A first course in network science:
Saved in:
| Main Authors: | , , |
|---|---|
| Format: | Book |
| Language: | English |
| Published: |
Cambridge
Cambridge University Press
2020
|
| Subjects: | |
| Online Access: | Inhaltsverzeichnis Klappentext |
| Item Description: | Hier auch später erschienene, unveränderte Nachdrucke |
| Physical Description: | xv, 258 Seiten Illustrationen, Diagramme |
| ISBN: | 9781108471138 |
Staff View
MARC
| LEADER | 00000nam a2200000 c 4500 | ||
|---|---|---|---|
| 001 | BV046435428 | ||
| 003 | DE-604 | ||
| 005 | 20250303 | ||
| 007 | t| | ||
| 008 | 200220s2020 xx a||| |||| 00||| eng d | ||
| 020 | |a 9781108471138 |c Hardback |9 978-1-108-47113-8 | ||
| 035 | |a (OCoLC)1142698933 | ||
| 035 | |a (DE-599)KXP1681559803 | ||
| 040 | |a DE-604 |b ger |e rda | ||
| 041 | 0 | |a eng | |
| 049 | |a DE-19 |a DE-706 |a DE-384 |a DE-1050 |a DE-N2 |a DE-188 |a DE-91 |a DE-91G |a DE-703 | ||
| 084 | |a QH 451 |0 (DE-625)141594: |2 rvk | ||
| 084 | |a SK 890 |0 (DE-625)143267: |2 rvk | ||
| 084 | |a RB 10103 |0 (DE-625)142220:12616 |2 rvk | ||
| 084 | |a MAT 904 |2 stub | ||
| 100 | 1 | |a Menczer, Filippo |d 1965- |e Verfasser |0 (DE-588)173699480 |4 aut | |
| 245 | 1 | 0 | |a A first course in network science |c Filippo Menczer (Indiana University, Bloomington), Santo Fortunato (Indiana University, Bloomington), Clayton A. Davis (Indiana University, Bloomington) |
| 264 | 1 | |a Cambridge |b Cambridge University Press |c 2020 | |
| 300 | |a xv, 258 Seiten |b Illustrationen, Diagramme | ||
| 336 | |b txt |2 rdacontent | ||
| 337 | |b n |2 rdamedia | ||
| 338 | |b nc |2 rdacarrier | ||
| 500 | |a Hier auch später erschienene, unveränderte Nachdrucke | ||
| 650 | 0 | 7 | |a Graphentheorie |0 (DE-588)4113782-6 |2 gnd |9 rswk-swf |
| 650 | 0 | 7 | |a Netzwerk |0 (DE-588)4171529-9 |2 gnd |9 rswk-swf |
| 689 | 0 | 0 | |a Netzwerk |0 (DE-588)4171529-9 |D s |
| 689 | 0 | 1 | |a Graphentheorie |0 (DE-588)4113782-6 |D s |
| 689 | 0 | |5 DE-604 | |
| 700 | 1 | |a Fortunato, Santo |e Verfasser |0 (DE-588)120414186X |4 aut | |
| 700 | 1 | |a Davis, Clayton A. |e Verfasser |0 (DE-588)1204142327 |4 aut | |
| 776 | 0 | 8 | |i Erscheint auch als |n Online-Ausgabe |z 978-1-108-65394-7 |
| 856 | 4 | 2 | |m Digitalisierung UB Augsburg - ADAM Catalogue Enrichment |q application/pdf |u http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=031847579&sequence=000001&line_number=0001&func_code=DB_RECORDS&service_type=MEDIA |3 Inhaltsverzeichnis |
| 856 | 4 | 2 | |m Digitalisierung UB Augsburg - ADAM Catalogue Enrichment |q application/pdf |u http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=031847579&sequence=000003&line_number=0002&func_code=DB_RECORDS&service_type=MEDIA |3 Klappentext |
| 943 | 1 | |a oai:aleph.bib-bvb.de:BVB01-031847579 | |
Record in the Search Index
| _version_ | 1826400967361298432 |
|---|---|
| adam_text |
Contents Preface Acknowledgments 0 Introduction 0.1 Social Networks 0.2 Communication Networks 0.3 The Web and Wikipedia 0.4 The Internet 0.5 Transportation Networks 0.6 Biological Networks 0.7 Summary 0.8 Further Reading Exercises 1 Network Elements 1.1 Basic Definitions 1.2 Handling Networks in Code 1.3 Density and Sparsity 1.4 Subnetworks 1.5 Degree 1.6 Directed Networks 1.7 Weighted Networks 1.8 Multilayer and Temporal Networks 1.9 Network Representations 1.10 Drawing Networks 1.11 Summary 1.12 Further Reading Exercises 2 Small Worlds 2.1 2.2 2.3 2.4 2.5 2.6 Birds of a Feather Paths and Distances Connectedness and Components Trees Finding Shortest Paths Social Distance page xi XV 1 2 5 7 8 10 11 12 12 13 15 15 17 20 22 23 24 25 26 28 29 30 31 32 36 36 39 43 45 47 5Ո
