SlideShare a Scribd company logo
!"#$%&'(‫210"/ ا.-,+$ت ا‬
                        Social Network Analysis
                                34‫وا7/ ا.605ا‬

                               RiyadhGeeks
                                 8-7-2012



Tuesday, July 10, 12
!"#$%&'(‫#09 210"/ ا.-,+$ت ا‬

                       :";12 ‫اد ?>=ف‬ABC‫ ا‬D? ‫$ت‬EF6.‫,+! ا‬G !H‫>&9 ?=را‬J ‫ي‬L.‫5 ا.609 ا‬M
                                                                  $>NO ‫=اف‬M‫#=ة أ‬

                                 Information Dissemination‫$ت‬O506R‫! آ."! ا4&;$ل ا‬H‫درا‬   ‫ـ‬
                                                               VJAWXR‫اد ا‬ABC‫= ا‬J=12    ‫ـ‬
                                                             ‫اد‬ABC‫ ا‬D? !;Y.‫,+$ت ا‬G     ‫ـ‬
                                          Communities   ‫&%6$ت‬ZR‫&%$م وا‬M‫%5#$ت ا‬ZO      ‫ـ‬



Tuesday, July 10, 12
]2$;",^2‫$2] و‬ZO

                                 A_$N6.‫ ا‬D? ‫$ت‬EF6.‫= ا‬J=12‫"] و‬B !0#$`.‫ ا‬A_$N6.‫ ا‬Aab V+%J ‫$ل‬ZO ‫أي‬



                                           !EF6.‫ا‬
                        ٢ AaN#                              ١AaN#




      Multimodal Networks                                     Single Mode Networks


Tuesday, July 10, 12
‫$ت‬eA-.‫%$ت وا‬fNR‫"+/ ا‬M AJ5^2 :١ ‫$ل‬YO

                                          ”9.$H“ AJ5^&.‫9 ا‬gE AJ=O
                                              AJ5^&.‫9 ا‬gE AJ=O




              ”/7‫ “وا‬k.$Y.‫وع ا‬A-R‫ ا‬AJ=O   ”‫$زن‬O“ 34$Y.‫وع ا‬A-R‫ ا‬AJ=O   ”30#“ ‫ول‬C‫وع ا‬A-R‫ ا‬AJ=O



                  !O$H‫أ‬         V%J‫أ‬         =.$n        m‫#,=ا‬         l4‫أ‬         =%b‫أ‬




Tuesday, July 10, 12
‫5ر‬a6.‫ ا‬A,# 9>o6,? !`HF`.‫ ا‬AWp2 !H‫$ل٢: درا‬YO




Tuesday, July 10, 12
‫ة ا.;=م‬Ae ‫ق‬AB :٣ ‫$ل‬YO




Tuesday, July 10, 12
!"?$M‫$ ا(ر‬JFs.‫! ا‬H‫$ل ٤: درا‬YO




Tuesday, July 10, 12
‫! س‬eA-. 3.$1.‫ا.>"+/ ا‬

                                          ”9.$H“ AJ5^&.‫9 ا‬gE AJ=O
                                              AJ5^&.‫9 ا‬gE AJ=O




              ”/7‫ “وا‬k.$Y.‫وع ا‬A-R‫ ا‬AJ=O   ”‫$زن‬O“ 34$Y.‫وع ا‬A-R‫ ا‬AJ=O   ”30#“ ‫ول‬C‫وع ا‬A-R‫ ا‬AJ=O



                  !O$H‫أ‬         V%J‫أ‬         =.$n        m‫#,=ا‬         l4‫أ‬         =%b‫أ‬




Tuesday, July 10, 12
vaNO ‫&1=اث‬H‫ا‬

                                                  ”9.$H“ AJ5^&.‫9 ا‬gE AJ=O


                                       ”‫9 “؟‬g;.‫&-$ر ا‬gO




              ”/7‫ “وا‬k.$Y.‫وع ا‬A-R‫ ا‬AJ=O           ”‫$زن‬O“ 34$Y.‫وع ا‬A-R‫ ا‬AJ=O   ”30#“ ‫ول‬C‫وع ا‬A-R‫ ا‬AJ=O



                  !O$H‫أ‬         V%J‫أ‬                 =.$n        m‫#,=ا‬         l4‫أ‬         =%b‫أ‬




Tuesday, July 10, 12
Tuesday, July 10, 12
Informal
     Network
Tuesday, July 10, 12
”9.$H“ AJ5^&.‫9 ا‬gE AJ=O


                                         l4‫أ‬




             ”V%J‫ “أ‬k.$Y.‫وع ا‬A-R‫ ا‬AJ=O         ”‫$زن‬O“ 34$Y.‫وع ا‬A-R‫ ا‬AJ=O      ”30#“ ‫ول‬C‫وع ا‬A-R‫ ا‬AJ=O



                  !O$H‫أ‬        /7‫وا‬               =.$n        m‫#,=ا‬              --         =%b‫أ‬

                                                                           =J=' yz5O D"62




Tuesday, July 10, 12
A&J52 3B !"#$%&'‫210"/ ا.-,+$ت ا‬




Tuesday, July 10, 12
Tuesday, July 10, 12
‫ا*)(# '&%$#ا ؟‬




Tuesday, July 10, 12
‫ا*)(# '&%$#ا ؟‬
                                                                 D6?$&R‫#=د ا‬

                       ..،!0o`O ،‫$ت‬G$;4 ،‫&$ت‬J5&J‫=م ـ ـ ر‬s&gR‫| ا‬O /#$`&.‫%"! ا‬e

                                       VJ‫د‬A}R‫,+! ا‬G 3B ‫=م ودوره‬s&gR‫25ا'= ا‬

                                         ‫&%$م‬M‫%5#$ت ا‬ZO D? /_‫0;! و‬b‫ و‬Ag'

