SlideShare uma empresa Scribd logo
1 de 55
The Thrill of Discovery:  Information Visualization for  High Dimensional Spaces Ben Shneiderman  [email_address] Founding Director (1983-2000), Human-Computer Interaction Lab Professor, Department of Computer Science Member, Institute for Advanced Computer Studies University of Maryland College Park, MD 20742
Interdisciplinary research community - Computer Science & Info Studies - Psych, Socio, Poli Sci & MITH (www.cs.umd.edu/hcil)
Scientific Approach   (beyond user friendly) ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Design Issues ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],www.awl.com/DTUI
U.S. Library of Congress ,[object Object],[object Object]
Visible Human Explorer (NLM) ,[object Object],[object Object],[object Object],[object Object]
NASA Environmental Data ,[object Object],[object Object],[object Object],[object Object]
Bureau of the Census ,[object Object],[object Object]
NSF Digital Government Initiative ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],www.ils.unc.edu/govstat/
International Children’s Digital Library www.childrenslibrary.org
Piccolo: Toolkit for 2D zoomable objects ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],AppLens & Launch Tile UMD, Microsoft Research DateLens Windsor Interfaces, Inc. Cytoscape Institute for Systems Biology Memorial Sloan-Kettering Institut Pasteur UCSD TreePlus UMD
Information Visualization ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Using Vision to Think  ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Spotfire: Retinol’s role in embryos & vision
Spotfire: DC natality data
 
Information Visualization: Mantra ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Information Visualization: Data Types ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],(Online Library of Information Visualization Environments) otal.umd.edu/Olive InfoViz  SciViz  .
ManyEyes: A web sharing platform http://services.alphaworks.ibm.com/manyeyes/app
Treemap: view large trees with node values ,[object Object],[object Object],[object Object],[object Object],[object Object],(Shneiderman,  ACM Trans. on Graphics , 1992 & 2003) TreeViz (Mac, Johnson, 1992) NBA-Tree(Sun, Turo, 1993) Winsurfer (Teittinen, 1996) Diskmapper (Windows, Micrologic) SequoiaView, Panopticon, HiveGroup, Solvern Treemap4 (UMd, 2004)
Treemap: Stock market, clustered by industry
www.hivegroup.com Treemap: Newsmap
Treemap: Gene Ontology http://www.cs.umd.edu/hcil/treemap/
www.hivegroup.com Treemap: Product catalogs
 
 
LifeLines: Patient Histories
LifeLines: Customer Histories ,[object Object],[object Object],[object Object],[object Object]
Temporal Data: TimeSearcher 1.3 ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Temporal Data: TimeSearcher 2.0 ,[object Object],[object Object],[object Object]
Goal: Find Features in Multi-Var Data ,[object Object],[object Object],[object Object],[object Object],[object Object]
Multi-V: Hierarchical Clustering Explorer www.cs.umd.edu/hcil/hce/ “ HCE enabled us to find important clusters that we didn’t know about.” - a user
Do you see anything interesting?
What features stand out?
Correlation…What else?
…  and Outliers He Rn
Demonstration ,[object Object],[object Object],[object Object],Demo
Rank-by-Feature Framework: 1D Ranking Criterion   Rank-by-Feature Prism Score List Manual Projection Browser
Rank-by-Feature Framework: 2D Ranking Criterion   Rank-by-Feature Prism Score List Manual Projection Browser
Ranking Criterion: Pearson correlation (0.996, 0.31, 0.01, -0.69) Ranking Criterion: Uniformity (entropy) (6.7, 6.1, 4.5, 1.5) A Ranking Example 3138 U.S. counties with 17 attributes
HCE Status ,[object Object],[object Object],[object Object],[object Object],[object Object]
Evaluation Methods ,[object Object],[object Object],[object Object],[object Object],[object Object]
Evaluation Methods ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Science 2.0 Evaluation Methods ,[object Object],[object Object],[object Object],[object Object],[object Object],MILCs Shneiderman & Plaisant,  BeLIV workshop , 2006
MILC example   ,[object Object],[object Object],[object Object],[object Object],[object Object],Seo & Shneiderman,  IEEE TVCG  12,3, 2006
MILC example   ,[object Object],[object Object],[object Object],[object Object],Perer & Shneiderman, 2007
Case Study Methodology ,[object Object],[object Object],[object Object],[object Object],[object Object]
Network Data ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Network Data ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Network Data
Take Away Message ,[object Object],[object Object],[object Object],[object Object],[object Object]
25 th  Annual Symposium May 30, 2008 www.cs.umd.edu/hcil
6 th  Creativity & Cognition Conference ,[object Object],[object Object],[object Object],[object Object],[object Object],www.cs.umd.edu/hcil/CC2007 http://www.cs.umd.edu/hcil/CC2007/
Information Visualization: Tasks ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Goal: Find Features in Multi-D Data ,[object Object],[object Object],[object Object],[object Object]

Mais conteúdo relacionado

Destaque (6)

Information Design
Information DesignInformation Design
Information Design
 
What is Information Design?
What is Information Design?What is Information Design?
What is Information Design?
 
