SlideShare a Scribd company logo
1 of 30
Social Network Analysis ,[object Object],[object Object],[object Object],[object Object]
Society Nodes : individuals  Links :  social relationship (family/work/friendship/etc.) S. Milgram  (1967)  Social networks: Many  individuals   with  diverse   social interactions  between them.  John Guare Six Degrees of Separation
Communication networks The Earth is developing an electronic nervous system, a network with diverse  nodes  and  links  are -computers -routers -satellites -phone lines -TV cables -EM waves Communication networks: Many  non-identical  components with  diverse   connections  between them.
New York Times Complex systems Made of  many non-identical  elements  connected by diverse  interactions . NETWORK
“ Natural” Networks and Universality ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Some Interesting Quantities   ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
A “Canonical” Natural Network has… ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Probabilistic Models of Networks ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Zipf’s Law ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Zipf’s Law Linear scales on both axes  Logarithmic scales on both axes  The same data plotted on linear and logarithmic scales. Both plots show a Zipf distribution with 300 datapoints
Social Network Analysis ,[object Object],[object Object],[object Object],[object Object],[object Object]
Some Models of Network Generation ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
The Clustering Coefficient of a Network ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],k = 4 choose(k,2) = 6 c(u) = 4/6 = 0.666…
Clustering : My friends will likely know each other! Probability to be connected C   »   p C  = # of links between 1,2,…n neighbors n(n-1)/2 Networks are clustered  [large C(p)]  but have a small characteristic path length  [small L(p)]. The Clustering Coefficient of a Network
Erdos-Renyi: Clustering Coefficient ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Scale-free Networks ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Scale-Free Networks ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
[object Object],[object Object],[object Object],[object Object],[object Object],Scale-Free Networks
Social Network Analysis ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Bio-Map protein-gene interactions protein-protein interactions PROTEOME GENOME Citrate Cycle METABOLISM Bio-chemical reactions
Citrate Cycle METABOLISM Bio-chemical reactions Metabolic Network
Boehring-Mennheim
Metab-movie Nodes :  chemicals (substrates) Links :  bio-chemical reactions  Metabolic Network
Meta-P(k) Organisms from all three domains of life are  scale-free  networks! H. Jeong, B. Tombor, R. Albert, Z.N. Oltvai, and A.L. Barabasi, Nature,  407  651 (2000) Archaea Bacteria Eukaryotes Metabolic Network
Bio-Map protein-gene interactions protein-protein interactions PROTEOME GENOME Citrate Cycle METABOLISM Bio-chemical reactions
Protein Network protein-protein interactions PROTEOME
Prot Interaction map Nodes :  proteins  Links :  physical interactions (binding)  P. Uetz,  et al.   Nature   403 , 623-7 (2000). Yeast Protein Network
Prot P(k) H. Jeong, S.P. Mason, A.-L. Barabasi, Z.N. Oltvai, Nature 411, 41-42 (2001) Topology of the Protein Network
P53 … “ One way to understand the p53 network  is to compare it to the Internet.  The cell, like the Internet, appears to  be a ‘ scale-free network ’.” p53 Network Nature  408  307 (2000)
P53 P(k) p53 Network (mammals)

More Related Content

What's hot

Using content and interactions for discovering communities in
Using content and interactions for discovering communities inUsing content and interactions for discovering communities in
Using content and interactions for discovering communities inmoresmile
 
Title: What Is the Difference between a Social and a Hyperlink Network? -- Ho...
Title: What Is the Difference between a Social and a Hyperlink Network? -- Ho...Title: What Is the Difference between a Social and a Hyperlink Network? -- Ho...
Title: What Is the Difference between a Social and a Hyperlink Network? -- Ho...Jérôme KUNEGIS
 
Community Detection
Community Detection Community Detection
Community Detection Kanika Kanwal
 
Scalable Local Community Detection with Mapreduce for Large Networks
Scalable Local Community Detection with Mapreduce for Large NetworksScalable Local Community Detection with Mapreduce for Large Networks
Scalable Local Community Detection with Mapreduce for Large NetworksIJDKP
 
It’s a “small world” after all
It’s a “small world” after allIt’s a “small world” after all
It’s a “small world” after allquanmengli
 
00 Introduction to SN&H: Key Concepts and Overview
00 Introduction to SN&H: Key Concepts and Overview00 Introduction to SN&H: Key Concepts and Overview
00 Introduction to SN&H: Key Concepts and OverviewDuke Network Analysis Center
 
Why rumors spread fast in social networks
Why rumors spread fast in social networksWhy rumors spread fast in social networks
Why rumors spread fast in social networksaugustodefranco .
 