                                                                   !;Y.‫,+! ا‬G




Tuesday, July 10, 12
/"01&.‫ ا‬l"J$;O



                          Degree Centrality ‫$ء‬E=_C‫ + ا‬D6?$&R‫#=د ا‬

                        Closeness Centrality ]6%&ZO /n‫د دا‬A}R‫ ا‬A"Wp2

                       Betweenness Centrality /_5.‫0;$ت ا‬b‫5ر و‬gZ.‫ا‬

                                        Network of Trust !;Y.‫,+! ا‬G




Tuesday, July 10, 12
!O=s&gR‫ا.,"$4$ت ا‬


          #Damascus ٢٠١٢ 5J$O ١٠ ‫-: ـ ـ‬O‫3 د‬B A"Z`&.‫ ا‬V# ‫=ات‬JA}2

                       Search API and Streaming API

                              ‫=ة‬JA}2 10,507

                                ‫د‬A}O 2,285



Tuesday, July 10, 12
2,285



                       3,999,657


                       11,071,555



Tuesday, July 10, 12
Degree Centrality ‫$ء‬E=_C‫ + ا‬D6?$&R‫#=د ا‬




Tuesday, July 10, 12
Degree Centrality ‫$ء‬E=_C‫ + ا‬D6?$&R‫#=د ا‬




                         !JA",62 ‫_5رة‬




Tuesday, July 10, 12
Degree Centrality ‫$ء‬E=_C‫ + ا‬D6?$&R‫#=د ا‬




                                        28



                                      33,433

                                      52,497


Tuesday, July 10, 12
Degree Centrality ‫$ء‬E=_C‫ + ا‬D6?$&R‫#=د ا‬




Tuesday, July 10, 12
Closeness Centrality ]6%&ZO /n‫د دا‬A}R‫ ا‬A"Wp2




                                           9MA"• VO ‫ا‬A"Wp2 AYeC‫$ص ا‬sGC‫9 ا‬M VO
                                             ‫+&,5ن‬J VJL.‫ ا‬VJ‫د‬A}R‫&%| ا‬ZO /n‫دا‬
                                                     ‫$؟‬J‫5ر‬H‫-: و‬O‫ د‬V#



Tuesday, July 10, 12
Closeness Centrality ]6%&ZO /n‫د دا‬A}R‫ ا‬A"Wp2




Tuesday, July 10, 12
Closeness Centrality ]6%&ZO /n‫د دا‬A}R‫ ا‬A"Wp2




Tuesday, July 10, 12
Closeness Centrality ]6%&ZO /n‫د دا‬A}R‫ ا‬A"Wp2



                                         ‫ي‬L.‫&%| ا‬ZR‫ ا‬V%ƒ ‫=م‬s&gR‫%"! ا‬M‫أ‬
                                         „.‫3 ذ‬B VJ‫د‬A}R‫ ا‬VO ]?AE“ ]".‫&%3 ا‬NJ
                                                     .”|%&ZR‫ا‬

                                        3B ‫,$ر‬n‫"`"! ا4&-$ر ا‬e !H‫$ درا‬NN+%J
                                        ‫ء‬XM †0# ‡"eA&.‫ ا‬A,# ‫=ي‬JA}2 |%&ZO
                                                    .‫$ص‬sGC‫ا‬



Tuesday, July 10, 12
Betweenness Centrality /_5.‫0;$ت ا‬b‫5ر و‬gZ.‫ا‬




Tuesday, July 10, 12
Betweenness Centrality /_5.‫0;$ت ا‬b‫5ر و‬gZ.‫ا‬




Tuesday, July 10, 12
Network of Trust !;Y.‫,+! ا‬G




Tuesday, July 10, 12
vYe V# $>&H‫%6$ت .=را‬Z2‫#"! و‬AB A_$N# †.‫‡7! ا.-,+! ا‬Z2




Tuesday, July 10, 12
!O=s&gR‫"$ت ا‬N;&.‫"! وا‬ZOA,.‫+&,$ت ا‬R‫ا‬


                       Twitter Collectors (Streaming/Search API)

                       MongoDB - NoSQL, MapReduce, Scalable

                                      Networkx

                                      MatplotLib


                                BigData Consideration




Tuesday, July 10, 12
.9+. ‫ا‬A+G
                         ‫سوج‬

Tuesday, July 10, 12
‫ض‬A6.‫3 ا‬B !O=s&gR‫$در ا‬aR‫ا‬


                       http://drunks-and-lampposts.com/2012/06/13/graphing-the-history-of-philosophy/

                http://www.technologyreview.com/view/428399/pagerank-algorithm-reveals-soccer-teams/

                                            http://www.orgnet.com/prevent.html

                                         http://www.robcross.org/network_ona.htm

                                                         klout.com




Tuesday, July 10, 12

More Related Content

Viewers also liked

التكنولوجيا فى ادارة المؤسسات الغير ربحية
التكنولوجيا فى ادارة المؤسسات الغير ربحيةالتكنولوجيا فى ادارة المؤسسات الغير ربحية
التكنولوجيا فى ادارة المؤسسات الغير ربحية
Ossama Albert
 
شبكات التواصل الاجتماعي
شبكات التواصل الاجتماعيشبكات التواصل الاجتماعي
شبكات التواصل الاجتماعي
othm1395
 
شبكات التواصل الاجتماعي
شبكات التواصل الاجتماعيشبكات التواصل الاجتماعي
شبكات التواصل الاجتماعي
shahadalothman
 
Psychology and Social Media
Psychology and Social MediaPsychology and Social Media
Psychology and Social Media
Crispin Porter+Bogusky
 
Socialmedia from a psychological perspective
Socialmedia from a psychological perspectiveSocialmedia from a psychological perspective
Socialmedia from a psychological perspective
Mosskin Produktion
 
Basics of Computation and Modeling - Lecture 2 in Introduction to Computation...
Basics of Computation and Modeling - Lecture 2 in Introduction to Computation...Basics of Computation and Modeling - Lecture 2 in Introduction to Computation...
Basics of Computation and Modeling - Lecture 2 in Introduction to Computation...
Lauri Eloranta
 
