Sport Informatics and Analytics

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Sport Informatics and Analytics 저자: Mind Map: Sport Informatics and Analytics

1. Introductions

1.1. Our Approach

1.1.1. People, Perspectives, Products, Processes

1.1.1.1. Biographical Accounts

1.1.1.1.1. Platforms

1.1.1.1.2. People

1.1.1.2. Hardware and Software

1.1.1.2.1. SportsTech

1.1.1.2.2. API

1.1.1.2.3. Edge 10

1.1.1.2.4. AirDrop

1.1.1.2.5. Gridiron Moe

1.1.1.2.6. Babolat

1.1.1.3. Occupational Culture

1.1.1.3.1. Continuing Professional Learning

1.1.1.3.2. Community of Inquiry

1.1.1.3.3. Literature

1.1.1.3.4. Surveillance

1.1.1.3.5. Gloucester (2012)

1.1.1.3.6. MCG (2015)

1.1.1.4. Learning in a Digital Age

1.1.1.4.1. Connecting

1.1.1.4.2. Pedagogy

1.1.1.4.3. Educational Technology

1.1.1.4.4. Knowledge Sharing (2014)

1.1.1.4.5. Digital Habitats

1.1.1.4.6. Web Literacy

1.1.1.4.7. Metadata

1.1.1.4.8. Produsing

1.1.1.4.9. Blended Learning

1.1.1.4.10. Open Access

1.1.1.4.11. Mutualism

1.1.1.4.12. Discovery and Data Quality

1.1.1.4.13. Predictive Analytics

1.1.1.4.14. Design

1.1.1.4.15. Enterprise Knowledge Mapping

1.1.1.4.16. Inside the Bodleian

1.1.1.4.17. Evernote

1.1.1.5. Knowledge Discovery

1.1.1.5.1. Fayyad, Piatetsky-Shapiro and Smyth (1996)

1.1.1.5.2. Interestingness

1.1.1.5.3. Big Data

1.1.1.6. Data Mining

1.1.1.6.1. Texts

1.1.1.6.2. Literature

1.1.1.6.3. RDMS Tools

1.1.1.7. Data Science

1.1.1.7.1. Larry Dignan (2014)

1.1.1.7.2. Drew Conway (2010))

1.1.1.7.3. Mike Gualtieri (2013)

1.1.1.7.4. Ferris Jumah (2014)

1.1.1.8. Machine Intelligence

1.1.1.8.1. The Turk

1.1.1.8.2. Shivon Zilis (2014)

1.1.1.9. Artificial Intelligence

1.1.1.9.1. Kevin Kelly (2014)

1.1.1.10. Statistics

1.1.1.10.1. Will Hopkins

1.1.1.10.2. Hand (1999)

1.1.1.10.3. Borwein and Rose (2014)

1.1.1.10.4. Matosin and Engel (2014)

1.1.1.10.5. Models

1.1.1.10.6. simplystats

1.1.1.10.7. STAT545

1.1.1.11. Maths in Sport

1.1.1.11.1. Notre Dame (2015)

1.1.1.12. Mixed Methods

1.1.1.12.1. Cresswell (2003)

1.1.1.12.2. Camerino, Castaner and Anguera (2014)

1.1.1.13. Philosophical Issues

1.1.1.13.1. IEEE SSIT

1.1.1.13.2. Lewis (2014)

1.1.1.13.3. Soltanzadeh (2012)

1.1.1.13.4. Holbrook (2014)

1.1.1.13.5. Solis (2014)

1.1.1.13.6. Crotty (2014)

1.1.1.13.7. Williams and Manley (2014)

1.1.1.13.8. Shilton (2012)

1.1.1.13.9. Coutts (2014)

1.1.1.13.10. Wright, Carling and Collins (2014)

1.1.1.13.11. Julia Angwin (2014)

1.1.1.13.12. Inge de Waard (2015)

1.1.1.13.13. Andrew Keen

1.1.1.13.14. Robin James (2015)

1.1.1.13.15. Jill O'Neill (2015)

1.1.1.13.16. Virkki and Chan (2013)

1.1.1.13.17. Enserink and Chin (2015)

1.1.1.13.18. Gambling

1.1.1.14. Other Literature

1.1.1.14.1. Cornell University Library

1.1.1.14.2. The Conversation

1.1.1.14.3. Smart Creative

1.1.1.14.4. David Winer

1.1.1.14.5. Maria Popova (2014)

1.1.1.14.6. Seeing, Perceiving

1.1.1.15. Conferences

1.1.1.15.1. Sports Performance and Tech Summit (2014)

1.1.1.15.2. Sportsdata and Performance Forum 2014

1.1.1.15.3. Asia Pacific Sports Technology 2015

1.1.1.16. Services

1.1.1.16.1. Lear

1.1.1.16.2. Navitas

