Sport Informatics and Analytics

A map for #UCSIA15

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

1. Pattern Recognition

1.1. Systematic Observation

1.1.1. Literature

1.1.1.1. Overviews

1.1.1.1.1. Darst et al (1989)

1.1.1.1.2. Anguera and Mendo (2013)

1.1.1.1.3. Morgan, Muir and Abraham (2014)

1.1.1.2. Sport Specific

1.1.1.2.1. Basketball

1.1.1.2.2. Football

1.1.1.2.3. Rugby Union

1.1.1.2.4. Volleyball

1.1.1.2.5. Baseball

1.1.1.3. Emergence

1.1.1.3.1. Martin and Helmerson (2014)

1.1.1.3.2. Halley et al (2012)

1.1.2. Systems

1.1.2.1. CAIS

1.1.2.1.1. Cushion et al (2012)

1.1.2.2. GSEQ-SDIS

1.1.2.2.1. Sarmento et al (2014)

1.1.2.2.2. Lapresa et al (2013)

1.1.2.3. SOF-CODER

1.1.2.3.1. Jonsson et al (2006)

1.1.2.4. THEME

1.1.2.4.1. Borrie, Jonsson and Magnusson (2002)

1.1.2.4.2. Jonsson et al (2014)

1.1.2.5. ASUOI

1.1.2.5.1. Potrac, Jones and Cushion (2007)

1.1.2.5.2. Becker and Wrisberg (2008)

1.1.2.6. SSG

1.1.2.6.1. Turnnidge et al (2014)

1.1.2.7. CAI

1.1.2.7.1. More and Franks (1996)

1.1.2.8. ALT-PE

1.1.2.8.1. Silverman, Devillier and ramirez (1991)

1.1.2.9. StatDNA

1.1.2.9.1. Arsenal

1.1.2.10. SAP

1.1.2.10.1. SAP and Bayern Munich

1.1.2.10.2. Mobile Geeks

1.1.2.10.3. DFB and SAP

1.1.2.10.4. Tennis

1.1.2.10.5. Tennis 2012

1.1.2.10.6. HANA

1.1.2.10.7. Tennis (2014)

1.1.2.10.8. Bayern Munich

1.1.2.11. Microsoft

1.1.2.12. SAS

1.1.2.12.1. Rowing (2014)

1.1.2.13. IBM

1.1.2.14. Sportradar

1.1.2.15. Hudl

1.1.2.16. Performance Innovations

1.1.3. Other Examples

1.1.3.1. Running Analysis

1.1.3.1.1. Noraxon

1.2. Machine Learning

1.2.1. Supervised Learning

1.2.1.1. Data and Databases

1.2.1.1.1. Examples

1.2.1.2. Methods

1.2.1.3. Test Data

1.2.2. Iain Murray (2010)

1.2.3. John Quinn (2011)

1.3. Big Pictures, Small Pieces

1.3.1. Expert Systems

1.3.2. Phenomenography

1.3.2.1. Ference Marton (1981)

1.3.2.2. Bill and Phenomenography (2014)

1.3.3. Ecologies and Dynamic Systems

1.3.3.1. Ecologies of Performance (2014)

1.3.3.2. Advances from an Ecological Dynamics approach (2013)

1.3.3.3. Headrick et al (2011)

1.3.4. John Snow

1.3.4.1. Wilson (2013)

1.3.4.1.1. Robin Wilson

1.3.5. Google Flu

1.3.5.1. Kent Anderson (2014)

1.3.5.2. Lazer, Kennedy and Vespignani (2014)

1.3.6. International Association for Pattern Recognition

1.3.7. John Wilkins (2013)

1.3.7.1. The Nature of Classification (2013)

1.3.8. Big Data

1.3.8.1. Real Time Issues

1.3.8.2. Jennifer Ouellette (2013)

2. Audiences and Messages

2.1. Augmented Information

2.1.1. Feedforward

2.1.1.1. Dowrick and Dove (1980)

2.1.1.2. Dowrick (1999)

2.1.1.2.1. Dowrick (2012)

2.1.1.3. Smith, Hand and Dowrick (2014)

2.1.1.4. Ste-Marie et al (2011)

2.1.1.5. Moody (2014)

2.1.1.6. Lyons (2009)

2.1.1.7. Mirror Neurons

2.1.1.7.1. Ferrari, Rozzi and Fogassi (2005)

2.1.1.7.2. Vanderwert, Fox and Ferrari (2013)

2.1.1.8. Remembering the future

2.1.1.8.1. Wednesday Aug 20, 2064

2.1.2. Technologies

2.1.2.1. DAQRI Smart Helmet

2.1.2.2. Google Glass

2.1.2.2.1. Paramodic

2.1.2.3. Munnerley

2.1.2.4. Drones

2.1.2.4.1. Toronto Reference Library

2.1.3. Augmented or transformed?