Wanted: a larger, different kind of box
Wanted: a larger, different kind of boxWanted: a larger, different kind of box
Wanted: a larger, different kind of boxLina Martinsson Achi
 
Find insights in graphs with python
Find insights in graphs with pythonFind insights in graphs with python
Find insights in graphs with pythonJenya Terpil
 
Machine Learning of Epidemic Processes in Networks
Machine Learning of Epidemic Processes in NetworksMachine Learning of Epidemic Processes in Networks
Machine Learning of Epidemic Processes in NetworksFrancisco Rodrigues, Ph.D.
 
Exploratory social network analysis with pajek
Exploratory social network analysis with pajekExploratory social network analysis with pajek
Exploratory social network analysis with pajekTHomas Plotkowiak
 
LCF: A Temporal Approach to Link Prediction in Dynamic Social Networks
 LCF: A Temporal Approach to Link Prediction in Dynamic Social Networks LCF: A Temporal Approach to Link Prediction in Dynamic Social Networks
LCF: A Temporal Approach to Link Prediction in Dynamic Social NetworksIJCSIS Research Publications
 
Social Network Analysis and Visualization
Social Network Analysis and VisualizationSocial Network Analysis and Visualization
Social Network Analysis and VisualizationAlberto Ramirez
 
A comparative study of social network analysis tools
A comparative study of social network analysis toolsA comparative study of social network analysis tools
A comparative study of social network analysis toolsDavid Combe
 

What's hot (19)

Using content and interactions for discovering communities in
Using content and interactions for discovering communities inUsing content and interactions for discovering communities in
Using content and interactions for discovering communities in
 
15 Network Visualization and Communities
15 Network Visualization and Communities15 Network Visualization and Communities
15 Network Visualization and Communities
 
Title: What Is the Difference between a Social and a Hyperlink Network? -- Ho...
Title: What Is the Difference between a Social and a Hyperlink Network? -- Ho...Title: What Is the Difference between a Social and a Hyperlink Network? -- Ho...
Title: What Is the Difference between a Social and a Hyperlink Network? -- Ho...
 
Community Detection
Community Detection Community Detection
Community Detection
 
Scalable Local Community Detection with Mapreduce for Large Networks
Scalable Local Community Detection with Mapreduce for Large NetworksScalable Local Community Detection with Mapreduce for Large Networks
Scalable Local Community Detection with Mapreduce for Large Networks
 
11 Keynote (2017)
11 Keynote (2017)11 Keynote (2017)
11 Keynote (2017)
 
It’s a “small world” after all
It’s a “small world” after allIt’s a “small world” after all
It’s a “small world” after all
 
00 Introduction to SN&H: Key Concepts and Overview
00 Introduction to SN&H: Key Concepts and Overview00 Introduction to SN&H: Key Concepts and Overview
00 Introduction to SN&H: Key Concepts and Overview
 
Why rumors spread fast in social networks
Why rumors spread fast in social networksWhy rumors spread fast in social networks
Why rumors spread fast in social networks
 
Wanted: a larger, different kind of box
Wanted: a larger, different kind of boxWanted: a larger, different kind of box
Wanted: a larger, different kind of box
 
Find insights in graphs with python
Find insights in graphs with pythonFind insights in graphs with python
Find insights in graphs with python
 
03 Communities in Networks (2017)
03 Communities in Networks (2017)03 Communities in Networks (2017)
03 Communities in Networks (2017)
 
Machine Learning of Epidemic Processes in Networks
Machine Learning of Epidemic Processes in NetworksMachine Learning of Epidemic Processes in Networks
Machine Learning of Epidemic Processes in Networks
 
Exploratory social network analysis with pajek
Exploratory social network analysis with pajekExploratory social network analysis with pajek
Exploratory social network analysis with pajek
 
13 Community Detection
13 Community Detection13 Community Detection
13 Community Detection
 
02 Descriptive Statistics (2017)
02 Descriptive Statistics (2017)02 Descriptive Statistics (2017)
02 Descriptive Statistics (2017)
 
LCF: A Temporal Approach to Link Prediction in Dynamic Social Networks
 LCF: A Temporal Approach to Link Prediction in Dynamic Social Networks LCF: A Temporal Approach to Link Prediction in Dynamic Social Networks
LCF: A Temporal Approach to Link Prediction in Dynamic Social Networks
 
Social Network Analysis and Visualization
Social Network Analysis and VisualizationSocial Network Analysis and Visualization
Social Network Analysis and Visualization
 
A comparative study of social network analysis tools
A comparative study of social network analysis toolsA comparative study of social network analysis tools
A comparative study of social network analysis tools
 

Similar to Socialnetworkanalysis (Tin180 Com)

Topology ppt
Topology pptTopology ppt
Topology pptboocse11
 
Higher-order clustering coefficients at Purdue CSoI
Higher-order clustering coefficients at Purdue CSoIHigher-order clustering coefficients at Purdue CSoI
Higher-order clustering coefficients at Purdue CSoIAustin Benson
 
