visual data science - softwarepark hagenberg€¦ · gratzl et al., ieee infovis 2013 lineup.js.org...
TRANSCRIPT
![Page 1: VISUAL DATA SCIENCE - Softwarepark Hagenberg€¦ · Gratzl et al., IEEE InfoVis 2013 lineup.js.org LineUp BEST PAPER AWARD @ IEEE INFOVIS Gratzl et al., IEEE Information Visualization](https://reader036.vdocuments.us/reader036/viewer/2022080719/5f796c15b9ac0e1a2625bcc4/html5/thumbnails/1.jpg)
Univ.-Prof. Dr. Marc Streit
VISUAL DATA SCIENCE Seeing Data, Understanding Data
![Page 2: VISUAL DATA SCIENCE - Softwarepark Hagenberg€¦ · Gratzl et al., IEEE InfoVis 2013 lineup.js.org LineUp BEST PAPER AWARD @ IEEE INFOVIS Gratzl et al., IEEE Information Visualization](https://reader036.vdocuments.us/reader036/viewer/2022080719/5f796c15b9ac0e1a2625bcc4/html5/thumbnails/2.jpg)
!2
MEDICINE & BIOLOGY PHYSICS
SCIENTIFIC PROGRESS
![Page 3: VISUAL DATA SCIENCE - Softwarepark Hagenberg€¦ · Gratzl et al., IEEE InfoVis 2013 lineup.js.org LineUp BEST PAPER AWARD @ IEEE INFOVIS Gratzl et al., IEEE Information Visualization](https://reader036.vdocuments.us/reader036/viewer/2022080719/5f796c15b9ac0e1a2625bcc4/html5/thumbnails/3.jpg)
!3
VISUALIZATION
SOFTWARE ENGINEERING
DATABASESDATA WRANGLING
MACHINE LEARNING
STATISTICS DOMAIN PROBLEM
DATA SCIENCE
![Page 4: VISUAL DATA SCIENCE - Softwarepark Hagenberg€¦ · Gratzl et al., IEEE InfoVis 2013 lineup.js.org LineUp BEST PAPER AWARD @ IEEE INFOVIS Gratzl et al., IEEE Information Visualization](https://reader036.vdocuments.us/reader036/viewer/2022080719/5f796c15b9ac0e1a2625bcc4/html5/thumbnails/4.jpg)
!4
VISUALIZATION
SOFTWARE ENGINEERING
DATABASESDATA WRANGLING
MACHINE LEARNING
STATISTICS DOMAIN PROBLEM
DATA SCIENCE
![Page 5: VISUAL DATA SCIENCE - Softwarepark Hagenberg€¦ · Gratzl et al., IEEE InfoVis 2013 lineup.js.org LineUp BEST PAPER AWARD @ IEEE INFOVIS Gratzl et al., IEEE Information Visualization](https://reader036.vdocuments.us/reader036/viewer/2022080719/5f796c15b9ac0e1a2625bcc4/html5/thumbnails/5.jpg)
!5
THE PURPOSE OF COMPUTING IS INSIGHT, NOT NUMBERS. - Richard Wesley Hamming
VISUALIZATION PICTURES
- Card, Mackinlay, Shneiderman
Streit et al., Nature Methods 2014
![Page 6: VISUAL DATA SCIENCE - Softwarepark Hagenberg€¦ · Gratzl et al., IEEE InfoVis 2013 lineup.js.org LineUp BEST PAPER AWARD @ IEEE INFOVIS Gratzl et al., IEEE Information Visualization](https://reader036.vdocuments.us/reader036/viewer/2022080719/5f796c15b9ac0e1a2625bcc4/html5/thumbnails/6.jpg)
PRESENTATION EXPLANATIONCONFIRMATIONEXPLORATION EXPLANATIONCONFIRMATIONEXPLORATION!6