2.1.3.1. The Artvertiser

2.1.3.1.1. Improved reality

2.1.3.1.2. Julian Oliver

2.1.4. The Future of Football (2014)

2.1.5. Andrew Manley and Shaun Williams (2014)

2.2. Visualisation

2.2.1. Literature

2.2.1.1. Edward Tufte

2.2.1.1.1. Mark Zachray and Charlootte Thralls (2004)

2.2.1.1.2. Dona Wong (2010)

2.2.1.1.3. Joey Cherdarchuck (2013)

2.2.1.1.4. Stephen Few (2009)

2.2.1.1.5. Jonathan Corum

2.2.1.1.6. The Challenger Debate

2.2.1.2. Stephen Few

2.2.1.3. Gregor Aisch

2.2.1.3.1. Aisch (2012)

2.2.1.3.2. Aisch (2013)

2.2.1.3.3. Aisch and Quealy (2014)

2.2.1.4. Jean-Luc DuMont

2.2.1.5. Sharon Lin et al (2013)

2.2.1.6. Trina Chiasson (2014)

2.2.1.7. Steve Crandall (2014)

2.2.1.7.1. Airshow

2.2.1.8. Context Matters (2013)

2.2.1.9. Data Wrangling (2014)

2.2.1.10. David Strom (2014)

2.2.1.11. Data Science Central

2.2.1.12. Information Aesthetics

2.2.1.13. Olliver Dyens (2014)

2.2.2. Examples

2.2.2.1. New York Times

2.2.2.1.1. Snow Fall

2.2.2.1.2. Sochi 2014

2.2.2.1.3. 4th Down

2.2.2.2. CARTODB

2.2.2.2.1. Style Maps

2.2.2.3. Mitchell Whitelaw

2.2.2.3.1. Data Practice (2008)

2.2.2.3.2. Data Practice (2009)

2.2.2.3.3. Data Practice (2009)

2.2.2.3.4. Data Practice (2009)

2.2.2.3.5. Data Practice (2009)

2.2.2.4. This is not a ball

2.2.2.5. Connors (2014)

2.2.2.6. Crottty 2014

2.2.2.7. NGA 2014

2.2.2.8. IBM Try Tracker (2014)

2.2.2.8.1. Chris Nott (2014)

2.2.2.8.2. Sarah Warsaw (2014)

2.2.2.9. Phil Worrall (2013)

2.2.2.10. Jacquie Tran (2014)

2.2.3. Software

2.2.3.1. Adobe

2.2.3.1.1. PostScript

2.2.3.2. Tableau

2.2.3.2.1. Christian Chabot

2.2.3.2.2. 2014 Conference Workshops

2.2.3.2.3. Ben Jones 2014

2.2.3.2.4. Seattle Sounders

2.2.3.2.5. Blog

2.2.3.2.6. Melbourne Conference (2015)

2.2.3.2.7. Sport visualisations

2.2.3.3. SAS

2.2.3.3.1. JMP

2.2.3.4. IBM

2.2.3.5. SAP

2.2.3.5.1. Germany

2.2.3.6. Wolfram

2.2.3.7. Perspective

2.2.3.8. R

2.2.3.8.1. R and Storm

2.2.3.9. Storm

2.2.4. Infographics

2.2.4.1. Background

2.2.4.2. #infographic

2.2.4.3. Tools

2.2.4.3.1. Infogr.am

2.2.4.3.2. Easel.ly

2.2.4.3.3. Visual.ly

2.2.4.3.4. Visualize.me

2.2.4.3.5. Google Charts

2.2.4.3.6. Vennage

2.2.4.3.7. Dipity

2.2.4.4. Examples

2.2.4.4.1. Sport Science Examples (France)

2.2.4.4.2. ATP 100

2.2.4.5. Visualoop

2.2.5. Companies

2.2.5.1. ER1C

2.2.5.2. Remotely Piloted Aircraft

2.2.5.3. Dronestagram

2.2.5.3.1. Medium

2.2.5.4. Compelo

2.2.5.5. FLINKLabs

2.2.6. Video

2.2.6.1. The Art of Data Visualisation

2.2.6.2. Thorp

2.2.6.3. McCandless

2.2.7. Art

2.2.7.1. John Berger

2.2.7.2. James Turrell

2.2.7.3. Imants Tillers

2.2.7.4. Colour Music (2014)

2.2.7.5. Lyons (2009)

2.2.7.6. Interactive Composition (2014)

2.2.7.6.1. Volkswagen (2013)

2.2.7.6.2. Food and Music (2014)

2.2.7.7. Doug Bierend (2014)

2.2.7.7.1. Anastasia Samoylova

2.2.8. Blog posts

2.2.8.1. Extreme Presentation

2.2.8.2. M G Siegler (2014)

2.2.8.3. Jimmy Coverdale (2014)

2.2.8.4. Damien Saunder (2014)

2.2.8.4.1. GameSetApp

2.2.8.4.2. Diorama

2.3. Personal Learning Environments

2.3.1. ePortfolios

2.3.1.1. RSS

2.3.1.2. ePortfolio Workshop (2014)