Information Design Principles
Information Design PrinciplesInformation Design Principles
Information Design Principles
 
Information Visualization for Knowledge Discovery
Information Visualization for Knowledge DiscoveryInformation Visualization for Knowledge Discovery
Information Visualization for Knowledge Discovery
 
Information Visualization: Analyzing and Presenting Data
Information Visualization: Analyzing and Presenting DataInformation Visualization: Analyzing and Presenting Data
Information Visualization: Analyzing and Presenting Data
 
Data Visualization & Information Design: One Learner's Perspective
Data Visualization & Information Design: One Learner's PerspectiveData Visualization & Information Design: One Learner's Perspective
Data Visualization & Information Design: One Learner's Perspective
 

Semelhante a Ben Shneiderman: Thrill of Discovery

Ci2004-10.doc
Ci2004-10.docCi2004-10.doc
Ci2004-10.doc
butest
 
Contractor-Borner-SNA-SAC
Contractor-Borner-SNA-SACContractor-Borner-SNA-SAC
Contractor-Borner-SNA-SAC
webuploader
 
Ed Fox on Learning Technologies
Ed Fox on Learning TechnologiesEd Fox on Learning Technologies
Ed Fox on Learning Technologies
Gardner Campbell
 
Chapter 1. Introduction
Chapter 1. IntroductionChapter 1. Introduction
Chapter 1. Introduction
butest
 
Introduction To Data Mining
Introduction To Data MiningIntroduction To Data Mining
Introduction To Data Mining
dataminers.ir
 
Introduction To Data Mining
Introduction To Data Mining   Introduction To Data Mining
Introduction To Data Mining
Phi Jack
 

Semelhante a Ben Shneiderman: Thrill of Discovery (20)

Cyberistructure
CyberistructureCyberistructure
Cyberistructure
 
Building Effective Visualization Shiny WVF
Building Effective Visualization Shiny WVFBuilding Effective Visualization Shiny WVF
Building Effective Visualization Shiny WVF
 
Infrastructures Supporting Inter-disciplinary Research - Exemplars from the UK

Infrastructures Supporting Inter-disciplinary Research - Exemplars from the UK
Infrastructures Supporting Inter-disciplinary Research - Exemplars from the UK

Infrastructures Supporting Inter-disciplinary Research - Exemplars from the UK

 
Inauguration Function - Ohio Center of Excellence in Knowledge-Enabled Comput...
Inauguration Function - Ohio Center of Excellence in Knowledge-Enabled Comput...Inauguration Function - Ohio Center of Excellence in Knowledge-Enabled Comput...
Inauguration Function - Ohio Center of Excellence in Knowledge-Enabled Comput...
 
Ci2004-10.doc
Ci2004-10.docCi2004-10.doc
Ci2004-10.doc
 
Contractor-Borner-SNA-SAC
Contractor-Borner-SNA-SACContractor-Borner-SNA-SAC
Contractor-Borner-SNA-SAC
 
Introduction to Data Mining
Introduction to Data MiningIntroduction to Data Mining
Introduction to Data Mining
 
Distributed Scalable Systems Short Overview
Distributed Scalable Systems Short OverviewDistributed Scalable Systems Short Overview
Distributed Scalable Systems Short Overview
 
Data visualisations: drawing actionable insights from science and technology ...
Data visualisations: drawing actionable insights from science and technology ...Data visualisations: drawing actionable insights from science and technology ...
Data visualisations: drawing actionable insights from science and technology ...
 
Bayesian Network 을 활용한 예측 분석
Bayesian Network 을 활용한 예측 분석Bayesian Network 을 활용한 예측 분석
Bayesian Network 을 활용한 예측 분석
 
IUI 2010: An Informal Summary of the International Conference on Intelligent ...
IUI 2010: An Informal Summary of the International Conference on Intelligent ...IUI 2010: An Informal Summary of the International Conference on Intelligent ...
IUI 2010: An Informal Summary of the International Conference on Intelligent ...
 
