Modern methods of statistical analysis of medical data:
Saved in:
| Main Author: | |
|---|---|
| Format: | Book |
| Language: | English |
| Published: |
Berlin
Logos-Verl.
2014
|
| Subjects: | |
| Online Access: | Inhaltstext Inhaltsverzeichnis |
| Physical Description: | 207 S. Ill., graph. Darst. 24 cm |
| ISBN: | 9783832538187 3832538186 |
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Record in the Search Index
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| adam_text |
CONTENT
INTRODUCTION 5
CHAPTER 1 HISTORY OF BIOSTATISTICS 7
CHAPTER 2 DESCRIPTIVE STATISTICS
2.1 RANDOM EVENTS AND RANDOM VARIABLES 9
2.2 NORMAL DISTRIBUTION OF A RANDOM VARIABLE 15
2.3 INTERVAL ESTIMATES OF A RANDOM VARIABLE 20
2.4 DISTRIBUTION DEVIATED FROM NORMAL AND ITS NUMERICAL
CHARACTERISTICS 27
2.5 DETERMINATION OF REQUIRED SAMPLE SIZE 31
CHAPTER 3 FUNDAMENTALS OF THE THEORY OF HYPOTHESES
3.1 NOTION OF HYPOTHESIS. THE TYPES OF HYPOTHESES. DECISION CRITERIA 33
3.2 HYPOTHESIS TESTING ON THE EQUALITY OF MATHEMATICAL EXPECTATIONS
OF TWO NORMAL DISTRIBUTIONS 37
3.3 HYPOTHESIS TESTING ON THE EQUALITY OF FRACTIONS OF TWO BINOMINAL
DISTRIBUTIONS 40
3.4 ANALYSIS OF VARIANCE 42
CHAPTER 4 DEPENDENCE ANALYSIS
4.1 CORRELATION ANALYSIS 45
4.2 REGRESSION ANALYSIS 50
4.3 MULTIPLE CORRELATION AND REGRESSION 55
CHAPTER 5 THE APPLICATION OF STATISTIC A SOFTWARE PACKAGE
FOR QUALITATIVE AND QUANTITATIVE ANALYSES
5.1 COMPARISON OF THE GROUPS BY QUANTITATIVE ATTRIBUTE 57
5.1.1 PARAMETRIC AND NON-PARAMETRIC TESTS 57
5.1.2 THE USE OF THE STUDENT T-TEST FOR TWO INDEPENDENT SAMPLES 60
5.1.3 THE USE OF T-TEST FOR TWO DEPENDENT SAMPLES 64
5.1.4 COMPARISON OF TWO INDEPENDENT GROUPS WITH THE HELP
OF THE MANN-WITHNEY U-TEST 64
5.1.5 THE COMPARISON OF SEVERAL ORDERED GROUPS BY BINARY ATTRIBUTES
WITH THE HELP OF THE MANN-WHITNEY TEST 69
5.1.6 THE WALD-WOLFOWITZ TEST 69
5.1.7 THE COMPARISON OF CONTINUOUS QUANTITIES OF TWO RELATED SAMPLES
WITH THE HELP OF THE WILCOXON W-TEST 70
5.1.8 ONE-WAY ANOVA TEST 73
5.1.9 POST HOC GROUP COMPARISONS 76
5.1.10 TWO-WAY ANOVA TEST 81
HTTP://D-NB.INFO/1060456303
5.1.11 DIFFERENCES BETWEEN SEVERAL UNRELATED GROUPS.
NONPARAMETRIC KRUSKAL-WALLIS H-TEST 84
5.1.12 COMPARISON OF SEVERAL DEPENDENT GROUPS (REPEATED MEASURES).
THE FRIEDMAN RANK ANALYSIS OF VARIANCE 88
5.2 COMPARISON OF THE GROUP BY THE QUALITATIVE ATTRIBUTE 91
5.2.1 ANALYSIS OF QUALITATIVE ATTRIBUTES WITH FREQUENCY TABLES
AND THE CHI-SQUARE TEST 91
5.2.2 COMPARISON OF ONE GROUP WITH THE POPULATION 93
5.2.3 COMPARISON OF OBSERVED AND EXPECTED FREQUENCIES IN THE TWO
GROUPS USING CHI-SQUARE 95
5.2.4 CONSTRUCTION OF A CROSSTABULATION TABLE. COMPARISON OF FREQUENCIES
IN TWO GROUPS BY THE FISHER EXACT TEST 97
5.2.5 COMPARISON OF FREQUENCIES WITH THE CROSSTABULATION TABLE 2X2
IN TWO INDEPENDENT SAMPLES USING THE CHI-SQUARE TEST 102
5.2.6 COMPARISON OF QUALITATIVE FEATURES (EXPRESSED IN FREQUENCIES)
IN TWO INDEPENDENT SAMPLES WITH THE HELP OF THE FISHER EXACT TEST 104
5.2.7 COMPARISON OF QUALITATIVE FEATURES (EXPRESSED IN FREQUENCIES)
IN TWO RELATED SAMPLES WITH THE HELP OF THE MCNEMAR TEST 106
5.2.8 THE CONSTRUCTION OF THE CONFIDENCE INTERVAL FOR THE DIFFERENCE
OF RELATIVE FREQUENCIES IN RELATED SAMPLES (BEFORE AND AFTER TREATMENT)
108
5.2.9 THE KOCHRAN Q-TEST FOR REPEATED TESTS 108
5.2.10 COMPARISON OF 2 QUALITATIVE FEATURES IN TWO INDEPENDENT
SAMPLES EXPRESSED AS A PERCENTAGE (COMPARISON OF THE RELATIVE
FREQUENCIES
WITHIN ONE GROUP AND TWO GROUPS) 110