ICPSR - Complex Systems Models in the Social Sciences - Lecture 3 - Professor...
ICPSR - Complex Systems Models in the Social Sciences - Lecture 3 - Professor...ICPSR - Complex Systems Models in the Social Sciences - Lecture 3 - Professor...
ICPSR - Complex Systems Models in the Social Sciences - Lecture 3 - Professor...Daniel Katz
 
Interpretation of the biological knowledge using networks approach
Interpretation of the biological knowledge using networks approachInterpretation of the biological knowledge using networks approach
Interpretation of the biological knowledge using networks approachElena Sügis
 
Scott Complex Networks
Scott Complex NetworksScott Complex Networks
Scott Complex Networksjilung hsieh
 
Simplicial closure & higher-order link prediction
Simplicial closure & higher-order link predictionSimplicial closure & higher-order link prediction
Simplicial closure & higher-order link predictionAustin Benson
 
Higher-order clustering coefficients
Higher-order clustering coefficientsHigher-order clustering coefficients
Higher-order clustering coefficientsAustin Benson
 
Maps of sparse memory networks reveal overlapping communities in network flows
Maps of sparse memory networks reveal overlapping communities in network flowsMaps of sparse memory networks reveal overlapping communities in network flows
Maps of sparse memory networks reveal overlapping communities in network flowsUmeå University
 
Community structure in social and biological structures
Community structure in social and biological structuresCommunity structure in social and biological structures
Community structure in social and biological structuresMaxim Boiko Savenko
 
Distribution of maximal clique size of the
Distribution of maximal clique size of theDistribution of maximal clique size of the
Distribution of maximal clique size of theIJCNCJournal
 
Complex Network Analysis
Complex Network Analysis Complex Network Analysis
Complex Network Analysis Annu Sharma
 
Turing Talk Slides
Turing Talk SlidesTuring Talk Slides
Turing Talk SlidesAnnu Sharma
 
Higher-order Link Prediction GraphEx
Higher-order Link Prediction GraphExHigher-order Link Prediction GraphEx
Higher-order Link Prediction GraphExAustin Benson
 
Complexity Play&Learn
Complexity Play&LearnComplexity Play&Learn
Complexity Play&LearnMassimo Conte
 
Higher-order spectral graph clustering with motifs
Higher-order spectral graph clustering with motifsHigher-order spectral graph clustering with motifs
Higher-order spectral graph clustering with motifsAustin Benson
 

Similar to Socialnetworkanalysis (Tin180 Com) (20)

Topology ppt
Topology pptTopology ppt
Topology ppt
 
Topology ppt
Topology pptTopology ppt
Topology ppt
 
Topology ppt
Topology pptTopology ppt
Topology ppt
 
Higher-order clustering coefficients at Purdue CSoI
Higher-order clustering coefficients at Purdue CSoIHigher-order clustering coefficients at Purdue CSoI
Higher-order clustering coefficients at Purdue CSoI
 
TopologyPPT.ppt
TopologyPPT.pptTopologyPPT.ppt
TopologyPPT.ppt
 
ICPSR - Complex Systems Models in the Social Sciences - Lecture 3 - Professor...
ICPSR - Complex Systems Models in the Social Sciences - Lecture 3 - Professor...ICPSR - Complex Systems Models in the Social Sciences - Lecture 3 - Professor...
ICPSR - Complex Systems Models in the Social Sciences - Lecture 3 - Professor...
 
Interpretation of the biological knowledge using networks approach
Interpretation of the biological knowledge using networks approachInterpretation of the biological knowledge using networks approach
Interpretation of the biological knowledge using networks approach
 
Scott Complex Networks
Scott Complex NetworksScott Complex Networks
Scott Complex Networks
 
An Introduction to Networks
An Introduction to NetworksAn Introduction to Networks
An Introduction to Networks
 
Simplicial closure & higher-order link prediction
Simplicial closure & higher-order link predictionSimplicial closure & higher-order link prediction
Simplicial closure & higher-order link prediction
 
Higher-order clustering coefficients
Higher-order clustering coefficientsHigher-order clustering coefficients
Higher-order clustering coefficients
 
Maps of sparse memory networks reveal overlapping communities in network flows
Maps of sparse memory networks reveal overlapping communities in network flowsMaps of sparse memory networks reveal overlapping communities in network flows
Maps of sparse memory networks reveal overlapping communities in network flows
 
Community structure in social and biological structures
Community structure in social and biological structuresCommunity structure in social and biological structures
Community structure in social and biological structures
 
Distribution of maximal clique size of the
Distribution of maximal clique size of theDistribution of maximal clique size of the
Distribution of maximal clique size of the
 
Complex Network Analysis
Complex Network Analysis Complex Network Analysis
Complex Network Analysis
 
