Analytics in Healthcare: a practical introduction
Saved in:
| Main Authors: | , |
|---|---|
| Format: | Book |
| Language: | English |
| Published: |
Cham
Springer
[2019]
|
| Series: | Springer Briefs in Health Care Management and Economics
|
| Subjects: | |
| Online Access: | Inhaltsverzeichnis |
| Physical Description: | xi, 105 Seiten Illustrationen, Diagramme |
| ISBN: | 9783030045050 |
Staff View
MARC
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Record in the Search Index
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|---|---|
| adam_text | Contents
1 Healthcare, Data Analytics, and Business Intelligence................... 1
1.1 Introduction..................................................... 2
1.2 Data and Information ............................................ 3
1.3 Decision-Making in Healthcare ................................... 3
1.4 Components of Healthcare Analytics.............................. 4
1.5 Measurement, Metrics, and Indicators ............................ 5
1.6 BI Technology and Architecture................................. 5
1.7 BI Applications in Healthcare.................................... 9
1.8 BI and Analytics Software Providers ............................ 10
1.9 Conclusion ..................................................... 12
References .......................................................... 12
2 Analytics Building Blocks.............................................. 15
2.1 Introduction.................................................... 15
2.2 The Analytics Landscape ........................................ 16
2.2.1 Types of Analytics (Descriptive, Diagnostic, Predictive,
Prescriptive) ........................................... 16
2.2.2 Statistics .............................................. 18
2.2.3 Information Processing and Communication................. 25
2.3 Conclusion ..................................................... 27
References........................................................... 28
3 Descriptive, Predictive, and Prescriptive Analytics ................... 31
3.1 Introduction.................................................... 32
3.2 Data Mining ................................................... 32
3.3 Machine Learning and AI......................................... 33
3.3.1 Supervised Learning...................................... 35
3.3.2 Unsupervised Learning................................... 36
3.3.3 Terminology Used in Machine Learning ................... 37
3.3.4 Machine Learning Algorithms: A Classification........... 39
IX
X
Contents
3.4 Descriptive Analytics Algorithms.................................. 39
3.4.1 Reports ................................................... 39
3.4.2 OLAP and Multidimensional Analysis Techniques ............. 41
3.5 Predictive Analytics Algorithms................................... 44
3.5.1 Examples of Regression Algorithms.......................... 44
3.5.2 Examples of Classification Algorithms...................... 47
3.5.3 Examples of Clustering Algorithms.......................... 49
3.5.4 Examples of Dimensionality Reduction Algorithms ........... 51
3.6 Prescriptive Analytics............................................ 53
3.7 Conclusion ....................................................... 53
References ............................................................ 54
4 Healthcare Analytics Applications....................................... 57
4.1 Introduction...................................................... 58
4.2 Descriptive Analytics Applications................................ 59
4.3 Predictive Analytics Applications................................. 59
4.3.1 Regression Applications.................................... 59
4.3.2 Classification Application................................. 63
4.3.3 Clustering Application .................................. 66
4.3.4 Dimensionality Reduction Application....................... 67
4.4 Prescriptive Analytics Application ............................... 68
4.4.1 Prescriptive Analytics Application: Optimal In-Brace
Corrections for Braced Adolescent Idiopathic Scoliosis (AIS)
Patients .................................................. 68
4.5 Conclusion ....................................................... 69
References ............................................................ 69
5 Data Visualization ..................................................... 71
5.1 Introduction...................................................... 72
5.2 Presentation and Visualization of Information..................... 73