PRESENTATION EXPLORATION CONFIRMATION EXPLANATION
![Page 7: VISUAL DATA SCIENCE - Softwarepark Hagenberg€¦ · Gratzl et al., IEEE InfoVis 2013 lineup.js.org LineUp BEST PAPER AWARD @ IEEE INFOVIS Gratzl et al., IEEE Information Visualization](https://reader036.vdocuments.us/reader036/viewer/2022080719/5f796c15b9ac0e1a2625bcc4/html5/thumbnails/7.jpg)
!7
PRSENTATION EXPLORATION CONFIRMATION EXPLANATIONEXPLANATIONEXPLORATION CONFIRMATIONPRESENTATION
![Page 8: VISUAL DATA SCIENCE - Softwarepark Hagenberg€¦ · Gratzl et al., IEEE InfoVis 2013 lineup.js.org LineUp BEST PAPER AWARD @ IEEE INFOVIS Gratzl et al., IEEE Information Visualization](https://reader036.vdocuments.us/reader036/viewer/2022080719/5f796c15b9ac0e1a2625bcc4/html5/thumbnails/8.jpg)
ANSCOMBE’S QUARTETT
!8Anscombe 1973
Francis Anscombe
Autodesk Research 2017
![Page 9: VISUAL DATA SCIENCE - Softwarepark Hagenberg€¦ · Gratzl et al., IEEE InfoVis 2013 lineup.js.org LineUp BEST PAPER AWARD @ IEEE INFOVIS Gratzl et al., IEEE Information Visualization](https://reader036.vdocuments.us/reader036/viewer/2022080719/5f796c15b9ac0e1a2625bcc4/html5/thumbnails/9.jpg)
!9
EXPLORATORY DATA
ANALYSIS
ISAAC ASIMOV (1920–1992)
INTERACTIVE VISUALIZATION
ALGORITHMS
VISUAL DATA SCIENCE
![Page 10: VISUAL DATA SCIENCE - Softwarepark Hagenberg€¦ · Gratzl et al., IEEE InfoVis 2013 lineup.js.org LineUp BEST PAPER AWARD @ IEEE INFOVIS Gratzl et al., IEEE Information Visualization](https://reader036.vdocuments.us/reader036/viewer/2022080719/5f796c15b9ac0e1a2625bcc4/html5/thumbnails/10.jpg)
!10
DATA-DRIVEN DRUG
DISCOVERY
![Page 11: VISUAL DATA SCIENCE - Softwarepark Hagenberg€¦ · Gratzl et al., IEEE InfoVis 2013 lineup.js.org LineUp BEST PAPER AWARD @ IEEE INFOVIS Gratzl et al., IEEE Information Visualization](https://reader036.vdocuments.us/reader036/viewer/2022080719/5f796c15b9ac0e1a2625bcc4/html5/thumbnails/11.jpg)
ORDINO DRUG DISCOVERY
PLATFORM
!11
COSTS: ~1-3 BILLION €
DURATION >10 YEARS
DRUG DEVELOPMENTFORSCHUNGRESEARCH
3-6 YEARS 6-7 YEARS 0.5-2 YEARS
PRECLINICALSTUDIES APPROVAL PRODUCTIONCLINICAL
STUDIES
Oxford Bioinformatics 2019
TISSUE SAMPLES
GENOMICS DATA
CELL LINES
![Page 12: VISUAL DATA SCIENCE - Softwarepark Hagenberg€¦ · Gratzl et al., IEEE InfoVis 2013 lineup.js.org LineUp BEST PAPER AWARD @ IEEE INFOVIS Gratzl et al., IEEE Information Visualization](https://reader036.vdocuments.us/reader036/viewer/2022080719/5f796c15b9ac0e1a2625bcc4/html5/thumbnails/12.jpg)
!12
Gratzletal.,IEEEInfoVis2013