Turing Talk Slides
Turing Talk SlidesTuring Talk Slides
Turing Talk Slides
 
Higher-order Link Prediction GraphEx
Higher-order Link Prediction GraphExHigher-order Link Prediction GraphEx
Higher-order Link Prediction GraphEx
 
Informatics systems
Informatics systemsInformatics systems
Informatics systems
 
Complexity Play&Learn
Complexity Play&LearnComplexity Play&Learn
Complexity Play&Learn
 
Higher-order spectral graph clustering with motifs
Higher-order spectral graph clustering with motifsHigher-order spectral graph clustering with motifs
Higher-order spectral graph clustering with motifs
 

More from Tin180 VietNam

Tình thương làm thăng hoa cuộc sống
Tình thương làm thăng hoa cuộc sốngTình thương làm thăng hoa cuộc sống
Tình thương làm thăng hoa cuộc sốngTin180 VietNam
 
The Six Secrets Of News Search Engine Optimization
The Six Secrets Of News Search Engine OptimizationThe Six Secrets Of News Search Engine Optimization
The Six Secrets Of News Search Engine OptimizationTin180 VietNam
 
Seo Beginners Slide Show
Seo Beginners Slide ShowSeo Beginners Slide Show
Seo Beginners Slide ShowTin180 VietNam
 
Search Engine Optimisation (Seo) And Search Engine Marketing
Search Engine Optimisation (Seo) And Search Engine MarketingSearch Engine Optimisation (Seo) And Search Engine Marketing
Search Engine Optimisation (Seo) And Search Engine MarketingTin180 VietNam
 
Google Tech For Better Content
Google Tech For Better ContentGoogle Tech For Better Content
Google Tech For Better ContentTin180 VietNam
 
Best Kept Secrets To Search Engine Optimization Success The Art And The Scie...
Best Kept Secrets To Search Engine Optimization Success  The Art And The Scie...Best Kept Secrets To Search Engine Optimization Success  The Art And The Scie...
Best Kept Secrets To Search Engine Optimization Success The Art And The Scie...Tin180 VietNam
 
S E O & Adsense Optimization
S E O  & Adsense OptimizationS E O  & Adsense Optimization
S E O & Adsense OptimizationTin180 VietNam
 
Web 2 0 Panel Make Social Media Work For You (Tin180 Com)
Web 2 0 Panel   Make Social Media Work For You (Tin180 Com)Web 2 0 Panel   Make Social Media Work For You (Tin180 Com)
Web 2 0 Panel Make Social Media Work For You (Tin180 Com)Tin180 VietNam
 
Viral Marketing Advertising Strategies For Social Networks Presentation (Ti...
Viral Marketing   Advertising Strategies For Social Networks Presentation (Ti...Viral Marketing   Advertising Strategies For Social Networks Presentation (Ti...
Viral Marketing Advertising Strategies For Social Networks Presentation (Ti...Tin180 VietNam
 
Trend Analysis In Social Tagging An Lis Perspective Ecdl2007 (Tin180 Com)
Trend Analysis In Social Tagging   An Lis Perspective   Ecdl2007 (Tin180 Com)Trend Analysis In Social Tagging   An Lis Perspective   Ecdl2007 (Tin180 Com)
Trend Analysis In Social Tagging An Lis Perspective Ecdl2007 (Tin180 Com)Tin180 VietNam
 
The Changers Eu Social Media And The Impact On Business Communications And ...
The Changers Eu   Social Media And The Impact On Business Communications And ...The Changers Eu   Social Media And The Impact On Business Communications And ...
The Changers Eu Social Media And The Impact On Business Communications And ...Tin180 VietNam
 
Social Media Success (Tin180 Com)
Social Media Success (Tin180 Com)Social Media Success (Tin180 Com)
Social Media Success (Tin180 Com)Tin180 VietNam
 
Social Software In The Travel & Tourism Industry, & In Teaching A Sustainable...
Social Software In The Travel & Tourism Industry, & In Teaching A Sustainable...Social Software In The Travel & Tourism Industry, & In Teaching A Sustainable...
Social Software In The Travel & Tourism Industry, & In Teaching A Sustainable...Tin180 VietNam
 
Social Network Based Information Systems (Tin180 Com)
Social Network Based Information Systems (Tin180 Com)Social Network Based Information Systems (Tin180 Com)
Social Network Based Information Systems (Tin180 Com)Tin180 VietNam
 
Social Information Processing (Tin180 Com)
Social Information Processing (Tin180 Com)Social Information Processing (Tin180 Com)
Social Information Processing (Tin180 Com)Tin180 VietNam
 
Sharma Social Networks (Tin180 Com)
Sharma Social Networks (Tin180 Com)Sharma Social Networks (Tin180 Com)
Sharma Social Networks (Tin180 Com)Tin180 VietNam
 
