infovis group researchtmm/talks/huawei18/huawei18-munzner.pdfmulteesum, pathline problem-driven:...

19
InfoVis Group Research Tamara Munzner Department of Computer Science University of British Columbia Huawei Burnaby 8 Feb 2018 www.cs.ubc.ca/~tmm/talks.html#huawei18 @tamaramunzner

Upload: others

Post on 08-Jul-2020

0 views

Category:

Documents


0 download

TRANSCRIPT

Page 1: InfoVis Group Researchtmm/talks/huawei18/huawei18-munzner.pdfMulteeSum, Pathline Problem-driven: Genomics 5 source: Human destination: Lizard chr1 chr2 chr3 chr4 chr5 chr6 chr7 chr8

InfoVis Group Research

Tamara MunznerDepartment of Computer Science University of British Columbia

Huawei Burnaby8 Feb 2018

www.cs.ubc.ca/~tmm/talks.html#huawei18 @tamaramunzner

Page 2: InfoVis Group Researchtmm/talks/huawei18/huawei18-munzner.pdfMulteeSum, Pathline Problem-driven: Genomics 5 source: Human destination: Lizard chr1 chr2 chr3 chr4 chr5 chr6 chr7 chr8

Research agenda: interleaved angles of attack

2

problem-driven work

technique-driven work

evaluation

theoretical foundations

www.cs.ubc.ca/~tmm/talks#huawei18

Page 3: InfoVis Group Researchtmm/talks/huawei18/huawei18-munzner.pdfMulteeSum, Pathline Problem-driven: Genomics 5 source: Human destination: Lizard chr1 chr2 chr3 chr4 chr5 chr6 chr7 chr8

Problem-driven work

• design studies– in collaboration with target users

• real data, real tasks• intensive requirements analysis

– iterative refinement• deploy tools/systems

– typical evaluation: field studies

• my strategy: opportunistic collaboration– many domains– both industrial and academic partners

3www.cs.ubc.ca/~tmm/talks#huawei18

Page 4: InfoVis Group Researchtmm/talks/huawei18/huawei18-munzner.pdfMulteeSum, Pathline Problem-driven: Genomics 5 source: Human destination: Lizard chr1 chr2 chr3 chr4 chr5 chr6 chr7 chr8

Problem-driven: Tech industry

4

LiveRAC: systems time-series logs

Peter McLachlanStephen North (AT&T Research)

SessionViewer: web log analysis

Heidi LamDiane Tang (Google)

T P

E

F

https://youtu.be/T4MaTZd56G4

https://youtu.be/ld0c3H0VSkwwww.cs.ubc.ca/~tmm/talks#huawei18

Page 5: InfoVis Group Researchtmm/talks/huawei18/huawei18-munzner.pdfMulteeSum, Pathline Problem-driven: Genomics 5 source: Human destination: Lizard chr1 chr2 chr3 chr4 chr5 chr6 chr7 chr8

MulteeSum, Pathline

Problem-driven: Genomics

5

source: Human

destination: Lizardchr1

chr2

chr3

chr4

chr5

chr6

chr7

chr8

chr9

chr10

chr11

chr1

2

chr13

chr14

chr15

chr16

chr17

chr18

chr1

9

chr2

0

chr2

1

chr22

chrX

chrY

chr3

chr1

chr2

chr3

chr4

chr5

chr6

chra

chrb

chrc

chrd

chrf

chrg

chrh

saturationline

- +

10Mb

chr3

go to:

chr3 chr3

237164 146709664

386455 146850969

orientation:

match

inversion

invert

out in

MizBee

Hanspeter Pfister (Harvard)

Miriah Meyer

Aaron BarskyJenn Gardy (UBC Micro)

Robert Kincaid (Agilent)