Ed Fox on Learning Technologies
Ed Fox on Learning TechnologiesEd Fox on Learning Technologies
Ed Fox on Learning Technologies
 
Chapter 1. Introduction
Chapter 1. IntroductionChapter 1. Introduction
Chapter 1. Introduction
 
Introduction To Data Mining
Introduction To Data MiningIntroduction To Data Mining
Introduction To Data Mining
 
Introduction To Data Mining
Introduction To Data Mining   Introduction To Data Mining
Introduction To Data Mining
 
Thoughts on Knowledge Graphs & Deeper Provenance
Thoughts on Knowledge Graphs  & Deeper ProvenanceThoughts on Knowledge Graphs  & Deeper Provenance
Thoughts on Knowledge Graphs & Deeper Provenance
 
Data Science and AI in Biomedicine: The World has Changed
Data Science and AI in Biomedicine: The World has ChangedData Science and AI in Biomedicine: The World has Changed
Data Science and AI in Biomedicine: The World has Changed
 
NIH Data Summit - The NIH Data Commons
NIH Data Summit - The NIH Data CommonsNIH Data Summit - The NIH Data Commons
NIH Data Summit - The NIH Data Commons
 
Media REVEALr: A social multimedia monitoring and intelligence system for Web...
Media REVEALr: A social multimedia monitoring and intelligence system for Web...Media REVEALr: A social multimedia monitoring and intelligence system for Web...
Media REVEALr: A social multimedia monitoring and intelligence system for Web...
 
Mediarevealr: A social multimedia monitoring and intelligence system for Web ...
Mediarevealr: A social multimedia monitoring and intelligence system for Web ...Mediarevealr: A social multimedia monitoring and intelligence system for Web ...
Mediarevealr: A social multimedia monitoring and intelligence system for Web ...
 

Último

Russian Escort Service in Delhi 11k Hotel Foreigner Russian Call Girls in Delhi
Russian Escort Service in Delhi 11k Hotel Foreigner Russian Call Girls in DelhiRussian Escort Service in Delhi 11k Hotel Foreigner Russian Call Girls in Delhi
Russian Escort Service in Delhi 11k Hotel Foreigner Russian Call Girls in Delhi
kauryashika82
 
1029 - Danh muc Sach Giao Khoa 10 . pdf
1029 -  Danh muc Sach Giao Khoa 10 . pdf1029 -  Danh muc Sach Giao Khoa 10 . pdf
1029 - Danh muc Sach Giao Khoa 10 . pdf
QucHHunhnh
 
Jual Obat Aborsi Hongkong ( Asli No.1 ) 085657271886 Obat Penggugur Kandungan...
Jual Obat Aborsi Hongkong ( Asli No.1 ) 085657271886 Obat Penggugur Kandungan...Jual Obat Aborsi Hongkong ( Asli No.1 ) 085657271886 Obat Penggugur Kandungan...
Jual Obat Aborsi Hongkong ( Asli No.1 ) 085657271886 Obat Penggugur Kandungan...
ZurliaSoop
 
1029-Danh muc Sach Giao Khoa khoi 6.pdf
1029-Danh muc Sach Giao Khoa khoi  6.pdf1029-Danh muc Sach Giao Khoa khoi  6.pdf
1029-Danh muc Sach Giao Khoa khoi 6.pdf
QucHHunhnh
 

Último (20)

Unit-V; Pricing (Pharma Marketing Management).pptx
Unit-V; Pricing (Pharma Marketing Management).pptxUnit-V; Pricing (Pharma Marketing Management).pptx
Unit-V; Pricing (Pharma Marketing Management).pptx
 
General Principles of Intellectual Property: Concepts of Intellectual Proper...
General Principles of Intellectual Property: Concepts of Intellectual  Proper...General Principles of Intellectual Property: Concepts of Intellectual  Proper...
General Principles of Intellectual Property: Concepts of Intellectual Proper...
 
This PowerPoint helps students to consider the concept of infinity.
This PowerPoint helps students to consider the concept of infinity.This PowerPoint helps students to consider the concept of infinity.
This PowerPoint helps students to consider the concept of infinity.
 
