: Univ. Federico II | ||
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Healthcare analytics for quality and performance improvement / / Trevor L. Strome ; cover design, Andrew Liefer
| Healthcare analytics for quality and performance improvement / / Trevor L. Strome ; cover design, Andrew Liefer |
| Autore | Strome Trevor L. <1972-> |
| Edizione | [1st edition] |
| Pubbl/distr/stampa | Hoboken, New Jersey : , : Wiley, , 2013 |
| Descrizione fisica | 1 online resource (242 p.) |
| Disciplina | 362.1068 |
| Altri autori (Persone) | LieferAndrew |
| Soggetto topico |
Health services administration - Data processing
Information storage and retrieval systems - Medical care Organizational effectiveness |
| ISBN |
1-118-76015-8
1-118-76194-4 1-118-76017-4 |
| Formato | Materiale a stampa |
| Livello bibliografico | Monografia |
| Lingua di pubblicazione | eng |
| Nota di contenuto |
Healthcare Analytics for Quality and Performance Improvement; Contents; Preface; Acknowledgments; CHAPTER 1 Toward Healthcare Improvement Using Analytics; Healthcare Transformation-Challenges and Opportunities; The Current State of Healthcare Costs and Quality; The Cost of Healthcare; The Analytics Opportunity in Healthcare; Leveraging Information for Healthcare Improvement; Beginning the Analytics Journey in Healthcare; Notes; CHAPTER 2 Fundamentals of Healthcare Analytics; How Analytics Can Improve Decision Making; Analytics, Quality, and Performance; Applications of Healthcare Analytics
Components of Healthcare Analytics Notes; CHAPTER 3 Developing an Analytics Strategy to Drive Change; Purpose of an Analytics Strategy; Analytics Strategy Framework, with a Focus on Quality/Performance Improvement; Business and Quality Context; Stakeholders and Users; Processes and Data; Tools and Techniques; Team and Training; Technology and Infrastructure; Developing an Analytics Strategy; Notes; CHAPTER 4 Defining Healthcare Quality and Value; What Is Quality?; Defining Value in Healthcare; Improving a System; Overview of Healthcare QI; Using Systematic QI Methodologies How Information Guides Improvement Activities Common QI Frameworks in Healthcare; Plan-Do-Study-Act; Lean; Six Sigma; Working with QI Methodologies; Notes; CHAPTER 5 Data Quality and Governance; The Need for Effective Data Management; Data Quality; Achieving Better Data Quality; Data Governance and Management; Healthcare Organization Data Governance; Data Stewardship; Enterprise-wide Visibility and Opportunity; Notes; CHAPTER 6 Working with Data; Data: The Raw Material of Analytics; Preparing Data for Analytics; Understanding What Data Represents; Aligning Processes with Data; Types of Data Getting Started with Analyzing Data Summarizing Data Effectively; Central Tendency; The Big Picture; Summary; Notes; CHAPTER 7 Developing and Using Effective Indicators; Measures, Metrics, and Indicators; Developing Effective Key Performance Indicators to Focus Improvement Efforts; Aligning Indicators with Data and Processes; Using Indicators to Guide Healthcare Improvement Activities; Selecting Appropriate Indicators; Notes; CHAPTER 8 Leveraging Analytics in Quality Improvement Activities; Moving from Analytics Insight to Healthcare Improvement; Analytics in the Problem Definition Stage Using Analytics to Identify Improvement Opportunities Analytics in the Project Execution Phase; Using Analytics to Evaluate Outcomes and Maintain Sustainability; Sustaining Changes and Improvements; Note; CHAPTER 9 Basic Statistical Methods and Control Chart Principles; Statistical Methods for Detecting Changes in Quality or Performance; Hypothesis Testing; Comparing Performance between Two Groups; Comparing Performance of More Than Two Groups; Graphical Methods for Detecting Changes in Quality or Performance; Variation in Performance; Statistical Process Control Chart Basics Data Considerations for Statistical Process Control Charts |
| Record Nr. | UNINA-9910138994503321 |
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Strome Trevor L. <1972->
