Network Data: an overview
|
|
- Elwin Powell
- 5 years ago
- Views:
Transcription
1 Network Data: an overview Introduction to Graph Theory and Sociometric Notation Dante J. Salto & Taya L. Owens 6 February 2013 Rockefeller College RPAD 637
2 Works Summarized Wasserman, S. & Faust, K. (2009). Social network analysis: Methods and applications, structural analysis in the social sciences. New York, NY: Cambridge University Press. (Ch 3&4) Marsden, P.V. (1987). Core discussion networks of Americans. American Sociological Review, 52(1): Rethemeyer, R.K. (2005). Conceptualizing and measuring collaborative networks. Public Administration Review, 65(1):
3 Notation Schemes Graph Theoretic Notation (GTN) simplest, visual, descriptive Sociometric Notation (SmN) most common in SNA literature Algebraic Notation (AN) least common, most complex, inferential
4 Sociometric Notation Sociometric networks consist of people and their measured affective relations
5 SmN Relational data is often presented in two-way matrices termed sociomatrices Alice Bob Carol David Alice Bob Carol David receiving sending
6 Applied sociometry: a brief example Who in this room would you choose 2 requirements: 1. Choose only one person 2. You must choose someone. Source:
7 Applied sociometry: a brief example Star: most frequently chosen Mutuals: two people choose each other Chains: A B C D Gaps & cleavages: Clusters have chosen each other but are isolated from other clusters Describe, interpret, modify? Source:
8 Graph theoretic An overview Elementary way to represent actors and relations Centrality and prestige methods Cohesive subgroup ideas Dyadic and triadic methods Based on graph theory
9 Single Relation Set of actors/nodes (N) Actors/nodes of a network (n) Set of connections/arcs (L) Connections/arc of a network (l) Source:
10 Connections Graphs consists of nodes (n) and connections (l) Source:
11 Types of connections (notations) Directional <, > Non-directional (, )
12 Directional Connections <, > Source:
13 Directional Graph <, >
14 Non-directional Connections (, ) Source:
15 Nodal Degree
16 Walks, trails and paths Source:
17 Examples International Collaboration in Science: The Global Map and the Network
18 Core Discussion Networks of Americans Marsden (1987) American Sociological Review Describes the features of core social networks: important relationships Network measures Size Density Heterogeneity General Social Survey (GSS, 1985) N=1,531
19 Core Discussion Networks of Americans Typical: Small, centered on kin, dense and homogeneous. Well-educated, young & middle-aged people living in urban areas have more diverse networks. So what?
20 Conceptualizing and measuring collaborative networks Rethemeyer (2005) Public Administration Review Book reviews: Managing Complex Networks Getting Results through Collaboration Collaborative Public Management
21 Conceptualizing and measuring collaborative networks Normative analysis: Networks as a policy instrument Make it happen Collaborative advocates active use, positioning horizontal against vertical. Don t mess with it Managing assumes networks are integral to policy. Getting Results describes case-studies, emphasis on context and culture.
22 Conceptualizing and measuring collaborative networks The role of public managers Make it happen Don t mess with it Managing assumes managers are facilitators. Collaborative suggests managers can orchestrate networks. Getting Results suggest that managerial roles depend on national histories and culture.