Simulation in Social Sciences - Lecture 6 in Introduction to Computational S...
Simulation in Social Sciences -  Lecture 6 in Introduction to Computational S...Simulation in Social Sciences -  Lecture 6 in Introduction to Computational S...
Simulation in Social Sciences - Lecture 6 in Introduction to Computational S...
Lauri Eloranta
 
Digital Psychology
Digital PsychologyDigital Psychology
Digital Psychology
Reading Room
 
Ethical and Legal Issues in Computational Social Science - Lecture 7 in Intro...
Ethical and Legal Issues in Computational Social Science - Lecture 7 in Intro...Ethical and Legal Issues in Computational Social Science - Lecture 7 in Intro...
Ethical and Legal Issues in Computational Social Science - Lecture 7 in Intro...
Lauri Eloranta
 
Big Data and Data Mining - Lecture 3 in Introduction to Computational Social ...
Big Data and Data Mining - Lecture 3 in Introduction to Computational Social ...Big Data and Data Mining - Lecture 3 in Introduction to Computational Social ...
Big Data and Data Mining - Lecture 3 in Introduction to Computational Social ...
Lauri Eloranta
 
The Basics of Social Network Analysis
The Basics of Social Network AnalysisThe Basics of Social Network Analysis
The Basics of Social Network Analysis
Rory Sie
 
Social Network Analysis - Lecture 4 in Introduction to Computational Social S...
Social Network Analysis - Lecture 4 in Introduction to Computational Social S...Social Network Analysis - Lecture 4 in Introduction to Computational Social S...
Social Network Analysis - Lecture 4 in Introduction to Computational Social S...
Lauri Eloranta
 
How to conduct a social network analysis: A tool for empowering teams and wor...
How to conduct a social network analysis: A tool for empowering teams and wor...How to conduct a social network analysis: A tool for empowering teams and wor...
How to conduct a social network analysis: A tool for empowering teams and wor...
Jeromy Anglim
 
Social network analysis course 2010 - 2011
Social network analysis course 2010 - 2011Social network analysis course 2010 - 2011
Social network analysis course 2010 - 2011
guillaume ereteo
 
I Social Network
I Social NetworkI Social Network
I Social Network
Riva Giuseppe
 
Social network analysis
Social network analysisSocial network analysis
Social network analysis
Caleb Jones
 
Social Networks and Social Capital
Social Networks and Social CapitalSocial Networks and Social Capital
Social Networks and Social CapitalGiorgos Cheliotis
 
Social Analytics and Hootsuite: Measure your Social Media Success
Social Analytics and Hootsuite: Measure your Social Media Success Social Analytics and Hootsuite: Measure your Social Media Success
Social Analytics and Hootsuite: Measure your Social Media Success
Hootsuite
 
Introduction to Social Psychology
Introduction to Social PsychologyIntroduction to Social Psychology
Introduction to Social Psychology
James Neill
 
The Psychology of Social Media (Mozcon 2015)
The Psychology of Social Media (Mozcon 2015)The Psychology of Social Media (Mozcon 2015)
The Psychology of Social Media (Mozcon 2015)
Buffer
 

Viewers also liked (20)

التكنولوجيا فى ادارة المؤسسات الغير ربحية
التكنولوجيا فى ادارة المؤسسات الغير ربحيةالتكنولوجيا فى ادارة المؤسسات الغير ربحية
التكنولوجيا فى ادارة المؤسسات الغير ربحية
 
شبكات التواصل الاجتماعي
شبكات التواصل الاجتماعيشبكات التواصل الاجتماعي
شبكات التواصل الاجتماعي
 
شبكات التواصل الاجتماعي
شبكات التواصل الاجتماعيشبكات التواصل الاجتماعي
شبكات التواصل الاجتماعي
 
Psychology and Social Media
Psychology and Social MediaPsychology and Social Media
Psychology and Social Media
 
Socialmedia from a psychological perspective
Socialmedia from a psychological perspectiveSocialmedia from a psychological perspective
Socialmedia from a psychological perspective
 
Basics of Computation and Modeling - Lecture 2 in Introduction to Computation...
Basics of Computation and Modeling - Lecture 2 in Introduction to Computation...Basics of Computation and Modeling - Lecture 2 in Introduction to Computation...
Basics of Computation and Modeling - Lecture 2 in Introduction to Computation...
 
Simulation in Social Sciences - Lecture 6 in Introduction to Computational S...
Simulation in Social Sciences -  Lecture 6 in Introduction to Computational S...Simulation in Social Sciences -  Lecture 6 in Introduction to Computational S...
Simulation in Social Sciences - Lecture 6 in Introduction to Computational S...
 
Digital Psychology
Digital PsychologyDigital Psychology
Digital Psychology
 
Ethical and Legal Issues in Computational Social Science - Lecture 7 in Intro...
Ethical and Legal Issues in Computational Social Science - Lecture 7 in Intro...Ethical and Legal Issues in Computational Social Science - Lecture 7 in Intro...
Ethical and Legal Issues in Computational Social Science - Lecture 7 in Intro...
 
Big Data and Data Mining - Lecture 3 in Introduction to Computational Social ...
Big Data and Data Mining - Lecture 3 in Introduction to Computational Social ...Big Data and Data Mining - Lecture 3 in Introduction to Computational Social ...
Big Data and Data Mining - Lecture 3 in Introduction to Computational Social ...
 
The Basics of Social Network Analysis
The Basics of Social Network AnalysisThe Basics of Social Network Analysis
The Basics of Social Network Analysis
 
Social Network Analysis - Lecture 4 in Introduction to Computational Social S...
Social Network Analysis - Lecture 4 in Introduction to Computational Social S...Social Network Analysis - Lecture 4 in Introduction to Computational Social S...
Social Network Analysis - Lecture 4 in Introduction to Computational Social S...
 
How to conduct a social network analysis: A tool for empowering teams and wor...
How to conduct a social network analysis: A tool for empowering teams and wor...How to conduct a social network analysis: A tool for empowering teams and wor...
How to conduct a social network analysis: A tool for empowering teams and wor...
 