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| Hoboken, New Jersey : , : Wiley, , 2013 | ||
| Materiale a stampa | ||
| Lo trovi qui: Univ. Federico II | ||
| ||
Healthcare analytics for quality and performance improvement / / Trevor L. Strome ; cover design, Andrew Liefer
| Healthcare analytics for quality and performance improvement / / Trevor L. Strome ; cover design, Andrew Liefer |
| Autore | Strome Trevor L. <1972-> |
| Edizione | [1st edition] |
| Pubbl/distr/stampa | Hoboken, New Jersey : , : Wiley, , 2013 |
| Descrizione fisica | 1 online resource (242 p.) |
| Disciplina | 362.1068 |
| Altri autori (Persone) | LieferAndrew |
| Soggetto topico |
Health services administration - Data processing
Information storage and retrieval systems - Medical care Organizational effectiveness |
| ISBN |
1-118-76015-8
1-118-76194-4 1-118-76017-4 |
| Formato | Materiale a stampa |
| Livello bibliografico | Monografia |
| Lingua di pubblicazione | eng |
| Nota di contenuto |
Healthcare Analytics for Quality and Performance Improvement; Contents; Preface; Acknowledgments; CHAPTER 1 Toward Healthcare Improvement Using Analytics; Healthcare Transformation-Challenges and Opportunities; The Current State of Healthcare Costs and Quality; The Cost of Healthcare; The Analytics Opportunity in Healthcare; Leveraging Information for Healthcare Improvement; Beginning the Analytics Journey in Healthcare; Notes; CHAPTER 2 Fundamentals of Healthcare Analytics; How Analytics Can Improve Decision Making; Analytics, Quality, and Performance; Applications of Healthcare Analytics
Components of Healthcare Analytics Notes; CHAPTER 3 Developing an Analytics Strategy to Drive Change; Purpose of an Analytics Strategy; Analytics Strategy Framework, with a Focus on Quality/Performance Improvement; Business and Quality Context; Stakeholders and Users; Processes and Data; Tools and Techniques; Team and Training; Technology and Infrastructure; Developing an Analytics Strategy; Notes; CHAPTER 4 Defining Healthcare Quality and Value; What Is Quality?; Defining Value in Healthcare; Improving a System; Overview of Healthcare QI; Using Systematic QI Methodologies How Information Guides Improvement Activities Common QI Frameworks in Healthcare; Plan-Do-Study-Act; Lean; Six Sigma; Working with QI Methodologies; Notes; CHAPTER 5 Data Quality and Governance; The Need for Effective Data Management; Data Quality; Achieving Better Data Quality; Data Governance and Management; Healthcare Organization Data Governance; Data Stewardship; Enterprise-wide Visibility and Opportunity; Notes; CHAPTER 6 Working with Data; Data: The Raw Material of Analytics; Preparing Data for Analytics; Understanding What Data Represents; Aligning Processes with Data; Types of Data Getting Started with Analyzing Data Summarizing Data Effectively; Central Tendency; The Big Picture; Summary; Notes; CHAPTER 7 Developing and Using Effective Indicators; Measures, Metrics, and Indicators; Developing Effective Key Performance Indicators to Focus Improvement Efforts; Aligning Indicators with Data and Processes; Using Indicators to Guide Healthcare Improvement Activities; Selecting Appropriate Indicators; Notes; CHAPTER 8 Leveraging Analytics in Quality Improvement Activities; Moving from Analytics Insight to Healthcare Improvement; Analytics in the Problem Definition Stage Using Analytics to Identify Improvement Opportunities Analytics in the Project Execution Phase; Using Analytics to Evaluate Outcomes and Maintain Sustainability; Sustaining Changes and Improvements; Note; CHAPTER 9 Basic Statistical Methods and Control Chart Principles; Statistical Methods for Detecting Changes in Quality or Performance; Hypothesis Testing; Comparing Performance between Two Groups; Comparing Performance of More Than Two Groups; Graphical Methods for Detecting Changes in Quality or Performance; Variation in Performance; Statistical Process Control Chart Basics Data Considerations for Statistical Process Control Charts |