Cerebralhttps://youtu.be/76HhG1FQngI

https://youtu.be/86p7brwuz2g

T P

E

F

www.cs.ubc.ca/~tmm/talks#huawei18

Page 6: InfoVis Group Researchtmm/talks/huawei18/huawei18-munzner.pdfMulteeSum, Pathline Problem-driven: Genomics 5 source: Human destination: Lizard chr1 chr2 chr3 chr4 chr5 chr6 chr7 chr8

Problem-driven: Genomics

6

Variant View

Joel FerstayCydney Nielsen (BC Cancer)

https://youtu.be/AHDnv_qMXxQ

T P

E

F

Ana Crisan

current work: genomic epidemiology

Jenn Gardy (UBC Public Health & BC CDC)

www.cs.ubc.ca/~tmm/talks#huawei18

Zipeng Liu

current work: gene trees(UBC Zoology)

Page 7: InfoVis Group Researchtmm/talks/huawei18/huawei18-munzner.pdfMulteeSum, Pathline Problem-driven: Genomics 5 source: Human destination: Lizard chr1 chr2 chr3 chr4 chr5 chr6 chr7 chr8

Problem-driven: Automotive, journalism

7

RelEx (BMW)

Michael Sedlmair

https://youtu.be/89lsQXc6Ao4

T P

F

E

Jonathan Stray (Assoc Press)

Overviewhttps://vimeo.com/71483614

www.cs.ubc.ca/~tmm/talks#huawei18

Page 8: InfoVis Group Researchtmm/talks/huawei18/huawei18-munzner.pdfMulteeSum, Pathline Problem-driven: Genomics 5 source: Human destination: Lizard chr1 chr2 chr3 chr4 chr5 chr6 chr7 chr8

Problem-driven: Sustainable buildings, fisheries

8

Vismon

Maryam Booshehrian Torsten Moeller (SFU)

Kevin Tate (Pulse/EnerNOC)

Energy Manager

Matt Brehmer

T P

E

F

https://youtu.be/h0kHoS4VYmk

www.cs.ubc.ca/~tmm/talks#huawei18

Page 9: InfoVis Group Researchtmm/talks/huawei18/huawei18-munzner.pdfMulteeSum, Pathline Problem-driven: Genomics 5 source: Human destination: Lizard chr1 chr2 chr3 chr4 chr5 chr6 chr7 chr8

Problem-driven: Current data science

9

T P

F

Kimberly Dextras-Romagnino

current work: Segmentifier (Mobify)

EMichael Oppermann

current work: Ocupado (Sensible Building Science)

www.cs.ubc.ca/~tmm/talks#huawei18

wifi proxy for real-time building occupancy

integrate visual analytics and predictive ML for facilities management

e-commerce clickstreams

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

Page 10: InfoVis Group Researchtmm/talks/huawei18/huawei18-munzner.pdfMulteeSum, Pathline Problem-driven: Genomics 5 source: Human destination: Lizard chr1 chr2 chr3 chr4 chr5 chr6 chr7 chr8

Technique-driven work

• scalable algorithms & systems– typical evaluation: computational benchmarks

• new layout & interaction techniques– typical evaluation: controlled experiments on human subjects

10www.cs.ubc.ca/~tmm/talks#huawei18

Page 11: InfoVis Group Researchtmm/talks/huawei18/huawei18-munzner.pdfMulteeSum, Pathline Problem-driven: Genomics 5 source: Human destination: Lizard chr1 chr2 chr3 chr4 chr5 chr6 chr7 chr8

Technique-driven: Graph drawing

11

Daniel Archambault

TopoLayout SPF Grouse GrouseFlocks TugGraph

David Auber (Bordeaux)

TreeJuxtaposerhttps://youtu.be/GdaPj8a9QEo

https://youtu.be/AWXAe8zvkt8

T P

E

F

Guy Melançon (Bordeaux)

Benjamin Renoust

Detangler https://youtu.be/QOtnHSsUV6k

www.cs.ubc.ca/~tmm/talks#huawei18

Page 12: InfoVis Group Researchtmm/talks/huawei18/huawei18-munzner.pdfMulteeSum, Pathline Problem-driven: Genomics 5 source: Human destination: Lizard chr1 chr2 chr3 chr4 chr5 chr6 chr7 chr8