23 Conceptualizing and measuring collaborative networks Lack of social analytic tools Indirect connections: The structure of indirect connections can determine, for instance, whether government or private sector actors can control information and resource flows, which may affect the payoff to participants in collaborative endeavors. To some extent, what the authors have tried to do in these three volumes is the equivalent of trying to study a monopoly without knowing whether the monopolist sells into a market of one or one thousand. The structure of the market matters in a monopoly; the structure of indirect connections may matter in collaboration. (p.120)
Social Network Notation
Social Network Notation Wasserman & Faust (1994) Chapters 3 & 4 [pp. 67 166] Marsden (1987) Core Discussion Networks of Americans Junesoo, Xiaohui & Stephen Monday, February 8th, 2010 Wasserman & Faust
More informationMathematical Foundations of Social Network Analysis
Mathematical Foundations of Social Network Analysis Steve Borgatti Revised Jan 2008 for MGT 780 Three Representations Network/relational data typically represented in one of three ways Graphs Graphs vs
More informationBECOMING FAMILIAR WITH SOCIAL NETWORKS
1 BECOMING FAMILIAR WITH SOCIAL NETWORKS Each one of us has our own social networks, and it is easiest to start understanding social networks through thinking about our own. So what social networks do
More informationOverview. Overview. Overview. Specific Examples. General Examples. Bivariate Regression & Correlation
Bivariate Regression & Correlation Overview The Scatter Diagram Two Examples: Education & Prestige Correlation Coefficient Bivariate Linear Regression Line SPSS Output Interpretation Covariance ou already
More informationMATH 3012 N Homework Chapter 9
MATH 01 N Homework Chapter 9 February, 017 The recurrence r n+ = r n+1 + r n can be expressed with advancement operators as A A )r n = 0 The quadratic can then be factored using the quadratic formula,
More informationYour web browser (Safari 7) is out of date. For more security, comfort and. the best experience on this site: Update your browser Ignore
Your web browser (Safari 7) is out of date. For more security, comfort and Activitydevelop the best experience on this site: Update your browser Ignore Places in the Park Why do we use symbols? Overview
More informationOverview of Stochastic Approaches to Social Network Analysis
Overview of Stochastic Approaches to Social Network Analysis Wasserman and Faust, Chapter 13-16. Anderson, Carolyn J., Stanley Wasserman, and Bradley Crouch. 1999. A p* primer: Logit models for social
More informationStrategic Planning for the Arts
Strategic Planning for the Arts Summary of Online Surveys Buena Vista Conference Center December 16, 2009 Focus Groups - Overview Six focus groups conducted in September and early October Six to eight
More informationCentrality in Social Networks
Developments in Data Analysis A. Ferligoj and A. Kramberger (Editors) Metodološki zvezki, 12, Ljubljana: FDV, 1996 Centrality in Social Networks Vladimir Batagelj Abstract In the paper an introduction
More information"Natural" Cultural Districts and Neighborhood Revitalization
University of Pennsylvania ScholarlyCommons Culture and Community Revitalization: A Collaboration Social Impact of the Arts Project 6-2009 "Natural" Cultural Districts and Neighborhood Revitalization Mark
More informationCSI 445/660 Part 6 (Centrality Measures for Networks) 6 1 / 68
CSI 445/660 Part 6 (Centrality Measures for Networks) 6 1 / 68 References 1 L. Freeman, Centrality in Social Networks: Conceptual Clarification, Social Networks, Vol. 1, 1978/1979, pp. 215 239. 2 S. Wasserman
More informationMath 530 Assignment on Linear Algebra Application. December 5, Jeremiah Michael Spurgeon. The Citadel
Running head: Linear Algebra Math 530 Assignment on Linear Algebra Application December 5, 2012 Jeremiah Michael Spurgeon The Citadel Linear Algebra 1 ABSTRACT Over the years of attempting to grasp the
More informationChapter 4. Systems of Linear Equations; Matrices. Opening Example. Section 1 Review: Systems of Linear Equations in Two Variables
Chapter 4 Systems of Linear Equations; Matrices Section 1 Review: Systems of Linear Equations in Two Variables Opening Example A restaurant serves two types of fish dinners- small for $5.99 and large for
More information11/11/2016. Energy Impacts Research Coordination Network >>>
Energy Impacts Research Coordination Network >>> www.energyimpacts.org Synergies and Innovations in Coordinating Energy Impacts Research: The Case of Shale Development Impacts November 10, 2016, 1:30 2:30
More informationCOUNCIL OF THE EUROPEAN UNION. Brussels, 2 May /14 CULT 68
COUNCIL OF THE EUROPEAN UNION Brussels, 2 May 2014 9129/14 CULT 68 NOTE from: General Secretariat of the Council to: Permanent Representatives Committee (Part 1) / Council No. prev. doc.: 8892/14 CULT
More informationLabour Market Areas in Italy. Sandro Cruciani Istat, Italian National Statistical Institute Directorate for territorial and environmental statistics
Labour Market Areas in Italy Sandro Cruciani Istat, Italian National Statistical Institute Directorate for territorial and environmental statistics Workshop on Developing European Labour Market Areas Nuremberg,
More informationRural Sociology (RU_SOC)
Rural Sociology (RU_SOC) 1 Rural Sociology (RU_SOC) RU_SOC 1000: Rural Sociology Introduction to basic concepts and principles of sociology with a focus on rural populations and places. The course explores
More informationRURAL-URBAN PARTNERSHIPS: AN INTEGRATED APPROACH TO ECONOMIC DEVELOPMENT
RURAL-URBAN PARTNERSHIPS: AN INTEGRATED APPROACH TO ECONOMIC DEVELOPMENT William Tompson Head of the Urban Development Programme OECD Public Governance and Territorial Development Directorate JAHRESTAGUNG
More informationProject in Computational Game Theory: Communities in Social Networks
Project in Computational Game Theory: Communities in Social Networks Eldad Rubinstein November 11, 2012 1 Presentation of the Original Paper 1.1 Introduction In this section I present the article [1].