2.3.1.3. Sue Waters (2014)

2.3.1.4. George Couros (2014)

2.3.2. Blogs

2.3.2.1. Association Football

2.3.2.1.1. 7amkickoff

2.3.2.1.2. The Counter Attack

2.3.2.1.3. Ian Macintosh (2014)

2.3.2.2. Harvard Sports Analysis Collective

2.3.2.3. Medium

2.3.2.3.1. Adam Pittinger (2014)

2.3.2.3.2. Darrell Cobner

2.3.2.3.3. Unlisted

2.3.2.3.4. Podcasts (2014)

2.3.2.3.5. Rick Klau (2014)

2.3.2.3.6. Andy Carvin (2014)

2.3.3. Twitter

2.3.4. Literature

2.3.4.1. Dave Cormier (2010)

2.3.4.2. Werdmuller 2014

2.3.4.3. Charles Jennings (2014)

2.3.4.4. Current Research and Emerging Practice (2014)

2.3.4.5. Attwell (2014)

2.3.4.6. Chris Messina (2014)

2.3.4.6.1. Julien Genestoux (2014)

2.3.4.7. George Couros (2014)

2.3.5. Produsing

2.3.6. Lyons (2013)

2.3.7. Tools

2.3.7.1. TechSmith

2.3.7.2. iStudio

2.3.8. Claiming

2.3.8.1. Levine 2014

2.3.8.2. Norman 2014

2.3.9. Smart Cities (2013)

2.3.10. Known

2.3.11. MOOC

2.3.11.1. PLENK 2010

2.3.11.1.1. Rita Kop (2012)

3. Performance Monitoring

3.1. Background

3.1.1. Technological Development

3.1.1.1. Product Stories

3.1.1.1.1. Amisco

3.1.1.1.2. AnalysisPro

3.1.1.1.3. Elite Sports Analysis

3.1.1.1.4. Prozone

3.1.1.1.5. Sportstec

3.1.1.1.6. SportTechie

3.1.1.1.7. OptaPro

3.1.1.2. Applications

3.1.1.2.1. Smartcoach

3.1.1.2.2. Decision Science

3.1.1.2.3. Myagonism

3.1.1.2.4. numberFire

3.1.1.2.5. sporttagger

3.1.1.2.6. Double Blue

3.1.1.2.7. Performa

3.1.2. Adaptation

3.1.2.1. CPA Cardiff Met

3.1.2.2. NacSport and RealTrack

3.1.2.3. Prozone and SportsTec

3.1.3. Centres

3.1.3.1. Universities

3.1.3.1.1. CPA, Cardiff

3.1.3.2. Institutes of Sport

3.1.3.2.1. Australian Institute of Sport

3.1.3.2.2. English Institute of Sport

3.1.3.2.3. Australian Institute of Sport

3.1.3.3. Sport

3.1.3.3.1. Football Association of Wales

3.1.3.4. Industry

3.1.4. Literature

3.1.4.1. Movement Demands and Match Performance (AFL) (2012)

3.1.4.2. Hogarth, Burkett and McKean (2014)

3.1.4.3. Morgans et al (2014)

3.1.4.4. Yanci, Iturricastillo and Grandos (2014)

3.1.5. Conferences

3.1.5.1. Sports Performance and Tech Summit (2014)

3.1.5.2. Elite Sports Performance 2015

3.1.5.2.1. Graham Dudley

3.1.5.2.2. Ben Darwin

3.1.5.3. BASES 2014

3.1.5.3.1. Tony Strudwick & Barry Drust

3.1.5.4. Opta Analytics Forum (2014)

