Unobserved variables: models and misunderstandings
Gespeichert in:
| 1. Verfasser: | |
|---|---|
| Format: | Buch |
| Sprache: | English |
| Veröffentlicht: |
Heidelberg [u.a.]
Springer
2013
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| Schriftenreihe: | SpringerBriefs in Statistics
|
| Schlagworte: | |
| Online-Zugang: | Inhaltstext Inhaltsverzeichnis |
| Beschreibung: | VII, 86 S. |
| ISBN: | 9783642399114 3642399118 |
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Datensatz im Suchindex
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CONTENTS
1 UNOBSERVED VARIABLES 1
1.1 BACKGROUND 1
1.2 MODELS: PARAMETERS AND RANDOM VARIABLES 2
1.3 CONTINUOUS AND CATEGORICAL VARIABLES 2
1.4 PARTICULAR CASES 3
1.5 MODELS AND MISUNDERSTANDINGS 6
REFERENCES 7
2 MEASUREMENT, ESTIMATION AND PREDICTION 9
2.1 MEASUREMENT 9
2.2 ESTIMATION 10
2.3 PREDICTION 10
2.4 SOME BASIC DISTRIBUTIONAL RESULTS 11
REFERENCE 12
3 SIMPLE MIXTURES 13
3.1 INTRODUCTION 13
3.2 THE NEGATIVE BINOMIAL DISTRIBUTION 15
3.3 DETERMINATION OF THE MIXING DISTRIBUTION 16
3.4 THE MIXED EXPONENTIAL DISTRIBUTION 16
3.5 THE SENSITIVITY OF THE MIXING DISTRIBUTION 17
REFERENCES 19
4 MODELS FOR ABILITY 21
4.1 THE PROBLEM AND THE MODELS 21
4.2 MAXIMUM LIKELIHOOD ESTIMATION 24
4.3 CONTINUOUS VARIABLES 25
4.4 THE SELECTION OF ITEMS 25
REFERENCES 27
5 A GENERAL LATENT VARIABLE MODEL 29
5.1 AN EXTENDED MODEL 29
5.2 MORE THAN ONE LATENT VARIABLE (FACTOR ANALYSIS) 30
REFERENCE 32
HTTP://D-NB.INFO/103818973X
VI CONTENTS
6 PREDICTION OF LATENT VARIABLES 33
6.1 PREDICTION AND FACTOR SCORES 33
6.2 THOMSON'S SCORES AND BARTLETT'S SCORES 36
REFERENCES 37
7 IDENTIFIABILITY 39
7.1 THE MEANING OF IDENTIFIABILITY 39
7.2 THE FACTOR MODEL 40
7.3 THE G-FACTOR AND BONDS 41
7.4 LINEAR STRUCTURAL EQUATION MODELS 43
REFERENCES 46
8 CATEGORICAL VARIABLES 47
8.1 THE ROLE OF CATEGORICAL VARIABLES 47
8.2 UNORDERED CATEGORIES 48
8.3 RANDOM EFFECTS (ITEMS) 49
8.4 ORDERED CATEGORICAL DATA 50
8.5 AN ALTERNATIVE UNDERLYING VARIABLE MODEL FOR ORDERED
CATEGORICAL DATA 52
REFERENCES 53,
9 MODELS FOR TIME SERIES 55
9.1 THE SCOPE OF TIME SERIES ANALYSIS 55
9.2 A GENERAL TREATMENT 56
9.3 REGRESSION-TYPE MODELS 57
9.4 AUTOREGRESSIVE MODELS 58
9.5 CONCLUDING REMARKS 60
REFERENCE 60
10 MISSING DATA 61
10.1 THE PROBLEM 61
10.2 THE E-M ALGORITHM 62
10.3 AN EXAMPLE WITH HYPOTHETICAL VARIABLES 63
10.4 IMPUTATION 65
10.5 PROBABILITY SPECIFICATIONS OF MISSING DATA 66
REFERENCES 67
11 SOCIAL MEASUREMENT 69
11.1 THE PROBLEM 69
11.2 PROPENSITY TO LEAVE AN ORGANISATION 70
11.3 THE HAZARD FUNCTION 71
11.4 THE RENEWAL RATE 72
11.5 HERITABILITY 74
REFERENCES 76
CONTENTS VII
12 BAYESIAN AND COMPUTATIONAL METHODS 77
12.1 APPROACHES TO INFERENCE 77
12.2 PRELIMINARIES 78
12.3 MARKOV CHAIN MONTE CARLO METHODS 80
12.4 GIBBS SAMPLING 82
REFERENCE 82
13 UNITY AND DIVERSITY 83 |
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| dewey-hundreds | 500 - Natural sciences and mathematics |
| dewey-ones | 519 - Probabilities and applied mathematics |
| dewey-raw | 519.5 |
| dewey-search | 519.5 |
| dewey-sort | 3519.5 |
| dewey-tens | 510 - Mathematics |
| discipline | Mathematik Wirtschaftswissenschaften |
| format | Book |
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| spelling | Bartholomew, David J. 1931- Verfasser (DE-588)121635864 aut Unobserved variables models and misunderstandings David J. Bartholomew Heidelberg [u.a.] Springer 2013 VII, 86 S. txt rdacontent n rdamedia nc rdacarrier SpringerBriefs in Statistics Latente Variable (DE-588)4166860-1 gnd rswk-swf Prognose (DE-588)4047390-9 gnd rswk-swf Zeitreihe (DE-588)4127298-5 gnd rswk-swf Latente Variable (DE-588)4166860-1 s DE-604 Prognose (DE-588)4047390-9 s Zeitreihe (DE-588)4127298-5 s b DE-604 X:MVB text/html http://deposit.dnb.de/cgi-bin/dokserv?id=4390552&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=026246425&sequence=000001&line_number=0001&func_code=DB_RECORDS&service_type=MEDIA Inhaltsverzeichnis |
| spellingShingle | Bartholomew, David J. 1931- Unobserved variables models and misunderstandings Latente Variable (DE-588)4166860-1 gnd Prognose (DE-588)4047390-9 gnd Zeitreihe (DE-588)4127298-5 gnd |
| subject_GND | (DE-588)4166860-1 (DE-588)4047390-9 (DE-588)4127298-5 |
| title | Unobserved variables models and misunderstandings |
| title_auth | Unobserved variables models and misunderstandings |
| title_exact_search | Unobserved variables models and misunderstandings |
| title_full | Unobserved variables models and misunderstandings David J. Bartholomew |
| title_fullStr | Unobserved variables models and misunderstandings David J. Bartholomew |
| title_full_unstemmed | Unobserved variables models and misunderstandings David J. Bartholomew |
| title_short | Unobserved variables |
| title_sort | unobserved variables models and misunderstandings |
| title_sub | models and misunderstandings |
| topic | Latente Variable (DE-588)4166860-1 gnd Prognose (DE-588)4047390-9 gnd Zeitreihe (DE-588)4127298-5 gnd |
| topic_facet | Latente Variable Prognose Zeitreihe |
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