lineup.js.org
LineUp
BEST PAPER AWARD @ IEEE INFOVIS Gratzl et al., IEEE Information Visualization 2013
![Page 13: VISUAL DATA SCIENCE - Softwarepark Hagenberg€¦ · Gratzl et al., IEEE InfoVis 2013 lineup.js.org LineUp BEST PAPER AWARD @ IEEE INFOVIS Gratzl et al., IEEE Information Visualization](https://reader036.vdocuments.us/reader036/viewer/2022080719/5f796c15b9ac0e1a2625bcc4/html5/thumbnails/13.jpg)
!13
Integrated in Microsoft Power BI
![Page 14: VISUAL DATA SCIENCE - Softwarepark Hagenberg€¦ · Gratzl et al., IEEE InfoVis 2013 lineup.js.org LineUp BEST PAPER AWARD @ IEEE INFOVIS Gratzl et al., IEEE Information Visualization](https://reader036.vdocuments.us/reader036/viewer/2022080719/5f796c15b9ac0e1a2625bcc4/html5/thumbnails/14.jpg)
!14
![Page 15: VISUAL DATA SCIENCE - Softwarepark Hagenberg€¦ · Gratzl et al., IEEE InfoVis 2013 lineup.js.org LineUp BEST PAPER AWARD @ IEEE INFOVIS Gratzl et al., IEEE Information Visualization](https://reader036.vdocuments.us/reader036/viewer/2022080719/5f796c15b9ac0e1a2625bcc4/html5/thumbnails/15.jpg)
!15
A JKU SPIN-OFF COMPANY datavisyn.io
![Page 16: VISUAL DATA SCIENCE - Softwarepark Hagenberg€¦ · Gratzl et al., IEEE InfoVis 2013 lineup.js.org LineUp BEST PAPER AWARD @ IEEE INFOVIS Gratzl et al., IEEE Information Visualization](https://reader036.vdocuments.us/reader036/viewer/2022080719/5f796c15b9ac0e1a2625bcc4/html5/thumbnails/16.jpg)
!16
TARGET360 DRUG TARGET EXPLORATION
![Page 17: VISUAL DATA SCIENCE - Softwarepark Hagenberg€¦ · Gratzl et al., IEEE InfoVis 2013 lineup.js.org LineUp BEST PAPER AWARD @ IEEE INFOVIS Gratzl et al., IEEE Information Visualization](https://reader036.vdocuments.us/reader036/viewer/2022080719/5f796c15b9ac0e1a2625bcc4/html5/thumbnails/17.jpg)
!17
TARGET360 DRUG TARGET EXPLORATION
![Page 18: VISUAL DATA SCIENCE - Softwarepark Hagenberg€¦ · Gratzl et al., IEEE InfoVis 2013 lineup.js.org LineUp BEST PAPER AWARD @ IEEE INFOVIS Gratzl et al., IEEE Information Visualization](https://reader036.vdocuments.us/reader036/viewer/2022080719/5f796c15b9ac0e1a2625bcc4/html5/thumbnails/18.jpg)
!18
TARGET360 DRUG TARGET EXPLORATION
![Page 19: VISUAL DATA SCIENCE - Softwarepark Hagenberg€¦ · Gratzl et al., IEEE InfoVis 2013 lineup.js.org LineUp BEST PAPER AWARD @ IEEE INFOVIS Gratzl et al., IEEE Information Visualization](https://reader036.vdocuments.us/reader036/viewer/2022080719/5f796c15b9ac0e1a2625bcc4/html5/thumbnails/19.jpg)
!19
PATENT360PATENT CORPUS EXPLORATION