3.1.5.4.1. Colm McMullan

3.1.5.5. Sport Analytics Innovation Summit (2014)

3.2. Wearable Technologies

3.2.1. Hardware, Software

3.2.1.1. Health and Well-Being

3.2.1.1.1. Examples

3.2.1.1.2. Data Interoperability

3.2.1.2. Sport

3.2.1.2.1. Catapult

3.2.1.2.2. GPSports

3.2.1.2.3. Inmotio

3.2.1.2.4. RealTrack

3.2.1.2.5. Training Peaks

3.2.1.2.6. Fusion Sport

3.2.1.2.7. Fair Play

3.2.1.2.8. Zebra MotionWorks

3.2.1.2.9. ARDA

3.2.1.3. Google Glass

3.2.1.3.1. Ethical Issues

3.2.1.4. ANT+

3.2.1.4.1. 2014 Symposium

3.2.1.5. RFID

3.2.1.5.1. Ryder Cup

3.2.1.6. dorsaVi

3.2.1.6.1. Edgar Charry (2014)

3.2.2. Alexander Hayes

3.2.3. Miah (2014)

3.2.4. Bloggers

3.2.4.1. Ray Maker

3.2.4.1.1. ANT+ Keynote (2014)

3.2.4.1.2. 25 Blog posts

3.2.4.2. David Weinberher

3.2.4.2.1. 10,000 Eyes

3.2.4.3. Peter Diamindis (2014)

3.2.4.4. Ian Bogost (2014)

3.2.4.5. Rachel Delacour (2014)

3.2.4.6. Design Boom (2014)

3.2.4.6.1. Oakley

3.2.4.6.2. The Dash

3.2.4.6.3. Instabeat

3.2.4.6.4. Disruptive Design

3.3. Video and Motion Tracking

3.3.1. Literature

3.3.1.1. Truong and Venkatesh (2007)

3.3.1.1.1. Hu at al (2011)

3.3.1.2. Match-to-match variability (AFL) (2014)

3.3.1.3. Sha et al (2014)

3.3.1.4. Morgans et al (2014)

3.3.1.5. Wei et al (2013)

3.3.1.6. Ohshima et al (2004)

3.3.1.7. Ohshima et al (2004)

3.3.1.8. Yue et al (2014)

3.3.1.9. Bialkowski et al (2014)

3.3.1.9.1. Lucey et al (2012)

3.3.1.9.2. Bialkowski et al (2014)

3.3.1.9.3. Disney Research (2013)

3.3.2. Technological Development

3.3.2.1. Amisco

3.3.2.2. Prozone

3.3.2.3. Hawk-Eye

3.3.2.3.1. Cricinfo (2014)

3.3.2.4. ClearSky

3.3.2.4.1. Optimeye T5

3.3.2.4.2. 2013 Video

3.3.2.5. Sentio

3.3.2.5.1. Technology

4. Introductions

4.1. Informatik, Informatics

4.1.1. Background

4.1.1.1. Jurgen Perl

4.1.1.2. Martin Lames

4.1.1.2.1. Daniel Link

4.1.1.3. Arnold Baca

4.1.2. Computer Science in Sport

4.1.3. Critical Engineering

4.1.3.1. Courses

4.1.3.2. Julian Oliver

4.1.3.3. Gordon Savicic

4.1.3.4. Danja Vasiliev

4.1.3.5. Art of the Exploit (2013)

4.1.4. Grace Hopper

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

4.1.6. Alan Turing

4.1.6.1. 1936 Paper

4.1.6.2. Jack Copeland (2013)

4.2. Sport Analytics

4.2.1. Background

4.2.2. Literature