Search Marketing In A Blended Search World (Tin180 Com)
Search Marketing In A Blended Search World (Tin180 Com)Search Marketing In A Blended Search World (Tin180 Com)
Search Marketing In A Blended Search World (Tin180 Com)Tin180 VietNam
 

More from Tin180 VietNam (20)

Tình thương làm thăng hoa cuộc sống
Tình thương làm thăng hoa cuộc sốngTình thương làm thăng hoa cuộc sống
Tình thương làm thăng hoa cuộc sống
 
Web Spam Techniques
Web Spam TechniquesWeb Spam Techniques
Web Spam Techniques
 
The Six Secrets Of News Search Engine Optimization
The Six Secrets Of News Search Engine OptimizationThe Six Secrets Of News Search Engine Optimization
The Six Secrets Of News Search Engine Optimization
 
Seo Beginners Slide Show
Seo Beginners Slide ShowSeo Beginners Slide Show
Seo Beginners Slide Show
 
Search Engine Optimisation (Seo) And Search Engine Marketing
Search Engine Optimisation (Seo) And Search Engine MarketingSearch Engine Optimisation (Seo) And Search Engine Marketing
Search Engine Optimisation (Seo) And Search Engine Marketing
 
Introduction To Seo
Introduction To SeoIntroduction To Seo
Introduction To Seo
 
Php White Hat Seo
Php White Hat SeoPhp White Hat Seo
Php White Hat Seo
 
Google Tech For Better Content
Google Tech For Better ContentGoogle Tech For Better Content
Google Tech For Better Content
 
Best Kept Secrets To Search Engine Optimization Success The Art And The Scie...
Best Kept Secrets To Search Engine Optimization Success  The Art And The Scie...Best Kept Secrets To Search Engine Optimization Success  The Art And The Scie...
Best Kept Secrets To Search Engine Optimization Success The Art And The Scie...
 
S E O & Adsense Optimization
S E O  & Adsense OptimizationS E O  & Adsense Optimization
S E O & Adsense Optimization
 
Web 2 0 Panel Make Social Media Work For You (Tin180 Com)
Web 2 0 Panel   Make Social Media Work For You (Tin180 Com)Web 2 0 Panel   Make Social Media Work For You (Tin180 Com)
Web 2 0 Panel Make Social Media Work For You (Tin180 Com)
 
Viral Marketing Advertising Strategies For Social Networks Presentation (Ti...
Viral Marketing   Advertising Strategies For Social Networks Presentation (Ti...Viral Marketing   Advertising Strategies For Social Networks Presentation (Ti...
Viral Marketing Advertising Strategies For Social Networks Presentation (Ti...
 
Trend Analysis In Social Tagging An Lis Perspective Ecdl2007 (Tin180 Com)
Trend Analysis In Social Tagging   An Lis Perspective   Ecdl2007 (Tin180 Com)Trend Analysis In Social Tagging   An Lis Perspective   Ecdl2007 (Tin180 Com)
Trend Analysis In Social Tagging An Lis Perspective Ecdl2007 (Tin180 Com)
 
The Changers Eu Social Media And The Impact On Business Communications And ...
The Changers Eu   Social Media And The Impact On Business Communications And ...The Changers Eu   Social Media And The Impact On Business Communications And ...
The Changers Eu Social Media And The Impact On Business Communications And ...
 
Social Media Success (Tin180 Com)
Social Media Success (Tin180 Com)Social Media Success (Tin180 Com)
Social Media Success (Tin180 Com)
 
Social Software In The Travel & Tourism Industry, & In Teaching A Sustainable...
Social Software In The Travel & Tourism Industry, & In Teaching A Sustainable...Social Software In The Travel & Tourism Industry, & In Teaching A Sustainable...
Social Software In The Travel & Tourism Industry, & In Teaching A Sustainable...
 
Social Network Based Information Systems (Tin180 Com)
Social Network Based Information Systems (Tin180 Com)Social Network Based Information Systems (Tin180 Com)
Social Network Based Information Systems (Tin180 Com)
 
Social Information Processing (Tin180 Com)
Social Information Processing (Tin180 Com)Social Information Processing (Tin180 Com)
Social Information Processing (Tin180 Com)
 
Sharma Social Networks (Tin180 Com)
Sharma Social Networks (Tin180 Com)Sharma Social Networks (Tin180 Com)
Sharma Social Networks (Tin180 Com)
 
Search Marketing In A Blended Search World (Tin180 Com)
Search Marketing In A Blended Search World (Tin180 Com)Search Marketing In A Blended Search World (Tin180 Com)
Search Marketing In A Blended Search World (Tin180 Com)
 

Recently uploaded

Send Files | Sendbig.comSend Files | Sendbig.com
Send Files | Sendbig.comSend Files | Sendbig.comSend Files | Sendbig.comSend Files | Sendbig.com
Send Files | Sendbig.comSend Files | Sendbig.comSendBig4
 