1.1.1.16.3. Krossover

1.1.1.17. Communities

1.1.1.17.1. Australia

1.1.1.17.2. Austria

1.1.1.17.3. Canada

1.1.1.17.4. France

1.1.1.17.5. Germany

1.1.1.17.6. Japan

1.1.1.17.7. Netherlands

1.1.1.17.8. New Zealand

1.1.1.17.9. Norway

1.1.1.17.10. Portugal

1.1.1.17.11. Qatar

1.1.1.17.12. United Kingdom

1.1.1.17.13. United States

1.1.1.18. Societies

1.1.1.18.1. IACSS

1.1.1.18.2. ISPAS

1.1.1.19. Blogs

1.1.1.19.1. Cricket Clarity

1.1.1.19.2. The Sotdoc

1.1.1.19.3. sport techie

1.1.1.20. Video Examples

1.1.1.20.1. Wearables: Adidas

1.1.1.20.2. Technology in Sport

1.1.1.20.3. Ice Hockey

1.2. Informatik, Informatics

1.2.1. Alan Turing

1.2.1.1. 1936 Paper

1.2.1.1.1. Lyons (2015)

1.2.1.2. Jack Copeland (2013)

1.2.1.3. Avaragado (2012)

1.2.2. Grace Hopper

1.2.3. Gordon Moore

1.2.3.1. Steven Levy

1.2.3.1.1. Gordon Morre (2010)

1.2.4. Mark Weisser

1.2.5. Critical Engineering

1.2.5.1. Courses

1.2.5.2. Julian Oliver

1.2.5.3. Gordon Savicic

1.2.5.4. Danja Vasiliev

1.2.5.5. Art of the Exploit (2013)

1.2.6. Background

1.2.6.1. Karl Steinbuch

1.2.6.2. Jurgen Perl

1.2.6.3. Martin Lames

1.2.6.3.1. Daniel Link

1.2.6.4. Arnold Baca

1.2.6.5. Wolfgang Coy

1.2.7. Computer Science in Sport

1.2.8. Dewey Classification for Informatics

1.2.9. Quantum Computing

1.2.9.1. Pollock and Modi (2015)

1.2.9.2. Zu et al (2014)

1.2.10. Open Access Repositories (2015)

1.2.11. Information Systems

1.2.11.1. Shirley Gregor (2006)

1.2.11.1.1. Juhani Iivari (2007)

1.2.12. Geoffrey Hinton

1.2.12.1. Deep Learning (2007)

1.2.12.2. Hinton (2013)

1.2.12.3. Steven Levy (2015)

1.2.12.4. Bolzmann Machine

1.2.12.4.1. Salakhutdinov and Hinton (2009)

1.2.12.4.2. Hinton (2010)

1.2.12.4.3. Ballan et al (2009)

1.2.12.4.4. Tran et al (2014)

1.2.12.4.5. Johard et al (2011)

1.2.12.4.6. Sachan et al (2013)

1.2.12.5. Deep Mind

1.2.12.5.1. Steven Levy (2015)

1.2.13. Text

1.2.13.1. John Gammack, Valerie Hobbs and Diarmuid Pigott (2007)

1.2.14. Pedagogy

1.2.14.1. Goodman and Dekhtyar (2014)

1.3. Sport Analytics

1.3.1. Background

1.3.2. Literature

1.3.2.1. Chris Anderson and David Sally (2013)

1.3.2.1.1. Football Intelligence

1.3.2.1.2. Paine (2014)

1.3.2.2. Bill Gerrard (2007)

1.3.2.2.1. UTS (2014)

1.3.2.2.2. Rob Carroll (2014)

1.3.2.3. Blog Posts

1.3.2.3.1. Dan Altman (2013)

1.3.2.3.2. Mike Goodman (2014)

1.3.2.3.3. Carl Bialik (2014)

1.3.2.3.4. Harvard Sports Analysis Collective

1.3.2.3.5. Silicon Republic (2014)

1.3.2.3.6. Tim Lines (2014)

1.3.2.3.7. Beyond the Box Score

1.3.2.3.8. Hardball Times

1.3.2.3.9. Sounder At Heart

1.3.2.3.10. Ice Hockey

1.3.2.3.11. Bryce Dyer (2014)

1.3.2.3.12. Corsi v Tango (2014)

1.3.2.3.13. Simon Fraser Basketball

1.3.2.3.14. Nick Rojas (2014)

1.3.2.3.15. Richard Whitall (2014)

1.3.2.3.16. Soccer Analysts

1.3.2.3.17. Richard Whitall (2014)

1.3.2.3.18. Sports Analytics

1.3.2.3.19. Maple Leafs

1.3.2.3.20. James Mirtle (2014)

1.3.2.3.21. FiveThirtyEightSports

1.3.2.3.22. Ian Cooper (2014)

1.3.2.3.23. Sumit Prasad (2014)

1.3.2.3.24. analytics fc

1.3.2.3.25. Elaine Burke (2014)

1.3.2.3.26. Taylor Soper (2015)

1.3.2.3.27. JR Eskilson (2015)