More informationUnit 5: Centrality. ICPSR University of Michigan, Ann Arbor Summer 2015 Instructor: Ann McCranie
Unit 5: Centrality ICPSR University of Michigan, Ann Arbor Summer 2015 Instructor: Ann McCranie What does centrality tell us? We often want to know who the most important actors in a network are. Centrality
More informationChapter 4. Systems of Linear Equations; Matrices
Chapter 4 Systems of Linear Equations; Matrices Section 1 Review: Sys of Linear Eg in Two Var Section 2 Sys of Linear Eq and Aug Matr Section 3 Gauss-Jordan Elimination Section 4 Matrices: Basic Operations
More informationGrade 6 Social Studies
Grade 6 Social Studies Social Studies Grade(s) 6th Course Overview This course focuses on the five Wisconsin Model Academic standards for Social Studies: Geography, History, Political Science and Citizenship,
More information6.207/14.15: Networks Lecture 7: Search on Networks: Navigation and Web Search
6.207/14.15: Networks Lecture 7: Search on Networks: Navigation and Web Search Daron Acemoglu and Asu Ozdaglar MIT September 30, 2009 1 Networks: Lecture 7 Outline Navigation (or decentralized search)
More informationNode Centrality and Ranking on Networks
Node Centrality and Ranking on Networks Leonid E. Zhukov School of Data Analysis and Artificial Intelligence Department of Computer Science National Research University Higher School of Economics Social
More informationPOLITECNICO DI TORINO SECOND SCHOOL OF ARCHITECTURE Master of Science in Architecture for Sustainability Honors theses
POLITECNICO DI TORINO SECOND SCHOOL OF ARCHITECTURE Master of Science in Architecture for Sustainability Honors theses ENHANCEMENT AND MANAGEMENT OF A UNESCO SITE WITH ITS TERRITORIAL RELATIONS The Sacri
More informationTERRITORIAL IMPACT ASSESSMENT: AN APPROACH TO IMPROVE THE VERTICAL AND HORIZONTAL INTEGRATION OF EU POLICIES
TERRITORIAL IMPACT ASSESSMENT: AN APPROACH TO IMPROVE THE VERTICAL AND HORIZONTAL INTEGRATION OF EU POLICIES Naja Marot & Mojca Golobič Biotehnical Faculty, University of Ljubljana, Slovenia RSA Workshop
More informationCohesive Subgroups and Core- Periphery Structure. Xiao Hyo-shin
Cohesive Subgroups and Core- Periphery Structure Xiao Hyo-shin Wasserman and Faust, chapter7 Cohesive Subgroups: Theoretical motivation Assess Directional relations and valued relations Interpretation
More informationMTH 2032 Semester II
MTH 232 Semester II 2-2 Linear Algebra Reference Notes Dr. Tony Yee Department of Mathematics and Information Technology The Hong Kong Institute of Education December 28, 2 ii Contents Table of Contents
More informationCHAPTER 3 POPULATION AND CULTURE SECTION 1: THE STUDY OF HUMAN GEOGRAPHY
CHAPTER 3 POPULATION AND CULTURE SECTION 1: THE STUDY OF HUMAN GEOGRAPHY THE STUDY OF HUMAN GEOGRAPHY Human geography includes many topics Language Religion Customs Economics Political Systems One particular
More informationMath 308 Spring Midterm Answers May 6, 2013
Math 38 Spring Midterm Answers May 6, 23 Instructions. Part A consists of questions that require a short answer. There is no partial credit and no need to show your work. In Part A you get 2 points per
More information2.1.4 Memorial University (St. John s and Grenfell Campuses)
2.1.4 Memorial University (St. John s and Grenfell Sending Institution Memorial University Biology 1001 Biology 1002 Biology 3050 Biology 3053 Biology 3540 Medicine 310A/B Nursing N1002 AND 1012 Physical
More informationSystem of Equations: An Introduction
System of Equations: An Introduction Many books on linear algebra will introduce matrices via systems of linear equations. We tried a different approach. We hope this way you will appreciate matrices as
More informationGalileo Educator Network