Contents 2.7 Six Degrees of Separation 2.8 Friend of a Friend 2.9 Summary 2.10 Further Reading Exercises 3 Hubs 3.1 Centrality Measures 3.2 Centrality Distributions 3.3 The Friendship Paradox 3.4 Ultra-Small Worlds 3.5 Robustness 3.6 Core Decomposition 3.7 Summary 3.8 Further Reading Exercises 4 Directions and Weights 4.1 Directed Networks 4.2 The Web 4.3 PageRank 4.4 Weighted Networks 4.5 Information and Misinformation 4.6 Co-occurrence Networks 4.7 Weight Heterogeneity 4.8 Summary 4.9 Further Reading Exercises 5 Network Models 5.1 Random Networks 5.2 Small Worlds 5.3 Configuration Model 5.4 Preferential Attachment 5.5 Other Preferential Models 5.6 Summary 5.7 Further Reading Exercises 6 Communities 6.1 6.2 6.3 6.4 6.5 Basic Definitions Related Problems Community Detection Method Evaluation Summary 52 55 58 59 60 66 66 69 75 76 77 79 81 81 82 87 87 88 97 100 101 105 108 112 113 114 120 120 127 130 133 137 144 145 146 150 152 158 163 173 179
Contents lx 6.6 Further Reading Exercises 7 Dynamics 7.1 Ideas, Information, Influence 7.2 Epidemic Spreading 7.3 Opinion Dynamics 7.4 Search 7.5 Summary 7.6 Further Reading Exercises Appendix A A.l A.2 A.3 A.4 A.5 A.6 A.7 Appendix В B.l B.2 B.3 B.4 B.5 B.6 Python Tutorial Jupyter Notebook Conditionals Lists Loops Tuples Dictionaries Combining Data Types NetLogo Models PageRank Giant Component Small Worlds Preferential Attachment Virus on a Network Language Change References Index 180 181 186 186 193 200 207 213 214 215 221 221 222 223 225 227 230 233 238 238 239 240 241 242 244 246 256
Networks are present in all aspects of our lives: networks of friends, communication and transportation networks, and the Web are all examples that we experience outwardly, while the neurons in our brain and the proteins within our body form networks that determine our intelligence and survival. This modern and accessible textbook introduces the basics of network science required across a wide range of job sectors from management to marketing, from biology to engineering, and from neuroscience to the social sciences. Students will develop important, practical skills and the ability to write code for using networks in their areas of interest — even as they are just learning to program with Python. Extensive sets of tutorials and homework problems provide plenty of hands-on practice, and longer programming tutorials online further enhance students’ programming skills. This intuitive and direct approach makes the book ideal for a first course, aimed at a wide audience without a strong background in mathematics or computing but with a desire to learn the fundamentals and applications of network science. |
| any_adam_object | 1 |
| author | Menczer, Filippo 1965- Fortunato, Santo Davis, Clayton A. |
| author_GND | (DE-588)173699480 (DE-588)120414186X (DE-588)1204142327 |
| author_facet | Menczer, Filippo 1965- Fortunato, Santo Davis, Clayton A. |
| author_role | aut aut aut |
| author_sort | Menczer, Filippo 1965- |
| author_variant | f m fm s f sf c a d ca cad |
| building | Verbundindex |
| bvnumber | BV046435428 |
| classification_rvk | QH 451 SK 890 RB 10103 |
| classification_tum | MAT 904 |
| ctrlnum | (OCoLC)1142698933 (DE-599)KXP1681559803 |
| discipline | Mathematik Wirtschaftswissenschaften Geographie |
| format | Book |
| fullrecord | <?xml version="1.0" encoding="UTF-8"?><collection xmlns="http://www.loc.gov/MARC21/slim"><record><leader>00000nam a2200000 c 4500</leader><controlfield tag="001">BV046435428</controlfield><controlfield tag="003">DE-604</controlfield><controlfield tag="005">20250303</controlfield><controlfield tag="007">t|</controlfield><controlfield tag="008">200220s2020 xx a||| |||| 00||| eng d</controlfield><datafield tag="020" ind1=" " ind2=" "><subfield code="a">9781108471138</subfield><subfield code="c">Hardback</subfield><subfield code="9">978-1-108-47113-8</subfield></datafield><datafield tag="035" ind1=" " ind2=" "><subfield code="a">(OCoLC)1142698933</subfield></datafield><datafield tag="035" ind1=" " ind2=" "><subfield code="a">(DE-599)KXP1681559803</subfield></datafield><datafield tag="040" ind1=" " ind2=" "><subfield code="a">DE-604</subfield><subfield code="b">ger</subfield><subfield code="e">rda</subfield></datafield><datafield tag="041" ind1="0" ind2=" "><subfield code="a">eng</subfield></datafield><datafield tag="049" ind1=" " ind2=" "><subfield code="a">DE-19</subfield><subfield code="a">DE-706</subfield><subfield