Advanced Quantitative Methods for Spatial and Big Data

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Course Material, The following textbooks are recommended as general technical reference works for spatial data analysis and. Big Data Recommended readings and or online resources for each session are provided with stable links in the. course schedule below, Longley Paul A Michael F Goodchild David J Maguire and David W Rhind 2015 Geographic. Information Systems and Science 4 Ed Wiley, Bivand Roger S Edzer Pebesma and Virgilio G mez Rubio 2013 Applied Spatial Data Analysis. with R Springer, McGovern Tim ed 2015 Big Data Now 2014 Edition O Reilly Media. The books on GIS and spatial data analysis are on reserve at the library The book on Big Data is a compilation. of blog posts that covers a wide range of topics Its scope is beyond that of this class but it is a good resource to. browse and read up on specific topics It can be downloaded for free via the link provided the previous 2013. edition is available here,Overview of Class Sessions.
The course is divided into two modules one focusing on spatial data analysis the other on Big Data Sessions. are structured around specific topics The focus of the course is on concepts but technical aspects are. introduced and discussed where necessary Technical demonstrations are done in R and their code will be. made available,Part 1 Spatial Data Analysis,1 Introduction. 2 Basic Concepts,3 Spatial Data Structures,4 Practical Session Handling Spatial Data in R. 5 Data Coding and Quality,6 Methodological Challenges. 7 Standard Methodologies for Spatial Data Analysis. 8 Advanced Methodologies for Spatial Data Analysis. 9 Example Application Evidence Driven Modeling,Part 2 Big Data. 10 Introduction What is Big Data,11 Handling and Processing Big Data.
12 Methodological Challenges and Problems, 13 Example Application Using Twitter to Analyze Political Discourse. lectures that include demonstrations examples in R. Course Schedule with Recommended Readings and Online Resources 1. Module 1 Spatial Data Analysis,Session 1 Introduction. Wednesday September 16, Gleditsch Kristian S and Nils B Weidmann 2012 Richardson in the Information Age Geographic Information Systems. and Spatial Data in International Studies Annual Review of Political Science 15 461 481. Raleigh Clionadh Frank Witmer and John O Loughlin 2010 A Review and Assessment of Spatial Analysis and Conflict. The Geography of War in R Denemark ed The International Studies Encyclopedia Vol X Wiley Blackwell pp 6534. Tam Cho Wendy K and James G Gimpel 2012 Geographic Information Systems and the Spatial Dimensions of. American Politics Annual Review of Political Science 15 443 460. Session 2 Basic Concepts,Wednesday September 23,ArcGIS Resource Center What is GIS. GIS Wiki Datum, ArcGIS Resource Center Map Projections and Geographical Coordinate Systems.
Session 3 Spatial Data Structures,Wednesday September 30. Geospatial Innovation Facility GIS Data Types,GeoTIFF FAQ and Format Specification. Shapefile Description and Formal Definition, ArcGIS Resource Center What is Raster Data and Raster Coordinate Systems. Session 4 Practical Session Handling Spatial Data in R. Wednesday October 7, Rodriguez Sanchez Francisco 20130 Spatial data in R Using R as a GIS. Bivand Roger 2015 CRAN Task View Analysis of Spatial Data. Lovelance Robin and James Cheshire 2015 Introduction to Visualizing Spatial Data in R. Fowler Chris 2011 GIS Workshops Spatial R,Session 5 Data Coding and Quality.
Wednesday October 14, Eck Kristine 2012 In Data We Trust A Comparison of UCDP GED and ACLED Conflict Events Datasets Cooperation. and Conflict 47 1 124 141, Salehyan Idean 2015 Best Practices in the Collection of Conflict Data Journal of Peace Research 52 1 105 109. Weidmann Nils B 2013 The Higher the Better The Limits of Analytical Resolution in Conflict Event Datasets. Cooperation and Conflict 48 4 567 576, Weidmann Nils B 2015 On the Accuracy of Media based Conflict Event Data Journal of Conflict Resolution 59 6 1129. Session 6 Methodological Challenges,Wednesday October 21. Openshaw S 1984 The Modifiable Areal Unit Problem Geobooks Norwich England Witmer. Dark Shawna J and Danielle Bram 2007 The Modifiable Areal Unit Problem MAUP in Physical Geography Progress in. Physical Geography 31 5 471 479, Gotway Carol A and Linda J Young 2002 Combining Incompatible Spatial Data Journal of the American Statistical.