Social network analysis course 2010 - 2011
Social network analysis course 2010 - 2011Social network analysis course 2010 - 2011
Social network analysis course 2010 - 2011
 
I Social Network
I Social NetworkI Social Network
I Social Network
 
Social network analysis
Social network analysisSocial network analysis
Social network analysis
 
Social Networks and Social Capital
Social Networks and Social CapitalSocial Networks and Social Capital
Social Networks and Social Capital
 
Social Analytics and Hootsuite: Measure your Social Media Success
Social Analytics and Hootsuite: Measure your Social Media Success Social Analytics and Hootsuite: Measure your Social Media Success
Social Analytics and Hootsuite: Measure your Social Media Success
 
Introduction to Social Psychology
Introduction to Social PsychologyIntroduction to Social Psychology
Introduction to Social Psychology
 
The Psychology of Social Media (Mozcon 2015)
The Psychology of Social Media (Mozcon 2015)The Psychology of Social Media (Mozcon 2015)
The Psychology of Social Media (Mozcon 2015)
 

Similar to تحليل الشبكات الاجتماعية

Saed pearls
Saed pearlsSaed pearls
Saed pearlsalthaidi
 
Saed PDF Pearls
Saed PDF PearlsSaed PDF Pearls
Saed PDF Pearlsalthaidi
 
Secretaria de Saúde de Pernambuco negou antecipação de vacina aos rodoviários
Secretaria de Saúde de Pernambuco negou antecipação de vacina aos rodoviáriosSecretaria de Saúde de Pernambuco negou antecipação de vacina aos rodoviários
Secretaria de Saúde de Pernambuco negou antecipação de vacina aos rodoviários
Jornal do Commercio
 
Entrepreneurs Request
Entrepreneurs RequestEntrepreneurs Request
Entrepreneurs Request
Mohsen Malayeri
 
Massey ferguson Mf7 272 7274-7278 parts catalog
Massey ferguson Mf7 272 7274-7278 parts catalogMassey ferguson Mf7 272 7274-7278 parts catalog
Massey ferguson Mf7 272 7274-7278 parts catalog
PartCatalogs Net
 
BoD presi w notes-1mar2013
BoD presi w notes-1mar2013BoD presi w notes-1mar2013
BoD presi w notes-1mar2013
Rama Chakaki
 
Melbourne networking presentation 5.10
Melbourne networking presentation 5.10Melbourne networking presentation 5.10
Melbourne networking presentation 5.10
Rob Lawson
 
Lebanon Welfare Board of Directors -22aug2013
Lebanon Welfare Board of Directors -22aug2013Lebanon Welfare Board of Directors -22aug2013
Lebanon Welfare Board of Directors -22aug2013
Rama Chakaki
 
SK컴즈 행복화실 9주 과정 전체
SK컴즈 행복화실 9주 과정 전체SK컴즈 행복화실 9주 과정 전체
SK컴즈 행복화실 9주 과정 전체
Jinho Jung
 
Engine department (2)
Engine department (2)Engine department (2)
Engine department (2)
Juli Boned
 
Mariano cenamo context for workshop
Mariano cenamo   context for workshopMariano cenamo   context for workshop
Mariano cenamo context for workshop
theREDDdesk
 
Math Workbook Grade 1 Module.pdf
Math Workbook Grade 1 Module.pdfMath Workbook Grade 1 Module.pdf
Math Workbook Grade 1 Module.pdf
PuzzleCreator
 
Criptosistemas Clásicos
Criptosistemas ClásicosCriptosistemas Clásicos
Criptosistemas Clásicos
Samary Páez
 
Policy and Regulations on ICT in Indonesia
Policy and Regulations on ICT  in Indonesia Policy and Regulations on ICT  in Indonesia
Policy and Regulations on ICT in Indonesia Feriandi Mirza
 
Bringing stalin back in memory politic..
Bringing stalin back in  memory politic..Bringing stalin back in  memory politic..
Bringing stalin back in memory politic..
tapanma
 
K+N DOIT Product Overview
K+N DOIT Product OverviewK+N DOIT Product Overview
K+N DOIT Product Overviewmtmsolutions
 
Md6290 rotary blasthole drills (underca...ebp6538 16) - cárter do motor - v...
Md6290 rotary blasthole drills (underca...ebp6538   16) - cárter do motor - v...Md6290 rotary blasthole drills (underca...ebp6538   16) - cárter do motor - v...
Md6290 rotary blasthole drills (underca...ebp6538 16) - cárter do motor - v...
Student
 
Gender Equality Plan 2022-2024
Gender Equality Plan 2022-2024Gender Equality Plan 2022-2024

Similar to تحليل الشبكات الاجتماعية (20)

Saed PDF
Saed PDFSaed PDF
Saed PDF
 
Saed pearls
Saed pearlsSaed pearls
Saed pearls
 
Saed PDF Pearls
Saed PDF PearlsSaed PDF Pearls
Saed PDF Pearls
 
Secretaria de Saúde de Pernambuco negou antecipação de vacina aos rodoviários
Secretaria de Saúde de Pernambuco negou antecipação de vacina aos rodoviáriosSecretaria de Saúde de Pernambuco negou antecipação de vacina aos rodoviários
Secretaria de Saúde de Pernambuco negou antecipação de vacina aos rodoviários
 
Entrepreneurs Request
Entrepreneurs RequestEntrepreneurs Request
Entrepreneurs Request
 
Massey ferguson Mf7 272 7274-7278 parts catalog
Massey ferguson Mf7 272 7274-7278 parts catalogMassey ferguson Mf7 272 7274-7278 parts catalog
Massey ferguson Mf7 272 7274-7278 parts catalog
 
BoD presi w notes-1mar2013
BoD presi w notes-1mar2013BoD presi w notes-1mar2013
BoD presi w notes-1mar2013
 
