Topics at the frontier of statistics and network analysis: (re)visiting the foundations
Gespeichert in:
| 1. Verfasser: | |
|---|---|
| Format: | Buch |
| Sprache: | English |
| Veröffentlicht: |
Cambridge, United Kingdom
Cambridge University Press
2017
|
| Schriftenreihe: | Semstat elements
Cambridge elements |
| Schlagworte: | |
| Online-Zugang: | Inhaltsverzeichnis |
| Beschreibung: | xii, 124 Seiten Illustrationen |
| ISBN: | 9781108407120 |
Internformat
MARC
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Datensatz im Suchindex
| _version_ | 1804177926853230592 |
|---|---|
| adam_text | Contents
List of Illustrations page vii
List of Tables x
Preface xi
1 Background and Overview 1
2 Network Modeling 5
2.1 Introduction 5
2.2 Latent Network Models: A Canonical Class 7
2.2.1 Stochastic Block Models 7
2.2.2 Exchangeable Models Based on Graphons 9
2.3 Things We Demand of Our Models: Progress and
Challenges 13
2.3.1 Plausibility 13
2.3.2 Inference 17
2.3.3 Consistency and Other Properties 22
2.3.4 Goodness of Fit 26
2.4 Related Topics 31
3 Sampling Networks 37
3.1 Introduction 37
3.2 Background 39
3.2.1 An Illustration 39
3.2.2 Some Canonical Network Sampling Designs 42
3.2.3 Interaction of Design, Network, and Summary 45
3.3 Case Study: Estimating Degree-Based
Characteristics 47
3.3.1 Average Vertex Degree 48
3.3.2 Network Degree Distribution 50
3.3.3 Individual Vertex Degree 56
3.4 Related Topics 59
v
vi
Cambridge Elements
4 Networked Experiments 64
4.1 Introduction 64
4.2 Background 66
4.3 Causal Inference Under Network Interference 69
4.3.1 Network Exposure Models 70
4.3.2 Causal Effects Under Network Interference 71
4.3.3 Design of Networked Experiments 73
4.3.4 Inference for Causal Effects 76
4.4 An Illustration: Influencing Organizational Behavior 78
4.5 Related Topics 83
5 Emerging Topic Areas 87
5.1 Introduction 87
5.2 Dynamic Networks and Multi-Networks 87
5.3 Noisy Networks 90
5.4 Network Data Objects 93
Appendix Background on Graphs 96
A.1 Basic Definitions and Concepts 96
A.2 Graphs and Matrix Algebra 99
A.3 Graph Data Structures and Algorithms 100
A.3.1 Data Structures 101
A.3.2 Algorithms 102
References 105
Author Index 119
Subject Index 123
|
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| ctrlnum | (OCoLC)1006682514 (DE-599)HBZHT019474330 |
| dewey-full | 003.72015195 |
| dewey-hundreds | 000 - Computer science, information, general works |
| dewey-ones | 003 - Systems |
| dewey-raw | 003.72015195 |
| dewey-search | 003.72015195 |
| dewey-sort | 13.72015195 |
| dewey-tens | 000 - Computer science, information, general works |
| discipline | Informatik Mathematik |
| format | Book |
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| illustrated | Illustrated |
| indexdate | 2024-07-10T07:55:51Z |
| institution | BVB |
| isbn | 9781108407120 |
| language | English |
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| physical | xii, 124 Seiten Illustrationen |
| publishDate | 2017 |
| publishDateSearch | 2017 |
| publishDateSort | 2017 |
| publisher | Cambridge University Press |
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| series2 | Semstat elements Cambridge elements |
| spelling | Kolaczyk, Eric D. 1968- Verfasser (DE-588)106893459X aut Topics at the frontier of statistics and network analysis (re)visiting the foundations Eric D. Kolaczyk Cambridge, United Kingdom Cambridge University Press 2017 xii, 124 Seiten Illustrationen txt rdacontent n rdamedia nc rdacarrier Semstat elements Cambridge elements System analysis Mathematical models System analysis Statistical methods Statistische Analyse (DE-588)4116599-8 gnd rswk-swf Netzwerk (DE-588)4171529-9 gnd rswk-swf Netzwerk (DE-588)4171529-9 s Statistische Analyse (DE-588)4116599-8 s DE-604 Digitalisierung UB Bayreuth - ADAM Catalogue Enrichment application/pdf http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=029956584&sequence=000001&line_number=0001&func_code=DB_RECORDS&service_type=MEDIA Inhaltsverzeichnis |
| spellingShingle | Kolaczyk, Eric D. 1968- Topics at the frontier of statistics and network analysis (re)visiting the foundations System analysis Mathematical models System analysis Statistical methods Statistische Analyse (DE-588)4116599-8 gnd Netzwerk (DE-588)4171529-9 gnd |
| subject_GND | (DE-588)4116599-8 (DE-588)4171529-9 |
| title | Topics at the frontier of statistics and network analysis (re)visiting the foundations |
| title_auth | Topics at the frontier of statistics and network analysis (re)visiting the foundations |
| title_exact_search | Topics at the frontier of statistics and network analysis (re)visiting the foundations |
| title_full | Topics at the frontier of statistics and network analysis (re)visiting the foundations Eric D. Kolaczyk |
| title_fullStr | Topics at the frontier of statistics and network analysis (re)visiting the foundations Eric D. Kolaczyk |
| title_full_unstemmed | Topics at the frontier of statistics and network analysis (re)visiting the foundations Eric D. Kolaczyk |
| title_short | Topics at the frontier of statistics and network analysis |
| title_sort | topics at the frontier of statistics and network analysis re visiting the foundations |
| title_sub | (re)visiting the foundations |
| topic | System analysis Mathematical models System analysis Statistical methods Statistische Analyse (DE-588)4116599-8 gnd Netzwerk (DE-588)4171529-9 gnd |
| topic_facet | System analysis Mathematical models System analysis Statistical methods Statistische Analyse Netzwerk |
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