NAB Show Exhibitor List 2024 - Exhibitors Data
NAB Show Exhibitor List 2024 - Exhibitors DataNAB Show Exhibitor List 2024 - Exhibitors Data
NAB Show Exhibitor List 2024 - Exhibitors DataExhibitors Data
 
Horngren’s Financial & Managerial Accounting, 7th edition by Miller-Nobles so...
Horngren’s Financial & Managerial Accounting, 7th edition by Miller-Nobles so...Horngren’s Financial & Managerial Accounting, 7th edition by Miller-Nobles so...
Horngren’s Financial & Managerial Accounting, 7th edition by Miller-Nobles so...ssuserf63bd7
 
Fordham -How effective decision-making is within the IT department - Analysis...
Fordham -How effective decision-making is within the IT department - Analysis...Fordham -How effective decision-making is within the IT department - Analysis...
Fordham -How effective decision-making is within the IT department - Analysis...Peter Ward
 
Guide Complete Set of Residential Architectural Drawings PDF
Guide Complete Set of Residential Architectural Drawings PDFGuide Complete Set of Residential Architectural Drawings PDF
Guide Complete Set of Residential Architectural Drawings PDFChandresh Chudasama
 
The McKinsey 7S Framework: A Holistic Approach to Harmonizing All Parts of th...
The McKinsey 7S Framework: A Holistic Approach to Harmonizing All Parts of th...The McKinsey 7S Framework: A Holistic Approach to Harmonizing All Parts of th...
The McKinsey 7S Framework: A Holistic Approach to Harmonizing All Parts of th...Operational Excellence Consulting
 
Buy gmail accounts.pdf Buy Old Gmail Accounts
Buy gmail accounts.pdf Buy Old Gmail AccountsBuy gmail accounts.pdf Buy Old Gmail Accounts
Buy gmail accounts.pdf Buy Old Gmail AccountsBuy Verified Accounts
 
APRIL2024_UKRAINE_xml_0000000000000 .pdf
APRIL2024_UKRAINE_xml_0000000000000 .pdfAPRIL2024_UKRAINE_xml_0000000000000 .pdf
APRIL2024_UKRAINE_xml_0000000000000 .pdfRbc Rbcua
 
WSMM Technology February.March Newsletter_vF.pdf
WSMM Technology February.March Newsletter_vF.pdfWSMM Technology February.March Newsletter_vF.pdf
WSMM Technology February.March Newsletter_vF.pdfJamesConcepcion7
 
Darshan Hiranandani [News About Next CEO].pdf
Darshan Hiranandani [News About Next CEO].pdfDarshan Hiranandani [News About Next CEO].pdf
Darshan Hiranandani [News About Next CEO].pdfShashank Mehta
 
Appkodes Tinder Clone Script with Customisable Solutions.pptx
Appkodes Tinder Clone Script with Customisable Solutions.pptxAppkodes Tinder Clone Script with Customisable Solutions.pptx
Appkodes Tinder Clone Script with Customisable Solutions.pptxappkodes
 
8447779800, Low rate Call girls in New Ashok Nagar Delhi NCR
8447779800, Low rate Call girls in New Ashok Nagar Delhi NCR8447779800, Low rate Call girls in New Ashok Nagar Delhi NCR
8447779800, Low rate Call girls in New Ashok Nagar Delhi NCRashishs7044
 
Investment in The Coconut Industry by Nancy Cheruiyot
Investment in The Coconut Industry by Nancy CheruiyotInvestment in The Coconut Industry by Nancy Cheruiyot
Investment in The Coconut Industry by Nancy Cheruiyotictsugar
 
Intermediate Accounting, Volume 2, 13th Canadian Edition by Donald E. Kieso t...
Intermediate Accounting, Volume 2, 13th Canadian Edition by Donald E. Kieso t...Intermediate Accounting, Volume 2, 13th Canadian Edition by Donald E. Kieso t...
Intermediate Accounting, Volume 2, 13th Canadian Edition by Donald E. Kieso t...ssuserf63bd7
 
Flow Your Strategy at Flight Levels Day 2024
Flow Your Strategy at Flight Levels Day 2024Flow Your Strategy at Flight Levels Day 2024
Flow Your Strategy at Flight Levels Day 2024Kirill Klimov
 
20220816-EthicsGrade_Scorecard-JP_Morgan_Chase-Q2-63_57.pdf
20220816-EthicsGrade_Scorecard-JP_Morgan_Chase-Q2-63_57.pdf20220816-EthicsGrade_Scorecard-JP_Morgan_Chase-Q2-63_57.pdf
20220816-EthicsGrade_Scorecard-JP_Morgan_Chase-Q2-63_57.pdfChris Skinner
 