5.2.1 A Taxonomy of Graphs....................................... 73
5.2.2 Relationships and Graphs................................... 77
5.3 Infographics ..................................................... 85
5.4 Dashboards........................................................ 86
5.5 Data Visualization Software....................................... 88
5.6 Conclusion ....................................................... 89
References ............................................................ 89
6 Future Directions....................................................... 91
6.1 Introduction...................................................... 91
6.2 Artificial Intelligence and Machine Learning Trends............... 92
6.3 Internet of Things (IoT) ......................................... 93
6.4 Big Data Analytics .............................................. 94
6.5 Ethical Concerns.................................................. 96
6.6 Future Directions ................................................ 97
Contents
xi
6.7 Healthcare Analytics Demos..................................... 97
6.8 Conclusion .................................................. 98
References ......................................................... 98
Index....................................................................101
|
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| bvnumber | BV045437039 |
| classification_rvk | QX 700 ST 640 |
| ctrlnum | (OCoLC)1088872005 (DE-599)BVBBV045437039 |
| discipline | Informatik Wirtschaftswissenschaften |
| format | Book |
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| indexdate | 2024-07-10T08:18:08Z |
| institution | BVB |
| isbn | 9783030045050 |
| language | English |
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| physical | xi, 105 Seiten Illustrationen, Diagramme |
| publishDate | 2019 |
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| spelling | El Morr, Christo 1966- Verfasser (DE-588)1025663616 aut Analytics in Healthcare a practical introduction Christo El Morr, Hossam Ali-Hassan Cham Springer [2019] xi, 105 Seiten Illustrationen, Diagramme txt rdacontent n rdamedia nc rdacarrier Springer Briefs in Health Care Management and Economics Statistik (DE-588)4056995-0 gnd rswk-swf Data Mining (DE-588)4428654-5 gnd rswk-swf Datenanalyse (DE-588)4123037-1 gnd rswk-swf Gesundheitswesen (DE-588)4020775-4 gnd rswk-swf Business Intelligence (DE-588)4588307-5 gnd rswk-swf Gesundheitswesen (DE-588)4020775-4 s Datenanalyse (DE-588)4123037-1 s DE-604 Business Intelligence (DE-588)4588307-5 s Statistik (DE-588)4056995-0 s Data Mining (DE-588)4428654-5 s 1\p DE-604 Ali-Hassan, Hossam Verfasser aut Erscheint auch als Online-Ausgabe 978-3-030-04506-7 Digitalisierung UB Augsburg - ADAM Catalogue Enrichment application/pdf http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=030822630&sequence=000002&line_number=0001&func_code=DB_RECORDS&service_type=MEDIA Inhaltsverzeichnis 1\p cgwrk 20201028 DE-101 https://d-nb.info/provenance/plan#cgwrk |
| spellingShingle | El Morr, Christo 1966- Ali-Hassan, Hossam Analytics in Healthcare a practical introduction Statistik (DE-588)4056995-0 gnd Data Mining (DE-588)4428654-5 gnd Datenanalyse (DE-588)4123037-1 gnd Gesundheitswesen (DE-588)4020775-4 gnd Business Intelligence (DE-588)4588307-5 gnd |
| subject_GND | (DE-588)4056995-0 (DE-588)4428654-5 (DE-588)4123037-1 (DE-588)4020775-4 (DE-588)4588307-5 |
| title | Analytics in Healthcare a practical introduction |
| title_auth | Analytics in Healthcare a practical introduction |
| title_exact_search | Analytics in Healthcare a practical introduction |
| title_full | Analytics in Healthcare a practical introduction Christo El Morr, Hossam Ali-Hassan |
| title_fullStr | Analytics in Healthcare a practical introduction Christo El Morr, Hossam Ali-Hassan |
| title_full_unstemmed | Analytics in Healthcare a practical introduction Christo El Morr, Hossam Ali-Hassan |
| title_short | Analytics in Healthcare |
| title_sort | analytics in healthcare a practical introduction |
| title_sub | a practical introduction |
| topic | Statistik (DE-588)4056995-0 gnd Data Mining (DE-588)4428654-5 gnd Datenanalyse (DE-588)4123037-1 gnd Gesundheitswesen (DE-588)4020775-4 gnd Business Intelligence (DE-588)4588307-5 gnd |
| topic_facet | Statistik Data Mining Datenanalyse Gesundheitswesen Business Intelligence |
| url | http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=030822630&sequence=000002&line_number=0001&func_code=DB_RECORDS&service_type=MEDIA |
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