code="a">DE-384</subfield><subfield code="a">DE-1050</subfield><subfield code="a">DE-N2</subfield><subfield code="a">DE-188</subfield><subfield code="a">DE-91</subfield><subfield code="a">DE-91G</subfield><subfield code="a">DE-703</subfield></datafield><datafield tag="084" ind1=" " ind2=" "><subfield code="a">QH 451</subfield><subfield code="0">(DE-625)141594:</subfield><subfield code="2">rvk</subfield></datafield><datafield tag="084" ind1=" " ind2=" "><subfield code="a">SK 890</subfield><subfield code="0">(DE-625)143267:</subfield><subfield code="2">rvk</subfield></datafield><datafield tag="084" ind1=" " ind2=" "><subfield code="a">RB 10103</subfield><subfield code="0">(DE-625)142220:12616</subfield><subfield code="2">rvk</subfield></datafield><datafield tag="084" ind1=" " ind2=" "><subfield code="a">MAT 904</subfield><subfield code="2">stub</subfield></datafield><datafield tag="100" ind1="1" ind2=" "><subfield code="a">Menczer, Filippo</subfield><subfield code="d">1965-</subfield><subfield code="e">Verfasser</subfield><subfield code="0">(DE-588)173699480</subfield><subfield code="4">aut</subfield></datafield><datafield tag="245" ind1="1" ind2="0"><subfield code="a">A first course in network science</subfield><subfield code="c">Filippo Menczer (Indiana University, Bloomington), Santo Fortunato (Indiana University, Bloomington), Clayton A. Davis (Indiana University, Bloomington)</subfield></datafield><datafield tag="264" ind1=" " ind2="1"><subfield code="a">Cambridge</subfield><subfield code="b">Cambridge University Press</subfield><subfield code="c">2020</subfield></datafield><datafield tag="300" ind1=" " ind2=" "><subfield code="a">xv, 258 Seiten</subfield><subfield code="b">Illustrationen, Diagramme</subfield></datafield><datafield tag="336" ind1=" " ind2=" "><subfield code="b">txt</subfield><subfield code="2">rdacontent</subfield></datafield><datafield tag="337" ind1=" " ind2=" "><subfield code="b">n</subfield><subfield code="2">rdamedia</subfield></datafield><datafield tag="338" ind1=" " ind2=" "><subfield code="b">nc</subfield><subfield code="2">rdacarrier</subfield></datafield><datafield tag="500" ind1=" " ind2=" "><subfield code="a">Hier auch später erschienene, unveränderte Nachdrucke</subfield></datafield><datafield tag="650" ind1="0" ind2="7"><subfield code="a">Graphentheorie</subfield><subfield code="0">(DE-588)4113782-6</subfield><subfield code="2">gnd</subfield><subfield code="9">rswk-swf</subfield></datafield><datafield tag="650" ind1="0" ind2="7"><subfield code="a">Netzwerk</subfield><subfield code="0">(DE-588)4171529-9</subfield><subfield code="2">gnd</subfield><subfield code="9">rswk-swf</subfield></datafield><datafield tag="689" ind1="0" ind2="0"><subfield code="a">Netzwerk</subfield><subfield code="0">(DE-588)4171529-9</subfield><subfield code="D">s</subfield></datafield><datafield tag="689" ind1="0" ind2="1"><subfield code="a">Graphentheorie</subfield><subfield code="0">(DE-588)4113782-6</subfield><subfield code="D">s</subfield></datafield><datafield tag="689" ind1="0" ind2=" "><subfield code="5">DE-604</subfield></datafield><datafield tag="700" ind1="1" ind2=" "><subfield code="a">Fortunato, Santo</subfield><subfield code="e">Verfasser</subfield><subfield code="0">(DE-588)120414186X</subfield><subfield code="4">aut</subfield></datafield><datafield tag="700" ind1="1" ind2=" "><subfield code="a">Davis, Clayton A.</subfield><subfield code="e">Verfasser</subfield><subfield code="0">(DE-588)1204142327</subfield><subfield code="4">aut</subfield></datafield><datafield tag="776" ind1="0" ind2="8"><subfield code="i">Erscheint auch als</subfield><subfield code="n">Online-Ausgabe</subfield><subfield code="z">978-1-108-65394-7</subfield></datafield><datafield tag="856" ind1="4" ind2="2"><subfield code="m">Digitalisierung UB Augsburg - ADAM Catalogue Enrichment</subfield><subfield code="q">application/pdf</subfield><subfield code="u">http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=031847579&sequence=000001&line_number=0001&func_code=DB_RECORDS&service_type=MEDIA</subfield><subfield