Chapter 9 PPT 4th edition.pdf internal audit
Chapter 9 PPT 4th edition.pdf internal auditChapter 9 PPT 4th edition.pdf internal audit
Chapter 9 PPT 4th edition.pdf internal auditNhtLNguyn9
 
Call Us 📲8800102216📞 Call Girls In DLF City Gurgaon
Call Us 📲8800102216📞 Call Girls In DLF City GurgaonCall Us 📲8800102216📞 Call Girls In DLF City Gurgaon
Call Us 📲8800102216📞 Call Girls In DLF City Gurgaoncallgirls2057
 
Church Building Grants To Assist With New Construction, Additions, And Restor...
Church Building Grants To Assist With New Construction, Additions, And Restor...Church Building Grants To Assist With New Construction, Additions, And Restor...
Church Building Grants To Assist With New Construction, Additions, And Restor...Americas Got Grants
 

Recently uploaded (20)

Send Files | Sendbig.comSend Files | Sendbig.com
Send Files | Sendbig.comSend Files | Sendbig.comSend Files | Sendbig.comSend Files | Sendbig.com
Send Files | Sendbig.comSend Files | Sendbig.com
 
NAB Show Exhibitor List 2024 - Exhibitors Data
NAB Show Exhibitor List 2024 - Exhibitors DataNAB Show Exhibitor List 2024 - Exhibitors Data
NAB Show Exhibitor List 2024 - Exhibitors Data
 
The Bizz Quiz-E-Summit-E-Cell-IITPatna.pptx
The Bizz Quiz-E-Summit-E-Cell-IITPatna.pptxThe Bizz Quiz-E-Summit-E-Cell-IITPatna.pptx
The Bizz Quiz-E-Summit-E-Cell-IITPatna.pptx
 
Horngren’s Financial & Managerial Accounting, 7th edition by Miller-Nobles so...
Horngren’s Financial & Managerial Accounting, 7th edition by Miller-Nobles so...Horngren’s Financial & Managerial Accounting, 7th edition by Miller-Nobles so...
Horngren’s Financial & Managerial Accounting, 7th edition by Miller-Nobles so...
 
Fordham -How effective decision-making is within the IT department - Analysis...
Fordham -How effective decision-making is within the IT department - Analysis...Fordham -How effective decision-making is within the IT department - Analysis...
Fordham -How effective decision-making is within the IT department - Analysis...
 
Guide Complete Set of Residential Architectural Drawings PDF
Guide Complete Set of Residential Architectural Drawings PDFGuide Complete Set of Residential Architectural Drawings PDF
Guide Complete Set of Residential Architectural Drawings PDF
 
The McKinsey 7S Framework: A Holistic Approach to Harmonizing All Parts of th...
The McKinsey 7S Framework: A Holistic Approach to Harmonizing All Parts of th...The McKinsey 7S Framework: A Holistic Approach to Harmonizing All Parts of th...
The McKinsey 7S Framework: A Holistic Approach to Harmonizing All Parts of th...
 
Buy gmail accounts.pdf Buy Old Gmail Accounts
Buy gmail accounts.pdf Buy Old Gmail AccountsBuy gmail accounts.pdf Buy Old Gmail Accounts
Buy gmail accounts.pdf Buy Old Gmail Accounts
 
APRIL2024_UKRAINE_xml_0000000000000 .pdf
APRIL2024_UKRAINE_xml_0000000000000 .pdfAPRIL2024_UKRAINE_xml_0000000000000 .pdf
APRIL2024_UKRAINE_xml_0000000000000 .pdf
 
WSMM Technology February.March Newsletter_vF.pdf
WSMM Technology February.March Newsletter_vF.pdfWSMM Technology February.March Newsletter_vF.pdf
WSMM Technology February.March Newsletter_vF.pdf
 
Darshan Hiranandani [News About Next CEO].pdf
Darshan Hiranandani [News About Next CEO].pdfDarshan Hiranandani [News About Next CEO].pdf
Darshan Hiranandani [News About Next CEO].pdf
 
Appkodes Tinder Clone Script with Customisable Solutions.pptx
Appkodes Tinder Clone Script with Customisable Solutions.pptxAppkodes Tinder Clone Script with Customisable Solutions.pptx
Appkodes Tinder Clone Script with Customisable Solutions.pptx
 
8447779800, Low rate Call girls in New Ashok Nagar Delhi NCR
8447779800, Low rate Call girls in New Ashok Nagar Delhi NCR8447779800, Low rate Call girls in New Ashok Nagar Delhi NCR
8447779800, Low rate Call girls in New Ashok Nagar Delhi NCR
 
Investment in The Coconut Industry by Nancy Cheruiyot
Investment in The Coconut Industry by Nancy CheruiyotInvestment in The Coconut Industry by Nancy Cheruiyot
Investment in The Coconut Industry by Nancy Cheruiyot
 
Intermediate Accounting, Volume 2, 13th Canadian Edition by Donald E. Kieso t...
Intermediate Accounting, Volume 2, 13th Canadian Edition by Donald E. Kieso t...Intermediate Accounting, Volume 2, 13th Canadian Edition by Donald E. Kieso t...
Intermediate Accounting, Volume 2, 13th Canadian Edition by Donald E. Kieso t...
 