Galileo Educator Network D1.3 Moons of Jupiter (1 hour and 45 minutes + 15 minute Break) 1. Observing Jupiter s Moons (15 minutes) Explain how Galileo used the telescope to learn more about objects in
More informationDeclaration Population and culture
Declaration Population and culture The ministers of the parties to the Alpine Convention regard the socio-economic and socio-cultural aspects mentioned in Article 2, Paragraph 2, Item a., as being central
More informationUNIT 22 THEORY AND PRACTICE OF CENTRAL SETTLEMENTS IN DEVELOPMENT PLANNING
and Administration UNIT 22 THEORY AND PRACTICE OF CENTRAL SETTLEMENTS IN DEVELOPMENT PLANNING Structure 22.0 Objectives 22.1 Introduction 22.2 Region and Central Place in the Context of Decentralised Development
More informationThe City in Urban Poverty. Charlotte Lemanski and Colin Marx (eds.)
The City in Urban Poverty. Charlotte Lemanski and Colin Marx (eds.). 2015. Basingstoke and New York: Palgrave Macmillan. 239 pages. Hardback: 65.00, ISBN: 978-1-137-36742-6. This is an important book with
More informationCities, AI, Design, & the Future Can Artificial Intelligence Improve Design Intelligence?
March 27 th 28 Cities, AI, Design, & the Future Can Artificial Intelligence Improve Design Intelligence? Michael Batty m.batty@ucl.ac.uk @jmichaelbatty http://www.spatialcomplexcity.info/ http://www.casa.ucl.ac.uk/
More informationPeripheries of Cohesive Subsets
Peripheries of Cohesive Subsets Martin G. Everett University of Greenwich School of Computing and Mathematical Sciences 30 Park Row London SE10 9LS Tel: (0181) 331-8716 Fax: (181) 331-8665 E-mail: m.g.everett@gre.ac.uk
More informationConurbano s Atlas MALENA HOPP M A L H OO.COM. AR
Conurbano s Atlas MALENA HOPP M A L ENAHOPP@YA H OO.COM. AR R ESEARCH GRO UP IN LIVING CONDITIONS IN BUENOS A I R ES CONURBANO. UNIVERSI DAD N ACIONAL DE AV E L L A N E DA Conurbano, an heterogeneous region
More informationNetwork Effects Models. PAD 637, Week 13 Spring 2013 Yoonie Lee
Network Effects Models PAD 637, Week 13 Spring 2013 Yoonie Lee Our last class PAD637 Evaluation Block modeling/ Positional Analysis Two mode network Visualization Centrality/Centralization Wrap up/ Network
More informationThe role of community in urban regeneration: mixed use areas approach in USA
The role of community in urban regeneration: mixed use areas approach in USA Outline 1. Thesis 2. Main topics 3. Urban regeneration and community 4. Community involvement methods 5. Policies: EU vs USA
More informationChapter 19 Sir Migo Mendoza
The Linear Regression Chapter 19 Sir Migo Mendoza Linear Regression and the Line of Best Fit Lesson 19.1 Sir Migo Mendoza Question: Once we have a Linear Relationship, what can we do with it? Something
More informationSelected Papers from the 2 nd World Forum on China Studies (Abstracts) Panel 12 Shanghai's Development in Multi-scaled Perspectives
Shanghai Academy of Social Sciences World Forum on China Studies Selected Papers from the 2 nd World Forum on China Studies (Abstracts) Panel 12 Shanghai's Development in Multi-scaled Perspectives Contents:
More informationDegree Distribution: The case of Citation Networks
Network Analysis Degree Distribution: The case of Citation Networks Papers (in almost all fields) refer to works done earlier on same/related topics Citations A network can be defined as Each node is
More informationThe National Spatial Strategy
Purpose of this Consultation Paper This paper seeks the views of a wide range of bodies, interests and members of the public on the issues which the National Spatial Strategy should address. These views
More informationPseudonym and Anonymous Credential Systems. Kyle Soska 4/13/2016
Pseudonym and Anonymous Credential Systems Kyle Soska 4/13/2016 Moving Past Encryption Encryption Does: Hide the contents of messages that are being communicated Provide tools for authenticating messages