CHAPTER 6 THE APPLICATION OF THE STATISTICA SOFTWARE
PACKAGE FOR DEPENDENCES ANALYSIS
6.1 DEPENDENCE ANALYSIS (CORRELATIONS, ASSOCIATIONS) ILL
6.1.1 THE PEARSON CORRELATION COEFFICIENT 116
6.1.2 THE SPEARMAN CORRELATION COEFFICIENT 117
6.1.3 THE KENDALL COEFFICIENT OF CONCORDANCE 121
6.2 THE METHODS OF REGRESSION ANALYSIS 123
6.2.1 MULTIPLE LINEAR REGRESSION 123
6.2.2 MULTIPLE NONLINEAR REGRESSION 132
6.2.3 BINARY LOGISTIC REGRESSION 135
CHAPTER 7 THE APPLICATION OF STATISTICA SOFTWARE PACKAGE
FOR MULTIVARIANCE ANALYSIS
7.1 MULTIVARIATE ANALYSIS OF VARIANCE 143
7.2 CLUSTER ANALYSIS 151
7.2.1 THE CLASSIFICATION OF THE CLUSTER ANALYSIS METHODS ACCORDING
TO CLUSTERING STRATEGIES 151
7.2.2 JOINING TREE CLUSTERING 155
7.2.3 DIVISIVE CLUSTERING BY K-MEANS METHOD 160
7.3 FACTOR ANALYSIS 163
7.3.1 BASIC CONCEPTS OF FACTOR ANALYSIS 163
7.3.2 PRINCIPAL COMPONENTS METHOD 166
7.3.3 METHOD OF PRINCIPLE FACTORS 172
7.4 DISCRIMINANT ANALYSIS 176
REFERENCES 192
APPENDICES 193 |
| any_adam_object | 1 |
| author | Trukhacheva, Nina |
| author_facet | Trukhacheva, Nina |
| author_role | aut |
| author_sort | Trukhacheva, Nina |
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| bvnumber | BV042427001 |
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| dewey-full | 610.727 610 |
| dewey-hundreds | 600 - Technology (Applied sciences) |
| dewey-ones | 610 - Medicine and health |
| dewey-raw | 610.727 610 |
| dewey-search | 610.727 610 |
| dewey-sort | 3610.727 |
| dewey-tens | 610 - Medicine and health |
| discipline | Medizin |
| format | Book |
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| isbn | 9783832538187 3832538186 |
| language | English |
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| physical | 207 S. Ill., graph. Darst. 24 cm |
| publishDate | 2014 |
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| spelling | Trukhacheva, Nina Verfasser aut Modern methods of statistical analysis of medical data Nina Trukhacheva Berlin Logos-Verl. 2014 207 S. Ill., graph. Darst. 24 cm txt rdacontent n rdamedia nc rdacarrier Medizinische Statistik (DE-588)4127563-9 gnd rswk-swf Medizin Medizinische Statistik Biometrie EDV Medizinische Statistik (DE-588)4127563-9 s DE-604 X:MVB text/html http://deposit.dnb.de/cgi-bin/dokserv?id=4816563&prov=M&dok_var=1&dok_ext=htm Inhaltstext DNB Datenaustausch application/pdf http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=027862363&sequence=000001&line_number=0001&func_code=DB_RECORDS&service_type=MEDIA Inhaltsverzeichnis |
| spellingShingle | Trukhacheva, Nina Modern methods of statistical analysis of medical data Medizinische Statistik (DE-588)4127563-9 gnd |
| subject_GND | (DE-588)4127563-9 |
| title | Modern methods of statistical analysis of medical data |
| title_auth | Modern methods of statistical analysis of medical data |
| title_exact_search | Modern methods of statistical analysis of medical data |
| title_full | Modern methods of statistical analysis of medical data Nina Trukhacheva |
| title_fullStr | Modern methods of statistical analysis of medical data Nina Trukhacheva |
| title_full_unstemmed | Modern methods of statistical analysis of medical data Nina Trukhacheva |
| title_short | Modern methods of statistical analysis of medical data |
| title_sort | modern methods of statistical analysis of medical data |
| topic | Medizinische Statistik (DE-588)4127563-9 gnd |
| topic_facet | Medizinische Statistik |
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