Association 97 458 632 648, Witmer Frank D 2015 Remote Sensing of Violent Conflict Eyes From Above International Journal of Remote Sensing. 36 9 2326 2352, The instructor reserves the right to modify the course syllabus during the semester depending on student progress. Session 7 Standard Methodologies for Spatial Data Analysis. Wednesday October 28, Anselin Luc 2001 Spatial Econometrics In A Companion to Theoretical Econometrics ch 14 edited by Badi H Baltagi. Blackwell Publishing p 310 330, LeSage James and R Kelley Pace 2009 Introduction to Spatial Econometrics Taylor Francis. Elhorst J Paul 2014 Spatial Econometrics From Cross Sectional Data to Spatial Panels Springer. Session 8 Advanced Methodologies for Spatial Data Analysis. Wednesday November 4, Linke Andrew M and John O Loughlin 2015 Reconceptualizing Measuring and Evaluating Distance and Context in the.
Study of Conflicts Using Survey Data from the North Caucasus of Russia International Studies Review 17 1 107 125. Linke Andrew M Sebastian Schutte and Halvard Buhaug 2015 Population Attitudes and the Spread of Political Violence. in Sub Saharan Africa International Studies Review 17 1 26 45. Sebastian Schutte and Karsten Donnay 2014 Matched wake analysis Finding causal relationships in spatiotemporal. event data Political Geography 41 1 10 R package, Session 9 Example Application Evidence Driven Modeling. Wednesday November 11, Ravi Bhavnani Karsten Donnay Dan Miodownik Maayan Mor and Dirk Helbing 2014 Group Segregation and Urban. Violence American Journal of Political Science 58 1 226 245. Weidmann Nils B and Idean Salehyan 2013 Violence and Ethnic Segregation A Computational Model Applied to. Baghdad International Studies Quarterly 57 1 52 64. Module 2 Big Data,Session 10 Introduction What is Big Data. Wednesday November 18, Dutcher Jenna 2014 What is Big Data UC Berkeley Data Science Blog. Press Gil 2014 12 Big Data Definitions What s Yours Forbes Blog. Manovich Lev 2012 Trending The Promises and the Challenges of Big Social Data Debates in the Digital Humanities. edited by Matthew K Gold The University of Minnesota Press. Lazer David Alex Pentland Lada Adamic Sinan Aral Albert L szl Barab si Devon Brewer Nicholas Christakis Noshir. Contractor James Fowler Myron Gutmann Tony Jebara Gary King Michael Macy Deb Roy and Marshall Van. Alstyne 2009 Computational Social Science Science 323 5915 721 723. Session 11 Handling and Processing Big Data,Wednesday November 25.
Atz Ulrich 2013 11 Tips on How to Handle Big Data in R Open Data Institute Blog. Lockwood Glenn 2014 Conceptual Overview of Map Reduce and Hadoop Blog Post. Jacobs Bill 2015 Using Hadoop with R It Depends Blog Post. Penchikala Srini 2015 Big Data Processing in Apache Spark Part 1 Introduction InfoQ Article. Venkataraman Shivaram 2015 Announcing SparkR R on Spark Databricks Blog Post R package. Session 12 Methodological Challenges and Problems,Wednesday December 2. Bollier David 2010 The Promise and Peril of Big Data The Aspen Institute Communications and Society Program. Cate Fred H 2014 The Big Data Debate Science 346 6211 818 818. Lazer David Ryan Kennedy Gary King and Alessandro Vespignani 2014 The Parable of Google Flu Traps in Big Data. Analysis Science 343 6176 1203 1205, Lazer David 2015 The Rise of the Social Algorithm Science 348 6239 1090 1091. Ulfelder Jay 2015 The Myth of Comprehensive Data Blog Post. Weller Nicholas and Kenneth McCubbins 2014 Raining on the Parade Some Cautions Regarding the Global Database. of Events Language and Tone Dataset Blog Post, Session 13 Example Application Using Twitter to Analyze Political Discourse. Wednesday December 9, Viktoria Spaiser Thomas Chadefaux Karsten Donnay Fabian Russmann and Dirk Helbing 2014 Social Media and. Regime Change The Strategic Use of Twitter in the 2011 12 Russian Protests SSRN doi 10 2139 ssrn 2528102. course schedule below Longley Paul A Michael F Goodchild David J Maguire and David W Rhind 2015 Geographic Information Systems and Science 4th Ed Wiley Bivand Roger S Edzer Pebesma and Virgilio G mez Rubio 2013 Applied Spatial Data Analysis with R Springer McGovern Tim ed 2015 Big Data Now 2014 Edition O Reilly Media The books on GIS and spatial

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