More informationCS 277: Data Mining. Mining Web Link Structure. CS 277: Data Mining Lectures Analyzing Web Link Structure Padhraic Smyth, UC Irvine
CS 277: Data Mining Mining Web Link Structure Class Presentations In-class, Tuesday and Thursday next week 2-person teams: 6 minutes, up to 6 slides, 3 minutes/slides each person 1-person teams 4 minutes,
More informationgeographic patterns and processes are captured and represented using computer technologies
Proposed Certificate in Geographic Information Science Department of Geographical and Sustainability Sciences Submitted: November 9, 2016 Geographic information systems (GIS) capture the complex spatial
More informationPublic Participation in the Process of Local Public Health Policy in South Korea : using Policy Network Analysis
Public Participation in the Process of Local Public Health Policy in South Korea : using Policy Network Analysis PARK Yukyung, MD, MPH YOU Myoungsoon, PhD LEE Kun-sei, MD, PhD KIM Chang-yup, MD, PhD *
More informationIntroduction to Social Network Analysis PSU Quantitative Methods Seminar, June 15
Introduction to Social Network Analysis PSU Quantitative Methods Seminar, June 15 Jeffrey A. Smith University of Nebraska-Lincoln Department of Sociology Course Website https://sites.google.com/site/socjasmith/teaching2/psu_social_networks_seminar
More informationSocial Network Analysis. Mrigesh Kshatriya, CIFOR Sentinel Landscape Data Analysis workshop (3rd-7th March 2014) Venue: CATIE, Costa Rica.
Social Network Analysis Mrigesh Kshatriya, CIFOR Sentinel Landscape Data Analysis workshop (3rd-7th March 2014) Venue: CATIE, Costa Rica. Talk outline What is a Social Network? Data collection Visualizing
More informationPlayers as Serial or Parallel Random Access Machines. Timothy Van Zandt. INSEAD (France)
Timothy Van Zandt Players as Serial or Parallel Random Access Machines DIMACS 31 January 2005 1 Players as Serial or Parallel Random Access Machines (EXPLORATORY REMARKS) Timothy Van Zandt tvz@insead.edu
More informationPeripheries of cohesive subsets
Ž. Social Networks 21 1999 397 407 www.elsevier.comrlocatersocnet Peripheries of cohesive subsets Martin G. Everett a,), Stephen P. Borgatti b,1 a UniÕersity of Greenwich School of Computing and Mathematical
More informationFollow links Class Use and other Permissions. For more information, send to:
COPYRIGHT NOTICE: Stephen L. Campbell & Richard Haberman: Introduction to Differential Equations with Dynamical Systems is published by Princeton University Press and copyrighted, 2008, by Princeton University
More informationCollaborative Network Formation in Spatial Oligopolies
Collaborative Network Formation in Spatial Oligopolies 1 Shaun Lichter, Terry Friesz, and Christopher Griffin arxiv:1108.4114v1 [math.oc] 20 Aug 2011 Abstract Recently, it has been shown that networks
More informationJohannes Suitner Department of Spatial Planning, TU Wien Polycentricity at different scales
Johannes Suitner Department of Spatial Planning, TU Wien Polycentricity at different scales ESPON Seminar Territory matters: Keeping Europe and its regions competitive 16-17 June 2016 @ Marine Etablissement
More informationNew Directions in Computer Science
New Directions in Computer Science John Hopcroft Cornell University Time of change The information age is a revolution that is changing all aspects of our lives. Those individuals, institutions, and nations
More informationStat 315c: Introduction
Stat 315c: Introduction Art B. Owen Stanford Statistics Art B. Owen (Stanford Statistics) Stat 315c: Introduction 1 / 14 Stat 315c Analysis of Transposable Data Usual Statistics Setup there s Y (we ll
More informationKuril Island Social Network Analysis Methodology Note (DRAFT) S. Colby Phillips and Erik Gjesfjeld