Flow Your Strategy at Flight Levels Day 2024
Flow Your Strategy at Flight Levels Day 2024Flow Your Strategy at Flight Levels Day 2024
Flow Your Strategy at Flight Levels Day 2024
 
20220816-EthicsGrade_Scorecard-JP_Morgan_Chase-Q2-63_57.pdf
20220816-EthicsGrade_Scorecard-JP_Morgan_Chase-Q2-63_57.pdf20220816-EthicsGrade_Scorecard-JP_Morgan_Chase-Q2-63_57.pdf
20220816-EthicsGrade_Scorecard-JP_Morgan_Chase-Q2-63_57.pdf
 
Chapter 9 PPT 4th edition.pdf internal audit
Chapter 9 PPT 4th edition.pdf internal auditChapter 9 PPT 4th edition.pdf internal audit
Chapter 9 PPT 4th edition.pdf internal audit
 
Call Us 📲8800102216📞 Call Girls In DLF City Gurgaon
Call Us 📲8800102216📞 Call Girls In DLF City GurgaonCall Us 📲8800102216📞 Call Girls In DLF City Gurgaon
Call Us 📲8800102216📞 Call Girls In DLF City Gurgaon
 
Church Building Grants To Assist With New Construction, Additions, And Restor...
Church Building Grants To Assist With New Construction, Additions, And Restor...Church Building Grants To Assist With New Construction, Additions, And Restor...
Church Building Grants To Assist With New Construction, Additions, And Restor...
 

Socialnetworkanalysis (Tin180 Com)

  • 1.
  • 2. Society Nodes : individuals Links : social relationship (family/work/friendship/etc.) S. Milgram (1967) Social networks: Many individuals with diverse social interactions between them. John Guare Six Degrees of Separation
  • 3. Communication networks The Earth is developing an electronic nervous system, a network with diverse nodes and links are -computers -routers -satellites -phone lines -TV cables -EM waves Communication networks: Many non-identical components with diverse connections between them.
  • 4. New York Times Complex systems Made of many non-identical elements connected by diverse interactions . NETWORK
  • 5.
  • 6.
  • 7.
  • 8.
  • 9.
  • 10. Zipf’s Law Linear scales on both axes Logarithmic scales on both axes The same data plotted on linear and logarithmic scales. Both plots show a Zipf distribution with 300 datapoints
  • 11.
  • 12.
  • 13.
  • 14. Clustering : My friends will likely know each other! Probability to be connected C » p C = # of links between 1,2,…n neighbors n(n-1)/2 Networks are clustered [large C(p)] but have a small characteristic path length [small L(p)]. The Clustering Coefficient of a Network
  • 15.
  • 16.
  • 17.
  • 18.
  • 19.
  • 20. Bio-Map protein-gene interactions protein-protein interactions PROTEOME GENOME Citrate Cycle METABOLISM Bio-chemical reactions
  • 21. Citrate Cycle METABOLISM Bio-chemical reactions Metabolic Network
  • 23. Metab-movie Nodes : chemicals (substrates) Links : bio-chemical reactions Metabolic Network
  • 24. Meta-P(k) Organisms from all three domains of life are scale-free networks! H. Jeong, B. Tombor, R. Albert, Z.N. Oltvai, and A.L. Barabasi, Nature, 407 651 (2000) Archaea Bacteria Eukaryotes Metabolic Network
  • 25. Bio-Map protein-gene interactions protein-protein interactions PROTEOME GENOME Citrate Cycle METABOLISM Bio-chemical reactions
  • 26. Protein Network protein-protein interactions PROTEOME
  • 27. Prot Interaction map Nodes : proteins Links : physical interactions (binding) P. Uetz, et al. Nature 403 , 623-7 (2000). Yeast Protein Network
  • 28. Prot P(k) H. Jeong, S.P. Mason, A.-L. Barabasi, Z.N. Oltvai, Nature 411, 41-42 (2001) Topology of the Protein Network
  • 29. P53 … “ One way to understand the p53 network is to compare it to the Internet. The cell, like the Internet, appears to be a ‘ scale-free network ’.” p53 Network Nature 408 307 (2000)
  • 30. P53 P(k) p53 Network (mammals)

Editor's Notes

  1. MIGHT GIVE REAL EXAMPLES HERE? FROM WATTS?