Russian Escort Service in Delhi 11k Hotel Foreigner Russian Call Girls in Delhi
Russian Escort Service in Delhi 11k Hotel Foreigner Russian Call Girls in DelhiRussian Escort Service in Delhi 11k Hotel Foreigner Russian Call Girls in Delhi
Russian Escort Service in Delhi 11k Hotel Foreigner Russian Call Girls in Delhi
 
ICT Role in 21st Century Education & its Challenges.pptx
ICT Role in 21st Century Education & its Challenges.pptxICT Role in 21st Century Education & its Challenges.pptx
ICT Role in 21st Century Education & its Challenges.pptx
 
UGC NET Paper 1 Mathematical Reasoning & Aptitude.pdf
UGC NET Paper 1 Mathematical Reasoning & Aptitude.pdfUGC NET Paper 1 Mathematical Reasoning & Aptitude.pdf
UGC NET Paper 1 Mathematical Reasoning & Aptitude.pdf
 
1029 - Danh muc Sach Giao Khoa 10 . pdf
1029 -  Danh muc Sach Giao Khoa 10 . pdf1029 -  Danh muc Sach Giao Khoa 10 . pdf
1029 - Danh muc Sach Giao Khoa 10 . pdf
 
2024-NATIONAL-LEARNING-CAMP-AND-OTHER.pptx
2024-NATIONAL-LEARNING-CAMP-AND-OTHER.pptx2024-NATIONAL-LEARNING-CAMP-AND-OTHER.pptx
2024-NATIONAL-LEARNING-CAMP-AND-OTHER.pptx
 
Jual Obat Aborsi Hongkong ( Asli No.1 ) 085657271886 Obat Penggugur Kandungan...
Jual Obat Aborsi Hongkong ( Asli No.1 ) 085657271886 Obat Penggugur Kandungan...Jual Obat Aborsi Hongkong ( Asli No.1 ) 085657271886 Obat Penggugur Kandungan...
Jual Obat Aborsi Hongkong ( Asli No.1 ) 085657271886 Obat Penggugur Kandungan...
 
Micro-Scholarship, What it is, How can it help me.pdf
Micro-Scholarship, What it is, How can it help me.pdfMicro-Scholarship, What it is, How can it help me.pdf
Micro-Scholarship, What it is, How can it help me.pdf
 
Food safety_Challenges food safety laboratories_.pdf
Food safety_Challenges food safety laboratories_.pdfFood safety_Challenges food safety laboratories_.pdf
Food safety_Challenges food safety laboratories_.pdf
 
Basic Civil Engineering first year Notes- Chapter 4 Building.pptx
Basic Civil Engineering first year Notes- Chapter 4 Building.pptxBasic Civil Engineering first year Notes- Chapter 4 Building.pptx
Basic Civil Engineering first year Notes- Chapter 4 Building.pptx
 
Unit-IV- Pharma. Marketing Channels.pptx
Unit-IV- Pharma. Marketing Channels.pptxUnit-IV- Pharma. Marketing Channels.pptx
Unit-IV- Pharma. Marketing Channels.pptx
 
PROCESS RECORDING FORMAT.docx
PROCESS      RECORDING        FORMAT.docxPROCESS      RECORDING        FORMAT.docx
PROCESS RECORDING FORMAT.docx
 
Application orientated numerical on hev.ppt
Application orientated numerical on hev.pptApplication orientated numerical on hev.ppt
Application orientated numerical on hev.ppt
 
psychiatric nursing HISTORY COLLECTION .docx
psychiatric  nursing HISTORY  COLLECTION  .docxpsychiatric  nursing HISTORY  COLLECTION  .docx
psychiatric nursing HISTORY COLLECTION .docx
 
How to Create and Manage Wizard in Odoo 17
How to Create and Manage Wizard in Odoo 17How to Create and Manage Wizard in Odoo 17
How to Create and Manage Wizard in Odoo 17
 
Accessible Digital Futures project (20/03/2024)
Accessible Digital Futures project (20/03/2024)Accessible Digital Futures project (20/03/2024)
Accessible Digital Futures project (20/03/2024)
 
Asian American Pacific Islander Month DDSD 2024.pptx
Asian American Pacific Islander Month DDSD 2024.pptxAsian American Pacific Islander Month DDSD 2024.pptx
Asian American Pacific Islander Month DDSD 2024.pptx
 
1029-Danh muc Sach Giao Khoa khoi 6.pdf
1029-Danh muc Sach Giao Khoa khoi  6.pdf1029-Danh muc Sach Giao Khoa khoi  6.pdf
1029-Danh muc Sach Giao Khoa khoi 6.pdf
 

Ben Shneiderman: Thrill of Discovery