Melbourne networking presentation 5.10
Melbourne networking presentation 5.10Melbourne networking presentation 5.10
Melbourne networking presentation 5.10
 
Lebanon Welfare Board of Directors -22aug2013
Lebanon Welfare Board of Directors -22aug2013Lebanon Welfare Board of Directors -22aug2013
Lebanon Welfare Board of Directors -22aug2013
 
SK컴즈 행복화실 9주 과정 전체
SK컴즈 행복화실 9주 과정 전체SK컴즈 행복화실 9주 과정 전체
SK컴즈 행복화실 9주 과정 전체
 
Engine department (2)
Engine department (2)Engine department (2)
Engine department (2)
 
Mariano cenamo context for workshop
Mariano cenamo   context for workshopMariano cenamo   context for workshop
Mariano cenamo context for workshop
 
Math Workbook Grade 1 Module.pdf
Math Workbook Grade 1 Module.pdfMath Workbook Grade 1 Module.pdf
Math Workbook Grade 1 Module.pdf
 
Capitulo5
Capitulo5Capitulo5
Capitulo5
 
Criptosistemas Clásicos
Criptosistemas ClásicosCriptosistemas Clásicos
Criptosistemas Clásicos
 
Policy and Regulations on ICT in Indonesia
Policy and Regulations on ICT  in Indonesia Policy and Regulations on ICT  in Indonesia
Policy and Regulations on ICT in Indonesia
 
Bringing stalin back in memory politic..
Bringing stalin back in  memory politic..Bringing stalin back in  memory politic..
Bringing stalin back in memory politic..
 
K+N DOIT Product Overview
K+N DOIT Product OverviewK+N DOIT Product Overview
K+N DOIT Product Overview
 
Md6290 rotary blasthole drills (underca...ebp6538 16) - cárter do motor - v...
Md6290 rotary blasthole drills (underca...ebp6538   16) - cárter do motor - v...Md6290 rotary blasthole drills (underca...ebp6538   16) - cárter do motor - v...
Md6290 rotary blasthole drills (underca...ebp6538 16) - cárter do motor - v...
 
Gender Equality Plan 2022-2024
Gender Equality Plan 2022-2024Gender Equality Plan 2022-2024
Gender Equality Plan 2022-2024
 

Recently uploaded

The Future of Platform Engineering
The Future of Platform EngineeringThe Future of Platform Engineering
The Future of Platform Engineering
Jemma Hussein Allen
 
Why You Should Replace Windows 11 with Nitrux Linux 3.5.0 for enhanced perfor...
Why You Should Replace Windows 11 with Nitrux Linux 3.5.0 for enhanced perfor...Why You Should Replace Windows 11 with Nitrux Linux 3.5.0 for enhanced perfor...
Why You Should Replace Windows 11 with Nitrux Linux 3.5.0 for enhanced perfor...
SOFTTECHHUB
 
Introduction to CHERI technology - Cybersecurity
Introduction to CHERI technology - CybersecurityIntroduction to CHERI technology - Cybersecurity
Introduction to CHERI technology - Cybersecurity
mikeeftimakis1
 
Monitoring Java Application Security with JDK Tools and JFR Events
Monitoring Java Application Security with JDK Tools and JFR EventsMonitoring Java Application Security with JDK Tools and JFR Events
Monitoring Java Application Security with JDK Tools and JFR Events
Ana-Maria Mihalceanu
 
Removing Uninteresting Bytes in Software Fuzzing
Removing Uninteresting Bytes in Software FuzzingRemoving Uninteresting Bytes in Software Fuzzing
Removing Uninteresting Bytes in Software Fuzzing
Aftab Hussain
 
GraphSummit Singapore | Enhancing Changi Airport Group's Passenger Experience...
GraphSummit Singapore | Enhancing Changi Airport Group's Passenger Experience...GraphSummit Singapore | Enhancing Changi Airport Group's Passenger Experience...
GraphSummit Singapore | Enhancing Changi Airport Group's Passenger Experience...
Neo4j
 
GraphSummit Singapore | The Future of Agility: Supercharging Digital Transfor...
GraphSummit Singapore | The Future of Agility: Supercharging Digital Transfor...GraphSummit Singapore | The Future of Agility: Supercharging Digital Transfor...
GraphSummit Singapore | The Future of Agility: Supercharging Digital Transfor...
Neo4j
 
Encryption in Microsoft 365 - ExpertsLive Netherlands 2024
Encryption in Microsoft 365 - ExpertsLive Netherlands 2024Encryption in Microsoft 365 - ExpertsLive Netherlands 2024
Encryption in Microsoft 365 - ExpertsLive Netherlands 2024
Albert Hoitingh
 
Video Streaming: Then, Now, and in the Future
Video Streaming: Then, Now, and in the FutureVideo Streaming: Then, Now, and in the Future
Video Streaming: Then, Now, and in the Future
Alpen-Adria-Universität
 
PCI PIN Basics Webinar from the Controlcase Team
PCI PIN Basics Webinar from the Controlcase TeamPCI PIN Basics Webinar from the Controlcase Team
PCI PIN Basics Webinar from the Controlcase Team
ControlCase
 
20240605 QFM017 Machine Intelligence Reading List May 2024
20240605 QFM017 Machine Intelligence Reading List May 202420240605 QFM017 Machine Intelligence Reading List May 2024
20240605 QFM017 Machine Intelligence Reading List May 2024
Matthew Sinclair
 
Microsoft - Power Platform_G.Aspiotis.pdf
Microsoft - Power Platform_G.Aspiotis.pdfMicrosoft - Power Platform_G.Aspiotis.pdf
Microsoft - Power Platform_G.Aspiotis.pdf
Uni Systems S.M.S.A.
 
Uni Systems Copilot event_05062024_C.Vlachos.pdf
Uni Systems Copilot event_05062024_C.Vlachos.pdfUni Systems Copilot event_05062024_C.Vlachos.pdf
Uni Systems Copilot event_05062024_C.Vlachos.pdf
Uni Systems S.M.S.A.
 