| Record Nr. | UNINA-9910824534303321 |
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Strome Trevor L. <1972->
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| Hoboken, New Jersey : , : Wiley, , 2013 | ||
| Materiale a stampa | ||
| Lo trovi qui: Univ. Federico II | ||
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Information systems for healthcare management / / Gerald L. Glandon, Detlev H. Smaltz, Donna J. Slovensky
| Information systems for healthcare management / / Gerald L. Glandon, Detlev H. Smaltz, Donna J. Slovensky |
| Autore | Glandon Gerald L. |
| Edizione | [Eighth edition.] |
| Pubbl/distr/stampa | Chicago, Illinois ; ; Arlington, Virginia : , : Health Administration Press : , : AUPHA Press, , [2014] |
| Descrizione fisica | 1 online resource (xv, 428 pages) : illustrations |
| Disciplina | 362.10285 |
| Soggetto topico |
Health services administration - Computer networks
Health services administration - Data processing Information storage and retrieval systems - Hospitals |
| Soggetto genere / forma | Electronic books. |
| ISBN |
1-56793-747-0
1-56793-632-6 |
| Formato | Materiale a stampa |
| Livello bibliografico | Monografia |
| Lingua di pubblicazione | eng |
| Record Nr. | UNINA-9910480822603321 |
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Glandon Gerald L.
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| Chicago, Illinois ; ; Arlington, Virginia : , : Health Administration Press : , : AUPHA Press, , [2014] | ||
| Materiale a stampa | ||
| Lo trovi qui: Univ. Federico II | ||
| ||
Information systems for healthcare management / / Gerald L. Glandon, Detlev H. Smaltz, Donna J. Slovensky
| Information systems for healthcare management / / Gerald L. Glandon, Detlev H. Smaltz, Donna J. Slovensky |
| Autore | Glandon Gerald L. |
| Edizione | [Eighth edition.] |
| Pubbl/distr/stampa | Chicago, Illinois ; ; Arlington, Virginia : , : Health Administration Press : , : AUPHA Press, , [2014] |
| Descrizione fisica | 1 online resource (xv, 428 pages) : illustrations |
| Disciplina | 362.10285 |
| Soggetto topico |
Health services administration - Computer networks
Health services administration - Data processing Information storage and retrieval systems - Hospitals |
| ISBN |
1-56793-747-0
1-56793-632-6 |
| Formato | Materiale a stampa |
| Livello bibliografico | Monografia |
| Lingua di pubblicazione | eng |
| Record Nr. | UNINA-9910790794003321 |
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Glandon Gerald L.
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| Chicago, Illinois ; ; Arlington, Virginia : , : Health Administration Press : , : AUPHA Press, , [2014] | ||
| Materiale a stampa | ||
| Lo trovi qui: Univ. Federico II | ||
| ||
Information systems for healthcare management / / Gerald L. Glandon, Detlev H. Smaltz, Donna J. Slovensky
| Information systems for healthcare management / / Gerald L. Glandon, Detlev H. Smaltz, Donna J. Slovensky |
| Autore | Glandon Gerald L. |
| Edizione | [Eighth edition.] |
| Pubbl/distr/stampa | Chicago, Illinois ; ; Arlington, Virginia : , : Health Administration Press : , : AUPHA Press, , [2014] |
| Descrizione fisica | 1 online resource (xv, 428 pages) : illustrations |
| Disciplina | 362.10285 |
| Soggetto topico |
Health services administration - Computer networks
Health services administration - Data processing Information storage and retrieval systems - Hospitals |
| ISBN |
1-56793-747-0
1-56793-632-6 |
| Formato | Materiale a stampa |
| Livello bibliografico | Monografia |
| Lingua di pubblicazione | eng |
| Record Nr. | UNINA-9910818829603321 |
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Glandon Gerald L.
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| Chicago, Illinois ; ; Arlington, Virginia : , : Health Administration Press : , : AUPHA Press, , [2014] | ||
| Materiale a stampa | ||
| Lo trovi qui: Univ. Federico II | ||
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