Kuril Island Social Network Analysis Methodology Note (DRAFT) S. Colby Phillips and Erik Gjesfjeld Social Networks Analysis Social network analysis (SNA) is an approach that focuses on the relationships
More informationPopulation. Date established: 29 October EGTC: Established on 25 August 2009 The Euroregion s legal and administrative arm
KEY DATES AND FIGURES Date established: 29 October 2004 Surface area: 109 830 km 2 Member territories: Catalonia, Balearic Islands, Languedoc-Roussillon and Midi-Pyrénées EGTC: Established on 25 August
More informationLectures of STA 231: Biostatistics
Lectures of STA 231: Biostatistics Second Semester Academic Year 2016/2017 Text Book Biostatistics: Basic Concepts and Methodology for the Health Sciences (10 th Edition, 2014) By Wayne W. Daniel Prepared
More informationA Framework for Discovering Spatio-temporal Cohesive Networks
A Framework for Discovering Spatio-temporal Cohesive Networks Jin Soung Yoo andjoengminhwang 2 Department of Computer Science, Indiana University-Purude University, Fort Wayne, Indiana, USA yooj@ipfw.edu
More informationWorkshop protocol Case Kuopio Raine Mäntysalo, Vesa Kanninen & Marco te Brömmelstroet
Workshop protocol Case Kuopio Raine Mäntysalo, Vesa Kanninen & Marco te Brömmelstroet Centre for Urban and Regional Studies YTK Aalto University Introduction The implementation gap of the respective Planning
More informationModeling face-to-face social interaction networks
Modeling face-to-face social interaction networks Romualdo Pastor-Satorras Dept. Fisica i Enginyería Nuclear Universitat Politècnica de Catalunya Spain http://www.fen.upc.edu/~romu Work done in collaboration
More informationMillennium Ecosystem Assessment
Millennium Ecosystem Assessment Global Data Challenges from an MA perspective Global Spatial Data and Information User Workshop 21-23 September 2004! What is the MA?! How and what kinds of data does it
More informationSocial Studies 3 Vocabulary Cards. century. History 1. period of 100 years
century History 1 period of 100 years chronological History 1 in order of time decade History 1 period of 10 years timeline History 1 list of important events in the order in which they happened year History
More informationEWARD. Details for application. Overview of key fields and questions (Ph.D. topics and positions) of EWARD
EWARD Energy and Resource Awareness in Urban and Regional Development Doctoral College at the Vienna University of Technology VUT Energiebewusste Stadt und Regionalentwicklung With this call, the Vienna
More informationBIDIRECTIONAL COUPLING OF EARTH SYSTEM MODELS WITH SOCIAL SCIENCE MODELS: NEW MOTIVATIONS AND A PROPOSED PATH
rhgfdjhngngfmhgmghmghjmghfmf BIDIRECTIONAL COUPLING OF EARTH SYSTEM MODELS WITH SOCIAL SCIENCE MODELS: NEW MOTIVATIONS AND A PROPOSED PATH JOHN T. MURPHY Anthropologist/ Computational Social Scientist
More informationA Preliminary Model of Community-based Integrated Information System for Urban Spatial Development
A Preliminary Model of Community-based Integrated Information System for Urban Spatial Development Bauni HAMID 1, Devin DEFRIZA 2 1 2 CAITAD (Center of Applied Information Technology in Planning and Design),
More informationProposed Scope of Work Village of Farmingdale Downtown Farmingdale BOA Step 2 BOA Nomination Study / Draft Generic Environmental Impact Statement
Proposed Scope of Work Village of Farmingdale Downtown Farmingdale BOA Step 2 BOA Nomination Study / Draft Generic Environmental Impact Statement The scope of work that follows incorporates and covers
More informationNow we will define some common sampling plans and discuss their strengths and limitations.
Now we will define some common sampling plans and discuss their strengths and limitations. 1 For volunteer samples individuals are self selected. Participants decide to include themselves in the study.
