Introtmm/talks/alibaba17/utah21intro.pdf · 2021. 3. 1. · 19 Theoretical foundations Nested Model...

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@tamaramunzner http://www.cs.ubc.ca/~tmm/talks.html#utah21intro Intro Tamara Munzner Department of Computer Science University of British Columbia Utah Viz Course Intros Mar 1 2021

Transcript of Introtmm/talks/alibaba17/utah21intro.pdf · 2021. 3. 1. · 19 Theoretical foundations Nested Model...

Page 1: Introtmm/talks/alibaba17/utah21intro.pdf · 2021. 3. 1. · 19 Theoretical foundations Nested Model Papers Process & Pitfalls Design Study Methodology Michael Sedlmair Miriah Meyer

@tamaramunznerhttp://www.cs.ubc.ca/~tmm/talks.html#utah21intro

Intro

Tamara MunznerDepartment of Computer ScienceUniversity of British Columbia

Utah Viz Course IntrosMar 1 2021

Page 2: Introtmm/talks/alibaba17/utah21intro.pdf · 2021. 3. 1. · 19 Theoretical foundations Nested Model Papers Process & Pitfalls Design Study Methodology Michael Sedlmair Miriah Meyer

About me

• technical staff, Geometry Center 1991-1995

2www.cs.ubc.ca/~tmm/talks.html#utah21intro

Page 3: Introtmm/talks/alibaba17/utah21intro.pdf · 2021. 3. 1. · 19 Theoretical foundations Nested Model Papers Process & Pitfalls Design Study Methodology Michael Sedlmair Miriah Meyer

Geometry Center: math vis videos, software

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The Shape of SpaceOutside In

Stuart Levy Mark Phillips Delle Maxwell

Geomview

Page 4: Introtmm/talks/alibaba17/utah21intro.pdf · 2021. 3. 1. · 19 Theoretical foundations Nested Model Papers Process & Pitfalls Design Study Methodology Michael Sedlmair Miriah Meyer

About me

• technical staff, Geometry Center 1991-1995• PhD @ Stanford w/ Pat Hanrahan, 1995-2000• [DEC/Compaq] Systems Research Center (SRC), 2000-2002• UBC, 2002-now

4www.cs.ubc.ca/~tmm/talks.html#utah21intro

Page 5: Introtmm/talks/alibaba17/utah21intro.pdf · 2021. 3. 1. · 19 Theoretical foundations Nested Model Papers Process & Pitfalls Design Study Methodology Michael Sedlmair Miriah Meyer

A quick taste of my own work!

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technique-driven work

problem-driven work

evaluation

theoretical foundations

Page 6: Introtmm/talks/alibaba17/utah21intro.pdf · 2021. 3. 1. · 19 Theoretical foundations Nested Model Papers Process & Pitfalls Design Study Methodology Michael Sedlmair Miriah Meyer

Technique-driven: Graph/network drawing

6www.cs.ubc.ca/~tmm/talks.html#utah21intro

Daniel Archambault

TopoLayout SPF Grouse GrouseFlocks TugGraph

David Auber (Bordeaux)

https://youtu.be/AWXAe8zvkt8

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Guy Melançon (Bordeaux)

Benjamin Renoust

Detangler

https://youtu.be/QOtnHSsUV6k

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Technique-driven: Tree drawing

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Zipeng Liu Shing Hei Zhan

https://youtu.be/2SLcz7KNLJwAggregated Dendrograms

TreeJuxtaposer

https://youtu.be/GdaPj8a9QEo

Page 8: Introtmm/talks/alibaba17/utah21intro.pdf · 2021. 3. 1. · 19 Theoretical foundations Nested Model Papers Process & Pitfalls Design Study Methodology Michael Sedlmair Miriah Meyer

Evaluation experiments: Graph/tree drawing

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Stretch and squish navigation

Joanna McGrenere

Dmitry Nekrasovski Adam Bodnar

Joanna McGrenereJessica Dawson

Search set model of path tracing

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Technique-driven: Dimensionality reduction

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QSNE

GlimmerGlint

Stephen Ingram

DimStiller

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Page 10: Introtmm/talks/alibaba17/utah21intro.pdf · 2021. 3. 1. · 19 Theoretical foundations Nested Model Papers Process & Pitfalls Design Study Methodology Michael Sedlmair Miriah Meyer

Evaluation experiments: Dimensionality reduction

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Michael Sedlmair

Melanie Tory

Points vs landscapes for dimensionally reduced data

Taxonomy of cluster separation factors

Melanie Tory

Guidance on DR & scatterplot choices

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Evaluation in the field: Dimensionality reduction