20240607 QFM018 Elixir Reading List May 2024
20240607 QFM018 Elixir Reading List May 202420240607 QFM018 Elixir Reading List May 2024
20240607 QFM018 Elixir Reading List May 2024
Matthew Sinclair
 
A tale of scale & speed: How the US Navy is enabling software delivery from l...
A tale of scale & speed: How the US Navy is enabling software delivery from l...A tale of scale & speed: How the US Navy is enabling software delivery from l...
A tale of scale & speed: How the US Navy is enabling software delivery from l...
sonjaschweigert1
 
Communications Mining Series - Zero to Hero - Session 1
Communications Mining Series - Zero to Hero - Session 1Communications Mining Series - Zero to Hero - Session 1
Communications Mining Series - Zero to Hero - Session 1
DianaGray10
 
Essentials of Automations: The Art of Triggers and Actions in FME
Essentials of Automations: The Art of Triggers and Actions in FMEEssentials of Automations: The Art of Triggers and Actions in FME
Essentials of Automations: The Art of Triggers and Actions in FME
Safe Software
 
GDG Cloud Southlake #33: Boule & Rebala: Effective AppSec in SDLC using Deplo...
GDG Cloud Southlake #33: Boule & Rebala: Effective AppSec in SDLC using Deplo...GDG Cloud Southlake #33: Boule & Rebala: Effective AppSec in SDLC using Deplo...
GDG Cloud Southlake #33: Boule & Rebala: Effective AppSec in SDLC using Deplo...
James Anderson
 
Observability Concepts EVERY Developer Should Know -- DeveloperWeek Europe.pdf
Observability Concepts EVERY Developer Should Know -- DeveloperWeek Europe.pdfObservability Concepts EVERY Developer Should Know -- DeveloperWeek Europe.pdf
Observability Concepts EVERY Developer Should Know -- DeveloperWeek Europe.pdf
Paige Cruz
 
GridMate - End to end testing is a critical piece to ensure quality and avoid...
GridMate - End to end testing is a critical piece to ensure quality and avoid...GridMate - End to end testing is a critical piece to ensure quality and avoid...
GridMate - End to end testing is a critical piece to ensure quality and avoid...
ThomasParaiso2
 

Recently uploaded (20)

The Future of Platform Engineering
The Future of Platform EngineeringThe Future of Platform Engineering
The Future of Platform Engineering
 
Why You Should Replace Windows 11 with Nitrux Linux 3.5.0 for enhanced perfor...
Why You Should Replace Windows 11 with Nitrux Linux 3.5.0 for enhanced perfor...Why You Should Replace Windows 11 with Nitrux Linux 3.5.0 for enhanced perfor...
Why You Should Replace Windows 11 with Nitrux Linux 3.5.0 for enhanced perfor...
 
Introduction to CHERI technology - Cybersecurity
Introduction to CHERI technology - CybersecurityIntroduction to CHERI technology - Cybersecurity
Introduction to CHERI technology - Cybersecurity
 
Monitoring Java Application Security with JDK Tools and JFR Events
Monitoring Java Application Security with JDK Tools and JFR EventsMonitoring Java Application Security with JDK Tools and JFR Events
Monitoring Java Application Security with JDK Tools and JFR Events
 
Removing Uninteresting Bytes in Software Fuzzing
Removing Uninteresting Bytes in Software FuzzingRemoving Uninteresting Bytes in Software Fuzzing
Removing Uninteresting Bytes in Software Fuzzing
 
GraphSummit Singapore | Enhancing Changi Airport Group's Passenger Experience...
GraphSummit Singapore | Enhancing Changi Airport Group's Passenger Experience...GraphSummit Singapore | Enhancing Changi Airport Group's Passenger Experience...
GraphSummit Singapore | Enhancing Changi Airport Group's Passenger Experience...
 
GraphSummit Singapore | The Future of Agility: Supercharging Digital Transfor...
GraphSummit Singapore | The Future of Agility: Supercharging Digital Transfor...GraphSummit Singapore | The Future of Agility: Supercharging Digital Transfor...
GraphSummit Singapore | The Future of Agility: Supercharging Digital Transfor...
 
Encryption in Microsoft 365 - ExpertsLive Netherlands 2024
Encryption in Microsoft 365 - ExpertsLive Netherlands 2024Encryption in Microsoft 365 - ExpertsLive Netherlands 2024
Encryption in Microsoft 365 - ExpertsLive Netherlands 2024
 
Video Streaming: Then, Now, and in the Future
Video Streaming: Then, Now, and in the FutureVideo Streaming: Then, Now, and in the Future
Video Streaming: Then, Now, and in the Future
 
PCI PIN Basics Webinar from the Controlcase Team
PCI PIN Basics Webinar from the Controlcase TeamPCI PIN Basics Webinar from the Controlcase Team
PCI PIN Basics Webinar from the Controlcase Team
 
20240605 QFM017 Machine Intelligence Reading List May 2024
20240605 QFM017 Machine Intelligence Reading List May 202420240605 QFM017 Machine Intelligence Reading List May 2024
20240605 QFM017 Machine Intelligence Reading List May 2024
 
Microsoft - Power Platform_G.Aspiotis.pdf
Microsoft - Power Platform_G.Aspiotis.pdfMicrosoft - Power Platform_G.Aspiotis.pdf
Microsoft - Power Platform_G.Aspiotis.pdf
 
Uni Systems Copilot event_05062024_C.Vlachos.pdf
Uni Systems Copilot event_05062024_C.Vlachos.pdfUni Systems Copilot event_05062024_C.Vlachos.pdf
Uni Systems Copilot event_05062024_C.Vlachos.pdf
 
20240607 QFM018 Elixir Reading List May 2024
20240607 QFM018 Elixir Reading List May 202420240607 QFM018 Elixir Reading List May 2024
20240607 QFM018 Elixir Reading List May 2024
 
A tale of scale & speed: How the US Navy is enabling software delivery from l...
A tale of scale & speed: How the US Navy is enabling software delivery from l...A tale of scale & speed: How the US Navy is enabling software delivery from l...
A tale of scale & speed: How the US Navy is enabling software delivery from l...
 