1.3.2.3.28. Sam Gregory (2015)

1.3.2.3.29. Possession with Purpose

1.3.2.3.30. Peter King (2015)

1.3.2.3.31. Ed Feng

1.3.2.3.32. University of Toronto

1.3.2.3.33. Sports Discvery

1.3.2.3.34. Snowboarding

1.3.2.3.35. Bret McCormick (2015)

1.3.2.3.36. Bickerton (2015)

1.3.2.3.37. John Burn-Murdoch (2013)

1.3.2.4. Lucey et al (2013)

1.3.2.5. Game Theoretic Analysis

1.3.2.5.1. Bates et al (1998)

1.3.2.5.2. Mongin (2009)

1.3.2.6. David Romer (2002)

1.3.2.6.1. Punting (2012)

1.3.2.7. Analyticbridge

1.3.2.8. Sports Performance and Tech (2013)

1.3.2.9. Howard Hamilton (2011)

1.3.2.10. Journal of Sports Analytics

1.3.2.11. Ben Alamar

1.3.2.12. Stephen Shea and Christopher Baker (2013)

1.3.2.13. Gareth Morgan (2012)

1.3.2.13.1. Predictive Analytics

1.3.2.14. Interviews

1.3.2.14.1. Bill James

1.3.2.14.2. Kirk Goldsberry

1.3.2.14.3. Billy Beane

1.3.2.15. Super Bowl XLIX

1.3.2.15.1. Jason Belzer (2015)

1.3.2.15.2. Alissa Johnson (2015)

1.3.2.15.3. Lucas Mearian (2015)

1.3.2.15.4. Roger Groves (2015)

1.3.2.15.5. Plus Aziz (2015)

1.3.3. Predictions

1.3.3.1. Bing

1.3.3.2. Google

1.3.4. Services

1.3.4.1. Infostrada

1.3.4.2. The Sports Analytics Institute

1.3.4.2.1. Ice Hockey

1.3.4.2.2. Modelling Performance

1.3.4.3. CISCO

1.3.4.3.1. Real Time Analytics

1.3.4.4. Gain Line

1.3.4.4.1. Prozone

1.3.4.5. SAP Sailing Analytics

1.3.4.6. Perduco

1.3.4.6.1. Presentation (2014)

1.3.4.6.2. In game analysis

1.3.4.7. Advanced Sports Analytics

1.3.4.7.1. Revolution Analytics

1.3.4.7.2. MapR

1.3.4.8. SAP CRM

1.3.4.9. Extreme Networks (2015)

1.3.4.10. Global Soccer Network

1.3.5. Conferences

1.3.5.1. KDD Large-Scale Sports Analytics (2014)

1.3.5.1.1. Gyarmati, Kwak & Rodriguez (2014)

1.3.5.2. Sports Analytics Innovation Summit 2014

1.3.5.3. Sports Analytics (2015)

1.3.5.4. Sloan Sports Analytics Conference (2015)

1.3.5.5. Sports Analytics Innovation Summit (2015)

1.3.5.6. Sport and Entertainment (2015)

1.3.5.7. Basketball Analytics Summit (2015)

1.3.5.8. Competitive Data: Innovation in Sport (2015)

1.3.5.9. #SportsConf (2015)

1.3.5.9.1. Speakers

1.3.6. Coaching

1.3.6.1. Mike Hesson (2014)

1.3.6.2. Nick Mercandante (2014)

1.3.6.3. Ben Strang (2014)

1.3.7. Videos

1.3.7.1. Brad Null (2014)

1.3.7.2. Billy Beane (2011)

1.3.7.3. Roger Noll

1.3.7.4. Muthu Alagappan

1.3.7.5. David Stern

1.3.7.5.1. NBA Statistics

1.3.7.6. Smartbase

1.3.7.6.1. Repository

1.3.8. News

1.3.8.1. Genn DuPaul

1.3.8.2. Victoria University PhD

1.3.9. Sabermetrics

1.3.9.1. SABR

1.3.9.2. Bill James (2014)

1.3.9.3. Bill James (2013)

1.3.9.4. Neyer (2013)

1.3.9.5. Marchi (2013)

1.3.10. Basketball

1.3.10.1. Duke University

1.3.10.2. Stephen Shea

1.3.10.2.1. Spatial Tracking (2014)

1.3.10.2.2. Basketball Analytics

1.3.10.2.3. Blog

1.3.11. Coursera Courses

1.3.11.1. Data Analytics

1.3.11.2. Statistical Inference

1.3.11.3. Data Science

1.3.11.3.1. R

1.3.12. Analytics Vidhya

1.3.13. Courses

1.3.13.1. RMIT

1.3.14. Gambling

1.3.14.1. dwo7

2. Using this Mind Mapping App

2.1. How I created the framework

2.1.1. How I created the content

3. OERu Unit Sport Informatics and Analytics