![Page 20: VISUAL DATA SCIENCE - Softwarepark Hagenberg€¦ · Gratzl et al., IEEE InfoVis 2013 lineup.js.org LineUp BEST PAPER AWARD @ IEEE INFOVIS Gratzl et al., IEEE Information Visualization](https://reader036.vdocuments.us/reader036/viewer/2022080719/5f796c15b9ac0e1a2625bcc4/html5/thumbnails/20.jpg)
!20
PATENT360PATENT CORPUS EXPLORATION
![Page 21: VISUAL DATA SCIENCE - Softwarepark Hagenberg€¦ · Gratzl et al., IEEE InfoVis 2013 lineup.js.org LineUp BEST PAPER AWARD @ IEEE INFOVIS Gratzl et al., IEEE Information Visualization](https://reader036.vdocuments.us/reader036/viewer/2022080719/5f796c15b9ac0e1a2625bcc4/html5/thumbnails/21.jpg)
!21
![Page 22: VISUAL DATA SCIENCE - Softwarepark Hagenberg€¦ · Gratzl et al., IEEE InfoVis 2013 lineup.js.org LineUp BEST PAPER AWARD @ IEEE INFOVIS Gratzl et al., IEEE Information Visualization](https://reader036.vdocuments.us/reader036/viewer/2022080719/5f796c15b9ac0e1a2625bcc4/html5/thumbnails/22.jpg)
25-45 YEARS OLDNORMAL WEIGHT NO OTHER DISEASES
AVERAGE PATIENT
KUK TUMOR DATABASE 5.300 PATIENTS
2.700 > 65 YEARS
Other Diseases and Medication
AGE-SPECIFIC DIFFERENCES
!22
![Page 23: VISUAL DATA SCIENCE - Softwarepark Hagenberg€¦ · Gratzl et al., IEEE InfoVis 2013 lineup.js.org LineUp BEST PAPER AWARD @ IEEE INFOVIS Gratzl et al., IEEE Information Visualization](https://reader036.vdocuments.us/reader036/viewer/2022080719/5f796c15b9ac0e1a2625bcc4/html5/thumbnails/23.jpg)
!23
PRSENTATION EXPLORATION CONFIRMATION EXPLANATIONEXPLANATIONEXPLORATION CONFIRMATIONPRESENTATION
![Page 24: VISUAL DATA SCIENCE - Softwarepark Hagenberg€¦ · Gratzl et al., IEEE InfoVis 2013 lineup.js.org LineUp BEST PAPER AWARD @ IEEE INFOVIS Gratzl et al., IEEE Information Visualization](https://reader036.vdocuments.us/reader036/viewer/2022080719/5f796c15b9ac0e1a2625bcc4/html5/thumbnails/24.jpg)
!24
PRSENTATION EXPLORATION EXPLANATIONEXPLORATION EXPLANATIONCONFIRMATIONPRESENTATION
![Page 25: VISUAL DATA SCIENCE - Softwarepark Hagenberg€¦ · Gratzl et al., IEEE InfoVis 2013 lineup.js.org LineUp BEST PAPER AWARD @ IEEE INFOVIS Gratzl et al., IEEE Information Visualization](https://reader036.vdocuments.us/reader036/viewer/2022080719/5f796c15b9ac0e1a2625bcc4/html5/thumbnails/25.jpg)
!25
RUBIK’S CUBE
![Page 26: VISUAL DATA SCIENCE - Softwarepark Hagenberg€¦ · Gratzl et al., IEEE InfoVis 2013 lineup.js.org LineUp BEST PAPER AWARD @ IEEE INFOVIS Gratzl et al., IEEE Information Visualization](https://reader036.vdocuments.us/reader036/viewer/2022080719/5f796c15b9ac0e1a2625bcc4/html5/thumbnails/26.jpg)
!26
MASCHINE
MENSCHVS.