Communications Mining Series - Zero to Hero - Session 1
Communications Mining Series - Zero to Hero - Session 1Communications Mining Series - Zero to Hero - Session 1
Communications Mining Series - Zero to Hero - Session 1
 
Essentials of Automations: The Art of Triggers and Actions in FME
Essentials of Automations: The Art of Triggers and Actions in FMEEssentials of Automations: The Art of Triggers and Actions in FME
Essentials of Automations: The Art of Triggers and Actions in FME
 
GDG Cloud Southlake #33: Boule & Rebala: Effective AppSec in SDLC using Deplo...
GDG Cloud Southlake #33: Boule & Rebala: Effective AppSec in SDLC using Deplo...GDG Cloud Southlake #33: Boule & Rebala: Effective AppSec in SDLC using Deplo...
GDG Cloud Southlake #33: Boule & Rebala: Effective AppSec in SDLC using Deplo...
 
Observability Concepts EVERY Developer Should Know -- DeveloperWeek Europe.pdf
Observability Concepts EVERY Developer Should Know -- DeveloperWeek Europe.pdfObservability Concepts EVERY Developer Should Know -- DeveloperWeek Europe.pdf
Observability Concepts EVERY Developer Should Know -- DeveloperWeek Europe.pdf
 
GridMate - End to end testing is a critical piece to ensure quality and avoid...
GridMate - End to end testing is a critical piece to ensure quality and avoid...GridMate - End to end testing is a critical piece to ensure quality and avoid...
GridMate - End to end testing is a critical piece to ensure quality and avoid...
 