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DR in the Wild

Michael Sedlmair Melanie Tory Stephen IngramMatt Brehmer

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MulteeSum, Pathline

Problem-driven: Genomics

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source: Humandestination: Lizard chr1

chr2

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chr8chr9

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chrXchrY

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chrachrb

chrcchrdchrfchrgchrh

saturationline

- +

10Mb

chr3

go to:

chr3 chr3

237164 146709664

386455 146850969

orientation:matchinversion

invert

out in

MizBee

Hanspeter Pfister (Harvard)Miriah Meyer

Aaron BarskyJenn Gardy (Microbio)

Robert Kincaid (Agilent)

Cerebral

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https://youtu.be/76HhG1FQngI

https://youtu.be/86p7brwuz2g

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Problem-driven: Genomics, fisheries

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Variant View

Joel FerstayCydney Nielsen (BC Cancer)

Vismon

Maryam BooshehrianTorsten Moeller (SFU)

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https://youtu.be/AHDnv_qMXxQ

https://youtu.be/h0kHoS4VYmk

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Problem-driven: Tech industry

14www.cs.ubc.ca/~tmm/talks.html#utah21introLiveRAC: systems time-series

Peter McLachlanStephen North (AT&T Research)

SessionViewer: web log analysis

Heidi LamDiane Tang (Google)

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https://youtu.be/T4MaTZd56G4

https://youtu.be/ld0c3H0VSkw

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Problem-driven: Building energy mgmt, journalism

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Kevin Tate

(Pulse/EnerNOC)

Energy Manager

Matt Brehmer

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Jonathan Stray

(Assoc Press)

Overview

https://vimeo.com/71483614

Matt Brehmer Stephen Ingram

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Problem-driven: Current data science

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T PF

Kimberly Dextras-Romagnino

recent work: Segmentifier (Mobify)

EMichael Oppermann

recent work: Ocupado (Sensible Building Science)

wifi proxy for real-time building occupancy

visual analytics for facilities management

e-commerce clickstreams

build tools for human-in-the-loop visual data analysis

https://youtu.be/TobYDFeISOg https://youtu.be/KcwjVK8eUdw

Page 17: Introtmm/talks/alibaba17/utah21intro.pdf · 2021. 3. 1. · 19 Theoretical foundations Nested Model Papers Process & Pitfalls Design Study Methodology Michael Sedlmair Miriah Meyer

Curation & Presentation: Timelines

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Johanna Fulda

(Sud. Zeitung)

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Timelines Revisited

timelinesrevisited.github.io/

Nathalie Henry-Riche

Bongshin Lee

(Microsoft)Benjamin Bach

(Microsoft)

Matt Brehmer

TimeLineCurator

https://vimeo.com/123246662

Matt Brehmer

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Theoretical foundations: Typologies

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Abstract Tasks

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Matt Brehmer

Anamaria Crisan

Regulatory & Organizational Constraints

GEViT: Genomic Epidemiology Visualization Typology

Page 19: Introtmm/talks/alibaba17/utah21intro.pdf · 2021. 3. 1. · 19 Theoretical foundations Nested Model Papers Process & Pitfalls Design Study Methodology Michael Sedlmair Miriah Meyer

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Theoretical foundations

Nested Model

Papers Process & Pitfalls

Design Study Methodology

Michael Sedlmair Miriah Meyer

• Visual Encoding Pitfalls

- Unjustified Visual Encoding

- Hammer In Search Of Nail

- 2D Good, 3D Better

- Color Cacophony

- Rainbows Just Like In The Sky

• Strategy Pitfalls

- What I Did Over My Summer

- Least Publishable Unit

- Dense As Plutonium

- Bad Slice and Dice

algorithm

idiom

abstraction

domain

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www.cs.ubc.ca/~tmm/talks.html#utah21intro

Visualization Analysis & Design

Page 20: Introtmm/talks/alibaba17/utah21intro.pdf · 2021. 3. 1. · 19 Theoretical foundations Nested Model Papers Process & Pitfalls Design Study Methodology Michael Sedlmair Miriah Meyer

More Information• this talk

http://www.cs.ubc.ca/~tmm/talks.html#utah21intro

• book page (including tutorial lecture slides) http://www.cs.ubc.ca/~tmm/vadbook

– 20% promo code for book+ebook combo: HVN17– http://www.crcpress.com/product/isbn/9781466508910

– illustrations: Eamonn Maguire

• papers, videos, software, talks, courses http://www.cs.ubc.ca/group/infovis http://www.cs.ubc.ca/~tmm

20Munzner. A K Peters Visualization Series, CRC Press, Visualization Series, 2014.

Visualization Analysis and Design.

@tamaramunzner