More informationCourse Goals and Course Objectives, as of Fall Math 102: Intermediate Algebra
Course Goals and Course Objectives, as of Fall 2015 Math 102: Intermediate Algebra Interpret mathematical models such as formulas, graphs, tables, and schematics, and draw inferences from them. Represent
More informationTaking into account people with special needs
Taking into account people with special needs Take into account every person in regional policies 80 Millions disabled people in Europe Anyone must have the opportunity to live in the best possible conditions.
More informationColumbus State Community College Mathematics Department Public Syllabus
Columbus State Community College Mathematics Department Public Syllabus Course and Number: MATH 2568 Elementary Linear Algebra Credits: 4 Class Hours Per Week: 4 Prerequisites: MATH 2153 with a C or higher
More informationReducing Vulnerability to Extreme Heat: Science-Policy Interface
Reducing Vulnerability to Extreme Heat: Science-Policy Interface Olga Wilhelmi, Mary Hayden, Jennifer Boehnert, Ursula Lauper and SIMMER research team October 23, 2013 Toronto SIMMER workshop Science-Policy
More informationChisoni Mumba. Presentation made at the Zambia Science Conference 2017-Reseachers Symposium, th November 2017, AVANI, Livingstone, Zambia
Application of system dynamics and participatory spatial group model building in animal health: A case study of East Coast Fever interventions in Lundazi and Monze districts of Zambia Chisoni Mumba Presentation
More informationGOVERNMENT MAPPING WORKSHOP RECOVER Edmonton s Urban Wellness Plan Mapping Workshop December 4, 2017
GOVERNMENT MAPPING WORKSHOP 12.4.17 RECOVER Edmonton s Urban Wellness Plan Mapping Workshop December 4, 2017 In July of 2017, City Council directed administration to develop RECOVER, Edmonton s Urban Wellness
More informationNew Mexico Public Education Department. 7th Grade Social Studies End-of-Course (EoC) Exam
New Mexico Public Education Department Assessment Blueprint 7th Grade Social Studies End-of-Course (EoC) Exam Version 001 Spring 2015 Purpose Statement 7th Grade Social Studies The 7 th Grade Social Studies
More information6.2 Their Derivatives
Exponential Functions and 6.2 Their Derivatives Copyright Cengage Learning. All rights reserved. Exponential Functions and Their Derivatives The function f(x) = 2 x is called an exponential function because
More informationAlps Results from the ESPON Project. Common spatial perspectives for the Alpine area. Towards a common vision
Results from the ESPON Project Alps 2050 Common spatial perspectives for the Alpine area. Towards a common vision Tobias Chilla, University of Erlangen Cooperation Alps 2020+ 1 & 2 October 2018 Salzburg
More informationSouth Carolina Standards & Learning Science Grade: 2 - Adopted: 2014
Main Criteria: South Carolina Standards & Learning Secondary Criteria: Subjects: Science, Social Studies Grade: 2 Correlation Options: Show Correlated South Carolina Standards & Learning Science Grade:
More informationGEOG 3340: Introduction to Human Geography Research
GEOG 3340: Introduction to Human Geography Research Lecture 1: Course Overview Guofeng Cao www.myweb.ttu.edu/gucao Department of Geosciences Texas Tech University guofeng.cao@ttu.edu Fall 2015 Course Description
More informationLecture 5 : Proofs DRAFT
CS/Math 240: Introduction to Discrete Mathematics 2/3/2011 Lecture 5 : Proofs Instructor: Dieter van Melkebeek Scribe: Dalibor Zelený DRAFT Up until now, we have been introducing mathematical notation
More informationMTH Linear Algebra. Study Guide. Dr. Tony Yee Department of Mathematics and Information Technology The Hong Kong Institute of Education
MTH 3 Linear Algebra Study Guide Dr. Tony Yee Department of Mathematics and Information Technology The Hong Kong Institute of Education June 3, ii Contents Table of Contents iii Matrix Algebra. Real Life
More informationAnalyzing Urban Tourism Stakeholder Relationships: A Network Perspective
Analyzing Urban Tourism Stakeholder Relationships: A Network Perspective Seldjan Timur Haskayne School of Business University of Calgary, Canada Abstract This paper presents a methodological approach to
More informationThe Social Life of Location. David Sonnen September 2008
The Social Life of Location David Sonnen September 2008 Three Transformations Traditional Cartography -- 2300 B.C. - ~ 1980 Maps represent location and attributes Portable, persistent communication/ reference
More informationSurvey of Smoking Behavior. Survey of Smoking Behavior. Survey of Smoking Behavior
Sample HH from Frame HH One-Stage Cluster Survey Population Frame Sample Elements N =, N =, n = population smokes Sample HH from Frame HH Elementary units are different from sampling units Sampled HH but
More informationIntroduction to statistical analysis of Social Networks
The Social Statistics Discipline Area, School of Social Sciences Introduction to statistical analysis of Social Networks Mitchell Centre for Network Analysis Johan Koskinen http://www.ccsr.ac.uk/staff/jk.htm!