code="3">Inhaltsverzeichnis</subfield></datafield><datafield tag="856" ind1="4" ind2="2"><subfield code="m">Digitalisierung UB Augsburg - ADAM Catalogue Enrichment</subfield><subfield code="q">application/pdf</subfield><subfield code="u">http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=031847579&sequence=000003&line_number=0002&func_code=DB_RECORDS&service_type=MEDIA</subfield><subfield code="3">Klappentext</subfield></datafield><datafield tag="943" ind1="1" ind2=" "><subfield code="a">oai:aleph.bib-bvb.de:BVB01-031847579</subfield></datafield></record></collection> |
| id | DE-604.BV046435428 |
| illustrated | Illustrated |
| indexdate | 2025-03-12T15:01:33Z |
| institution | BVB |
| isbn | 9781108471138 |
| language | English |
| oai_aleph_id | oai:aleph.bib-bvb.de:BVB01-031847579 |
| oclc_num | 1142698933 |
| open_access_boolean | |
| owner | DE-19 DE-BY-UBM DE-706 DE-384 DE-1050 DE-N2 DE-188 DE-91 DE-BY-TUM DE-91G DE-BY-TUM DE-703 |
| owner_facet | DE-19 DE-BY-UBM DE-706 DE-384 DE-1050 DE-N2 DE-188 DE-91 DE-BY-TUM DE-91G DE-BY-TUM DE-703 |
| physical | xv, 258 Seiten Illustrationen, Diagramme |
| publishDate | 2020 |
| publishDateSearch | 2020 |
| publishDateSort | 2020 |
| publisher | Cambridge University Press |
| record_format | marc |
| spelling | Menczer, Filippo 1965- Verfasser (DE-588)173699480 aut A first course in network science Filippo Menczer (Indiana University, Bloomington), Santo Fortunato (Indiana University, Bloomington), Clayton A. Davis (Indiana University, Bloomington) Cambridge Cambridge University Press 2020 xv, 258 Seiten Illustrationen, Diagramme txt rdacontent n rdamedia nc rdacarrier Hier auch später erschienene, unveränderte Nachdrucke Graphentheorie (DE-588)4113782-6 gnd rswk-swf Netzwerk (DE-588)4171529-9 gnd rswk-swf Netzwerk (DE-588)4171529-9 s Graphentheorie (DE-588)4113782-6 s DE-604 Fortunato, Santo Verfasser (DE-588)120414186X aut Davis, Clayton A. Verfasser (DE-588)1204142327 aut Erscheint auch als Online-Ausgabe 978-1-108-65394-7 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=031847579&sequence=000001&line_number=0001&func_code=DB_RECORDS&service_type=MEDIA Inhaltsverzeichnis 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=031847579&sequence=000003&line_number=0002&func_code=DB_RECORDS&service_type=MEDIA Klappentext |
| spellingShingle | Menczer, Filippo 1965- Fortunato, Santo Davis, Clayton A. A first course in network science Graphentheorie (DE-588)4113782-6 gnd Netzwerk (DE-588)4171529-9 gnd |
| subject_GND | (DE-588)4113782-6 (DE-588)4171529-9 |
| title | A first course in network science |
| title_auth | A first course in network science |
| title_exact_search | A first course in network science |
| title_full | A first course in network science Filippo Menczer (Indiana University, Bloomington), Santo Fortunato (Indiana University, Bloomington), Clayton A. Davis (Indiana University, Bloomington) |
| title_fullStr | A first course in network science Filippo Menczer (Indiana University, Bloomington), Santo Fortunato (Indiana University, Bloomington), Clayton A. Davis (Indiana University, Bloomington) |
| title_full_unstemmed | A first course in network science Filippo Menczer (Indiana University, Bloomington), Santo Fortunato (Indiana University, Bloomington), Clayton A. Davis (Indiana University, Bloomington) |
| title_short | A first course in network science |
| title_sort | a first course in network science |
| topic | Graphentheorie (DE-588)4113782-6 gnd Netzwerk (DE-588)4171529-9 gnd |
| topic_facet | Graphentheorie Netzwerk |
| url | http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=031847579&sequence=000001&line_number=0001&func_code=DB_RECORDS&service_type=MEDIA http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=031847579&sequence=000003&line_number=0002&func_code=DB_RECORDS&service_type=MEDIA |
| work_keys_str_mv | AT menczerfilippo afirstcourseinnetworkscience AT fortunatosanto afirstcourseinnetworkscience AT davisclaytona afirstcourseinnetworkscience |