4.2.2.1. Chris Anderson and David Sally (2013)

4.2.2.1.1. Football Intelligence

4.2.2.1.2. Paine (2014)

4.2.2.2. Bill Gerrard (2007)

4.2.2.2.1. UTS (2014)

4.2.2.3. Blog Posts

4.2.2.3.1. Dan Altman (2013)

4.2.2.3.2. Mike Goodman (2014)

4.2.2.3.3. Carl Bialik (2014)

4.2.2.3.4. Harvard Sports Analysis Collective

4.2.2.3.5. Silicon Republic (2014)

4.2.2.3.6. Tim Lines (2014)

4.2.2.3.7. Beyond the Box Score

4.2.2.3.8. Hardball Times

4.2.2.3.9. Sounder At Heart

4.2.2.3.10. Ice Hockey

4.2.2.3.11. Bryce Dyer (2014)

4.2.2.3.12. Corsi v Tango (2014)

4.2.2.3.13. Simon Fraser Basketball

4.2.2.3.14. Nick Rojas (2014)

4.2.2.3.15. Richard Whitall (2014)

4.2.2.3.16. Soccer Analysts

4.2.2.3.17. Richard Whitall (2014)

4.2.2.3.18. Sports Analytics

4.2.2.3.19. Maple Leafs

4.2.2.3.20. James Mirtle (2014)

4.2.2.4. Lucey et al (2013)

4.2.2.5. Game Theoretic Analysis

4.2.2.5.1. Bates et al (1998)

4.2.2.5.2. Mongin (2009)

4.2.2.6. David Romer (2002)

4.2.2.6.1. Punting (2012)

4.2.2.7. Analyticbridge

4.2.2.8. Sports Performance and Tech (2013)

4.2.2.9. Howard Hamilton (2011)

4.2.2.10. Journal of Sports Analytics

4.2.2.11. Ben Alamar

4.2.2.12. Stephen Shea and Christopher Baker (2013)

4.2.3. Predictions

4.2.3.1. Bing

4.2.3.2. Google

4.2.4. Services

4.2.4.1. Infostrada

4.2.4.2. The Sports Analytics Institute

4.2.4.2.1. Ice Hockey

4.2.4.2.2. Modelling Performance

4.2.4.3. CISCO

4.2.4.3.1. Real Time Analytics

4.2.4.4. Gain Line

4.2.4.4.1. Prozone

4.2.4.5. SAP Sailing Analytics

4.2.5. Conferences

4.2.5.1. Sports Analytics Innovation Summit 2014

4.2.5.2. Sports Analytics (2015)

4.2.5.3. Sloan Sports Analytics Conference (2015)

4.2.5.4. Sports Analytics Innovation Summit (2015)

4.2.6. Coaching

4.2.6.1. Mike Hesson (2014)

4.2.6.2. Nick Mercandante (2014)

4.2.7. Videos

4.2.7.1. Brad Null (2014)

4.2.7.2. Billy Beane (2011)

4.2.8. News

4.2.8.1. Genn DuPaul

4.2.8.2. Victoria University PhD

4.2.9. Sabermetrics

4.2.9.1. Bill James (2014)

4.2.9.2. Bill James (2013)

4.2.10. Basketball

4.2.11. Coursera Courses

4.2.11.1. Data Analytics

4.2.11.2. Statistical Inference

4.2.11.3. Data Science

4.2.11.3.1. R

4.2.12. Analytics Vidhya

4.2.13. Courses

4.2.13.1. RMIT

5. Using this Mind Mapping App

5.1. Getting Started

5.1.1. Adding Notes, Links, Images and Files