More informationPhysical Science 100 section 058
Physical Science 100 section 058 Instructor: Laralee Ireland 9/12/2006 1 Ways to satisfy the G.E. requirement Take Physical Science 100 (or challenge it)! Take classes from the Chemistry, Geology, and/or
More informationSpectral Analysis of Random Walks
Graphs and Networks Lecture 9 Spectral Analysis of Random Walks Daniel A. Spielman September 26, 2013 9.1 Disclaimer These notes are not necessarily an accurate representation of what happened in class.
More informationComplex Social System, Elections. Introduction to Network Analysis 1
Complex Social System, Elections Introduction to Network Analysis 1 Complex Social System, Network I person A voted for B A is more central than B if more people voted for A In-degree centrality index
More informationA REGIONAL APPROACH TO RURAL TOURISM DEVELOPMENT: TOWARDS A CONCEPTUAL FRAMEWORK FOR COMMUNITIES IN TRANSITION
A REGIONAL APPROACH TO RURAL TOURISM DEVELOPMENT: TOWARDS A CONCEPTUAL FRAMEWORK FOR COMMUNITIES IN TRANSITION Rhonda L. Koster, PhD Assistant Professor School of Outdoor Recreation, Parks and Tourism,
More informationMAKING LOCATION MATTER
MAKING LOCATION MATTER Action to activate location data for people-centred policy CANBERRA ROUNDTABLE 18 OCTOBER 2017 DISCUSSION NOTES v6.0 Discussion overview and priority actions About the Roundtable
More informationSocial Network Analysis. Daniela Lup
Social Network Analysis Daniela Lup Outline Distinction ego-network vs. whole network Personal network how to analyse Whole network Cygna network Q & A / Brainstorming Cygna Ego Network The network that
More informationInteraction effects between continuous variables (Optional)
Interaction effects between continuous variables (Optional) Richard Williams, University of Notre Dame, https://www.nd.edu/~rwilliam/ Last revised February 0, 05 This is a very brief overview of this somewhat
More informationUrbanization 5/17/2002 1
Urbanization Study of processes of urbanization in sociology is called urban sociology. Urbanization is the process of increase in the percentage of a population living in cities. A city is a densely settled
More informationAppendix: Modeling Approach
AFFECTIVE PRIMACY IN INTRAORGANIZATIONAL TASK NETWORKS Appendix: Modeling Approach There is now a significant and developing literature on Bayesian methods in social network analysis. See, for instance,
More informationLIST OF COURSES TUTORED (By Department and Course) Revised 4/01/16
California State University, Los Angeles University ial Center John F. Kennedy Library, Palmer Wing ial Area: Room 1039 Main Office: Room 1062A (323) 343-3971 LIST OF COURSES TUTORED (By Department and
More informationCOURSES OUTSIDE THE JOURNALISM SCHOOL
COURSES OUTSIDE THE JOURNALISM SCHOOL Students are not limited to the science courses on this list and may select classes from additional specialties. In accordance with University policy, 400-level courses
More informationHestenes lectures, Part 5. Summer 1997 at ASU to 50 teachers in their 3 rd Modeling Workshop
Hestenes lectures, Part 5. Summer 1997 at ASU to 50 teachers in their 3 rd Modeling Workshop WHAT DO WE TEACH? The question What do we teach? has to do with What do we want to learn? A common instructional
More information