RUBIK’S CUBE
4.22s
0.38s
![Page 27: VISUAL DATA SCIENCE - Softwarepark Hagenberg€¦ · Gratzl et al., IEEE InfoVis 2013 lineup.js.org LineUp BEST PAPER AWARD @ IEEE INFOVIS Gratzl et al., IEEE Information Visualization](https://reader036.vdocuments.us/reader036/viewer/2022080719/5f796c15b9ac0e1a2625bcc4/html5/thumbnails/27.jpg)
!27BEGINNER’S METHOD FRIDRICH METHODSteinparz et al. 2019
![Page 28: VISUAL DATA SCIENCE - Softwarepark Hagenberg€¦ · Gratzl et al., IEEE InfoVis 2013 lineup.js.org LineUp BEST PAPER AWARD @ IEEE INFOVIS Gratzl et al., IEEE Information Visualization](https://reader036.vdocuments.us/reader036/viewer/2022080719/5f796c15b9ac0e1a2625bcc4/html5/thumbnails/28.jpg)
!28
1 2 3
2
1
3
1 CUBE100 CUBES T-SNE PROJECTIONSteinparz et al. 2019
![Page 29: VISUAL DATA SCIENCE - Softwarepark Hagenberg€¦ · Gratzl et al., IEEE InfoVis 2013 lineup.js.org LineUp BEST PAPER AWARD @ IEEE INFOVIS Gratzl et al., IEEE Information Visualization](https://reader036.vdocuments.us/reader036/viewer/2022080719/5f796c15b9ac0e1a2625bcc4/html5/thumbnails/29.jpg)
!29BEGINNER’S METHOD FRIDRICH METHODSteinparz et al. 2019
![Page 30: VISUAL DATA SCIENCE - Softwarepark Hagenberg€¦ · Gratzl et al., IEEE InfoVis 2013 lineup.js.org LineUp BEST PAPER AWARD @ IEEE INFOVIS Gratzl et al., IEEE Information Visualization](https://reader036.vdocuments.us/reader036/viewer/2022080719/5f796c15b9ac0e1a2625bcc4/html5/thumbnails/30.jpg)
RECENT ADVANCES IN ARTIFICIAL INTELLIGENCE
!30
GOOGLE AI BEATS HUMANS IN GO
SELF-DRIVING CARS COMPUTER VISION
![Page 31: VISUAL DATA SCIENCE - Softwarepark Hagenberg€¦ · Gratzl et al., IEEE InfoVis 2013 lineup.js.org LineUp BEST PAPER AWARD @ IEEE INFOVIS Gratzl et al., IEEE Information Visualization](https://reader036.vdocuments.us/reader036/viewer/2022080719/5f796c15b9ac0e1a2625bcc4/html5/thumbnails/31.jpg)
!31
?AI + VISUALIZATION = EXPLAINABLE AI
https://www.fico.com/blogs/fraud-security/fraud-detection-can-live-black-box/
![Page 32: VISUAL DATA SCIENCE - Softwarepark Hagenberg€¦ · Gratzl et al., IEEE InfoVis 2013 lineup.js.org LineUp BEST PAPER AWARD @ IEEE INFOVIS Gratzl et al., IEEE Information Visualization](https://reader036.vdocuments.us/reader036/viewer/2022080719/5f796c15b9ac0e1a2625bcc4/html5/thumbnails/32.jpg)
PRENATAL DIAGNOSTICS
!32
•UNCLEAR, HOW TO GET TO A DECISION
•NO EXPLANATION FOR PATIENT
•HARD TO GET CLINICAL APPROVAL
![Page 33: VISUAL DATA SCIENCE - Softwarepark Hagenberg€¦ · Gratzl et al., IEEE InfoVis 2013 lineup.js.org LineUp BEST PAPER AWARD @ IEEE INFOVIS Gratzl et al., IEEE Information Visualization](https://reader036.vdocuments.us/reader036/viewer/2022080719/5f796c15b9ac0e1a2625bcc4/html5/thumbnails/33.jpg)
!33
PRSENTATION EXPLORATION EXPLANATIONEXPLORATION EXPLANATIONCONFIRMATIONPRESENTATION
![Page 34: VISUAL DATA SCIENCE - Softwarepark Hagenberg€¦ · Gratzl et al., IEEE InfoVis 2013 lineup.js.org LineUp BEST PAPER AWARD @ IEEE INFOVIS Gratzl et al., IEEE Information Visualization](https://reader036.vdocuments.us/reader036/viewer/2022080719/5f796c15b9ac0e1a2625bcc4/html5/thumbnails/34.jpg)
!34
EXPLORATION CONFIRMATION EXPLANATIONPRESENTATION
![Page 35: VISUAL DATA SCIENCE - Softwarepark Hagenberg€¦ · Gratzl et al., IEEE InfoVis 2013 lineup.js.org LineUp BEST PAPER AWARD @ IEEE INFOVIS Gratzl et al., IEEE Information Visualization](https://reader036.vdocuments.us/reader036/viewer/2022080719/5f796c15b9ac0e1a2625bcc4/html5/thumbnails/35.jpg)
!35
THANKS!