تحليل الشبكات الاجتماعية

  • 1. !"#$%&'(‫210"/ ا.-,+$ت ا‬ Social Network Analysis 34‫وا7/ ا.605ا‬ RiyadhGeeks 8-7-2012 Tuesday, July 10, 12
  • 2. !"#$%&'(‫#09 210"/ ا.-,+$ت ا‬ :";12 ‫اد ?>=ف‬ABC‫ ا‬D? ‫$ت‬EF6.‫,+! ا‬G !H‫>&9 ?=را‬J ‫ي‬L.‫5 ا.609 ا‬M $>NO ‫=اف‬M‫#=ة أ‬ Information Dissemination‫$ت‬O506R‫! آ."! ا4&;$ل ا‬H‫درا‬ ‫ـ‬ VJAWXR‫اد ا‬ABC‫= ا‬J=12 ‫ـ‬ ‫اد‬ABC‫ ا‬D? !;Y.‫,+$ت ا‬G ‫ـ‬ Communities ‫&%6$ت‬ZR‫&%$م وا‬M‫%5#$ت ا‬ZO ‫ـ‬ Tuesday, July 10, 12
  • 3. ]2$;",^2‫$2] و‬ZO A_$N6.‫ ا‬D? ‫$ت‬EF6.‫= ا‬J=12‫"] و‬B !0#$`.‫ ا‬A_$N6.‫ ا‬Aab V+%J ‫$ل‬ZO ‫أي‬ !EF6.‫ا‬ ٢ AaN# ١AaN# Multimodal Networks Single Mode Networks Tuesday, July 10, 12
  • 4. ‫$ت‬eA-.‫%$ت وا‬fNR‫"+/ ا‬M AJ5^2 :١ ‫$ل‬YO ”9.$H“ AJ5^&.‫9 ا‬gE AJ=O AJ5^&.‫9 ا‬gE AJ=O ”/7‫ “وا‬k.$Y.‫وع ا‬A-R‫ ا‬AJ=O ”‫$زن‬O“ 34$Y.‫وع ا‬A-R‫ ا‬AJ=O ”30#“ ‫ول‬C‫وع ا‬A-R‫ ا‬AJ=O !O$H‫أ‬ V%J‫أ‬ =.$n m‫#,=ا‬ l4‫أ‬ =%b‫أ‬ Tuesday, July 10, 12
  • 5. ‫5ر‬a6.‫ ا‬A,# 9>o6,? !`HF`.‫ ا‬AWp2 !H‫$ل٢: درا‬YO Tuesday, July 10, 12
  • 6. ‫ة ا.;=م‬Ae ‫ق‬AB :٣ ‫$ل‬YO Tuesday, July 10, 12
  • 7. !"?$M‫$ ا(ر‬JFs.‫! ا‬H‫$ل ٤: درا‬YO Tuesday, July 10, 12
  • 8. ‫! س‬eA-. 3.$1.‫ا.>"+/ ا‬ ”9.$H“ AJ5^&.‫9 ا‬gE AJ=O AJ5^&.‫9 ا‬gE AJ=O ”/7‫ “وا‬k.$Y.‫وع ا‬A-R‫ ا‬AJ=O ”‫$زن‬O“ 34$Y.‫وع ا‬A-R‫ ا‬AJ=O ”30#“ ‫ول‬C‫وع ا‬A-R‫ ا‬AJ=O !O$H‫أ‬ V%J‫أ‬ =.$n m‫#,=ا‬ l4‫أ‬ =%b‫أ‬ Tuesday, July 10, 12
  • 9. vaNO ‫&1=اث‬H‫ا‬ ”9.$H“ AJ5^&.‫9 ا‬gE AJ=O ”‫9 “؟‬g;.‫&-$ر ا‬gO ”/7‫ “وا‬k.$Y.‫وع ا‬A-R‫ ا‬AJ=O ”‫$زن‬O“ 34$Y.‫وع ا‬A-R‫ ا‬AJ=O ”30#“ ‫ول‬C‫وع ا‬A-R‫ ا‬AJ=O !O$H‫أ‬ V%J‫أ‬ =.$n m‫#,=ا‬ l4‫أ‬ =%b‫أ‬ Tuesday, July 10, 12
  • 11. Informal Network Tuesday, July 10, 12
  • 12. ”9.$H“ AJ5^&.‫9 ا‬gE AJ=O l4‫أ‬ ”V%J‫ “أ‬k.$Y.‫وع ا‬A-R‫ ا‬AJ=O ”‫$زن‬O“ 34$Y.‫وع ا‬A-R‫ ا‬AJ=O ”30#“ ‫ول‬C‫وع ا‬A-R‫ ا‬AJ=O !O$H‫أ‬ /7‫وا‬ =.$n m‫#,=ا‬ -- =%b‫أ‬ =J=' yz5O D"62 Tuesday, July 10, 12
  • 13. A&J52 3B !"#$%&'‫210"/ ا.-,+$ت ا‬ Tuesday, July 10, 12
  • 16. ‫ا*)(# '&%$#ا ؟‬ D6?$&R‫#=د ا‬ ..،!0o`O ،‫$ت‬G$;4 ،‫&$ت‬J5&J‫=م ـ ـ ر‬s&gR‫| ا‬O /#$`&.‫%"! ا‬e VJ‫د‬A}R‫,+! ا‬G 3B ‫=م ودوره‬s&gR‫25ا'= ا‬ ‫&%$م‬M‫%5#$ت ا‬ZO D? /_‫0;! و‬b‫ و‬Ag' !;Y.‫,+! ا‬G Tuesday, July 10, 12
  • 17. /"01&.‫ ا‬l"J$;O Degree Centrality ‫$ء‬E=_C‫ + ا‬D6?$&R‫#=د ا‬ Closeness Centrality ]6%&ZO /n‫د دا‬A}R‫ ا‬A"Wp2 Betweenness Centrality /_5.‫0;$ت ا‬b‫5ر و‬gZ.‫ا‬ Network of Trust !;Y.‫,+! ا‬G Tuesday, July 10, 12
  • 18. !O=s&gR‫ا.,"$4$ت ا‬ #Damascus ٢٠١٢ 5J$O ١٠ ‫-: ـ ـ‬O‫3 د‬B A"Z`&.‫ ا‬V# ‫=ات‬JA}2 Search API and Streaming API ‫=ة‬JA}2 10,507 ‫د‬A}O 2,285 Tuesday, July 10, 12
  • 19. 2,285 3,999,657 11,071,555 Tuesday, July 10, 12
  • 20. Degree Centrality ‫$ء‬E=_C‫ + ا‬D6?$&R‫#=د ا‬ Tuesday, July 10, 12
  • 21. Degree Centrality ‫$ء‬E=_C‫ + ا‬D6?$&R‫#=د ا‬ !JA",62 ‫_5رة‬ Tuesday, July 10, 12
  • 22. Degree Centrality ‫$ء‬E=_C‫ + ا‬D6?$&R‫#=د ا‬ 28 33,433 52,497 Tuesday, July 10, 12
  • 23. Degree Centrality ‫$ء‬E=_C‫ + ا‬D6?$&R‫#=د ا‬ Tuesday, July 10, 12
  • 24. Closeness Centrality ]6%&ZO /n‫د دا‬A}R‫ ا‬A"Wp2 9MA"• VO ‫ا‬A"Wp2 AYeC‫$ص ا‬sGC‫9 ا‬M VO ‫+&,5ن‬J VJL.‫ ا‬VJ‫د‬A}R‫&%| ا‬ZO /n‫دا‬ ‫$؟‬J‫5ر‬H‫-: و‬O‫ د‬V# Tuesday, July 10, 12
  • 25. Closeness Centrality ]6%&ZO /n‫د دا‬A}R‫ ا‬A"Wp2 Tuesday, July 10, 12
  • 26. Closeness Centrality ]6%&ZO /n‫د دا‬A}R‫ ا‬A"Wp2 Tuesday, July 10, 12
  • 27. Closeness Centrality ]6%&ZO /n‫د دا‬A}R‫ ا‬A"Wp2 ‫ي‬L.‫&%| ا‬ZR‫ ا‬V%ƒ ‫=م‬s&gR‫%"! ا‬M‫أ‬ „.‫3 ذ‬B VJ‫د‬A}R‫ ا‬VO ]?AE“ ]".‫&%3 ا‬NJ .”|%&ZR‫ا‬ 3B ‫,$ر‬n‫"`"! ا4&-$ر ا‬e !H‫$ درا‬NN+%J ‫ء‬XM †0# ‡"eA&.‫ ا‬A,# ‫=ي‬JA}2 |%&ZO .‫$ص‬sGC‫ا‬ Tuesday, July 10, 12
  • 28. Betweenness Centrality /_5.‫0;$ت ا‬b‫5ر و‬gZ.‫ا‬ Tuesday, July 10, 12
  • 29. Betweenness Centrality /_5.‫0;$ت ا‬b‫5ر و‬gZ.‫ا‬ Tuesday, July 10, 12
  • 30. Network of Trust !;Y.‫,+! ا‬G Tuesday, July 10, 12
  • 31. vYe V# $>&H‫%6$ت .=را‬Z2‫#"! و‬AB A_$N# †.‫‡7! ا.-,+! ا‬Z2 Tuesday, July 10, 12
  • 32. !O=s&gR‫"$ت ا‬N;&.‫"! وا‬ZOA,.‫+&,$ت ا‬R‫ا‬ Twitter Collectors (Streaming/Search API) MongoDB - NoSQL, MapReduce, Scalable Networkx MatplotLib BigData Consideration Tuesday, July 10, 12
  • 33. .9+. ‫ا‬A+G ‫سوج‬ Tuesday, July 10, 12
  • 34. ‫ض‬A6.‫3 ا‬B !O=s&gR‫$در ا‬aR‫ا‬ http://drunks-and-lampposts.com/2012/06/13/graphing-the-history-of-philosophy/ http://www.technologyreview.com/view/428399/pagerank-algorithm-reveals-soccer-teams/ http://www.orgnet.com/prevent.html http://www.robcross.org/network_ona.htm klout.com Tuesday, July 10, 12