Evaluation experiments: Graph drawing

12

Stretch and squish navigation

Joanna McGrenereDmitry Nekrasovski Adam Bodnar

Joanna McGrenereJessica Dawson

Search set model of path tracing

T P

E

F

www.cs.ubc.ca/~tmm/talks#huawei18

Page 13: InfoVis Group Researchtmm/talks/huawei18/huawei18-munzner.pdfMulteeSum, Pathline Problem-driven: Genomics 5 source: Human destination: Lizard chr1 chr2 chr3 chr4 chr5 chr6 chr7 chr8

Technique: Dimensionality reduction

13

QSNE

Glimmer

Glint

Stephen Ingram

DimStiller

T P

E

F

www.cs.ubc.ca/~tmm/talks#huawei18

Page 14: InfoVis Group Researchtmm/talks/huawei18/huawei18-munzner.pdfMulteeSum, Pathline Problem-driven: Genomics 5 source: Human destination: Lizard chr1 chr2 chr3 chr4 chr5 chr6 chr7 chr8

Evaluation experiments: Dim. reduction

14

Michael Sedlmair

Melanie Tory

Points vs landscapes for dimensionally reduced data

Taxonomy of cluster separation factors

Melanie Tory

Guidance on DR & scatterplot choices

T P

E

F

www.cs.ubc.ca/~tmm/talks#huawei18

Page 15: InfoVis Group Researchtmm/talks/huawei18/huawei18-munzner.pdfMulteeSum, Pathline Problem-driven: Genomics 5 source: Human destination: Lizard chr1 chr2 chr3 chr4 chr5 chr6 chr7 chr8

Evaluation in the field: Dim. reduction

15

T P

E

F

DR in the Wild

Michael Sedlmair Melanie Tory Stephen IngramMatt Brehmer

www.cs.ubc.ca/~tmm/talks#huawei18

Page 16: InfoVis Group Researchtmm/talks/huawei18/huawei18-munzner.pdfMulteeSum, Pathline Problem-driven: Genomics 5 source: Human destination: Lizard chr1 chr2 chr3 chr4 chr5 chr6 chr7 chr8

Curation & Presentation: Timelines

16

Johanna Fulda (Sud. Zeitung)

TimeLineCurator

T P

E

F

Timelines Revisitedtimelinesrevisited.github.io/

Nathalie Henry-Riche (Microsoft)

Bongshin Lee (Microsoft)

Benjamin Bach (Microsoft)

Matt Brehmer

https://vimeo.com/123246662

Page 17: InfoVis Group Researchtmm/talks/huawei18/huawei18-munzner.pdfMulteeSum, Pathline Problem-driven: Genomics 5 source: Human destination: Lizard chr1 chr2 chr3 chr4 chr5 chr6 chr7 chr8

17

Theoretical foundations

Papers Process & Pitfalls

Design Study Methodology

Abstract Tasks

Nested Model

algorithm

idiom

abstraction

domain

T P

E

F

Michael Sedlmair Miriah Meyer

Matt Brehmer

www.cs.ubc.ca/~tmm/talks#huawei18

Page 18: InfoVis Group Researchtmm/talks/huawei18/huawei18-munzner.pdfMulteeSum, Pathline Problem-driven: Genomics 5 source: Human destination: Lizard chr1 chr2 chr3 chr4 chr5 chr6 chr7 chr8

18

Theoretical foundations

Visualization Analysis & Design

T P

E

F

www.cs.ubc.ca/~tmm/talks#huawei18

Page 19: InfoVis Group Researchtmm/talks/huawei18/huawei18-munzner.pdfMulteeSum, Pathline Problem-driven: Genomics 5 source: Human destination: Lizard chr1 chr2 chr3 chr4 chr5 chr6 chr7 chr8

19

More information

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

www.cs.ubc.ca/~tmm/talks.html#huawei18 @tamaramunzner