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Visualization By Dr. Norman L. Soong. The Goal of Visualization Or Information Visualization?...

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Page 1: Visualization By Dr. Norman L. Soong. The Goal of Visualization Or Information Visualization? Communicating, explaining, influencing, informing, or proofing.

Visualization

By

Dr. Norman L. Soong

Page 2: Visualization By Dr. Norman L. Soong. The Goal of Visualization Or Information Visualization? Communicating, explaining, influencing, informing, or proofing.

The Goal of Visualization Or Information Visualization?

• Communicating, explaining, influencing, informing, or proofing to the viewer’s mind’s eyes.Or,

• Deceiving, lying, or misleading.

Page 3: Visualization By Dr. Norman L. Soong. The Goal of Visualization Or Information Visualization? Communicating, explaining, influencing, informing, or proofing.

The Stages of Information Processing

• Acquisition and storage,• Processing and analysis,• Knowledge extraction,• Visualization and presentation• Decisions and policy making.

Page 4: Visualization By Dr. Norman L. Soong. The Goal of Visualization Or Information Visualization? Communicating, explaining, influencing, informing, or proofing.

Visual Proof

Page 5: Visualization By Dr. Norman L. Soong. The Goal of Visualization Or Information Visualization? Communicating, explaining, influencing, informing, or proofing.

Visual Proof Pythagoras Theorem (497BC)

• In any right triangle, the square on the hypotenuse is equal to the sum of the square on the sides containing the right angle.

• There are 367 different ways to prove this theorem.

• Chou Pei Suan Ching (6 C.B.C to 2C.A.D) from China.

Page 6: Visualization By Dr. Norman L. Soong. The Goal of Visualization Or Information Visualization? Communicating, explaining, influencing, informing, or proofing.

Visual Proof Pythagoras Theorem

Page 7: Visualization By Dr. Norman L. Soong. The Goal of Visualization Or Information Visualization? Communicating, explaining, influencing, informing, or proofing.

Visual Proof Pythagoras Theorem

Page 8: Visualization By Dr. Norman L. Soong. The Goal of Visualization Or Information Visualization? Communicating, explaining, influencing, informing, or proofing.

Visual Proof Pythagoras Theorem

Page 9: Visualization By Dr. Norman L. Soong. The Goal of Visualization Or Information Visualization? Communicating, explaining, influencing, informing, or proofing.

Visual Proof Chou Pei Suan Ching

Page 10: Visualization By Dr. Norman L. Soong. The Goal of Visualization Or Information Visualization? Communicating, explaining, influencing, informing, or proofing.

Visual Proof Chou Pei Suan Ching

Page 11: Visualization By Dr. Norman L. Soong. The Goal of Visualization Or Information Visualization? Communicating, explaining, influencing, informing, or proofing.

Visual Misleading

Page 12: Visualization By Dr. Norman L. Soong. The Goal of Visualization Or Information Visualization? Communicating, explaining, influencing, informing, or proofing.

Visual Misleading How can this be true?

Page 13: Visualization By Dr. Norman L. Soong. The Goal of Visualization Or Information Visualization? Communicating, explaining, influencing, informing, or proofing.

Visual Deduction

Page 14: Visualization By Dr. Norman L. Soong. The Goal of Visualization Or Information Visualization? Communicating, explaining, influencing, informing, or proofing.

Visual Deduction Amphidromic Point

• Tide is caused by the sun, moon, and rotation.

• The volume of sea water is fixed.

• Is there a place in the world where there is no tide?

Page 15: Visualization By Dr. Norman L. Soong. The Goal of Visualization Or Information Visualization? Communicating, explaining, influencing, informing, or proofing.

Visual Deduction William Whewell’s Work

• In 1800’s, William Whewell measured cotidal lines at North Sea.

• Cotidal lines: Lines connecting points experiencing the high tide at the same time

• Amphidromic Point: The nodal point around which the kelvin wave rotates. Tidal range at the amphidromic point is 0 and increases with distance away from it.

Page 16: Visualization By Dr. Norman L. Soong. The Goal of Visualization Or Information Visualization? Communicating, explaining, influencing, informing, or proofing.

Visual Deduction Plot of Cotidal Lines

Page 17: Visualization By Dr. Norman L. Soong. The Goal of Visualization Or Information Visualization? Communicating, explaining, influencing, informing, or proofing.

Visual Deduction At its best

Amphidromic Point

Page 18: Visualization By Dr. Norman L. Soong. The Goal of Visualization Or Information Visualization? Communicating, explaining, influencing, informing, or proofing.

Visual Communication

Page 19: Visualization By Dr. Norman L. Soong. The Goal of Visualization Or Information Visualization? Communicating, explaining, influencing, informing, or proofing.

Visual Communication War of 1812

• By Charles J. Minard in 1861,• The best statistical chart ever drawn.• Napoleon had 422,000 men going

into Russia, 10,000 returned.• Chart plots 6 variables: size,

location, and direction of the army, geography, temperature, and dates.

Page 20: Visualization By Dr. Norman L. Soong. The Goal of Visualization Or Information Visualization? Communicating, explaining, influencing, informing, or proofing.

Visual Communication War of 1812 – At its best

Page 21: Visualization By Dr. Norman L. Soong. The Goal of Visualization Or Information Visualization? Communicating, explaining, influencing, informing, or proofing.

Visual Hide and Seek

Page 22: Visualization By Dr. Norman L. Soong. The Goal of Visualization Or Information Visualization? Communicating, explaining, influencing, informing, or proofing.

Visual Hide and Seek Where are the cherries?

Page 23: Visualization By Dr. Norman L. Soong. The Goal of Visualization Or Information Visualization? Communicating, explaining, influencing, informing, or proofing.

Visual Hide and Seek Now you see it, but ‘why’

To separate useful information from useless ones.

Page 24: Visualization By Dr. Norman L. Soong. The Goal of Visualization Or Information Visualization? Communicating, explaining, influencing, informing, or proofing.

Visual Detective

Page 25: Visualization By Dr. Norman L. Soong. The Goal of Visualization Or Information Visualization? Communicating, explaining, influencing, informing, or proofing.

Visual Detective Work London Chorela Epidemic

• August 19 to September 19, 1854,a total of 616 death.

• Dr. John Snow suspected water impurity.

• The following plot shown the true culprit, a water pump at Broad Street.

Tufte, Visual Explanation

Page 26: Visualization By Dr. Norman L. Soong. The Goal of Visualization Or Information Visualization? Communicating, explaining, influencing, informing, or proofing.

Visual Detective The Chorela Zone

Page 27: Visualization By Dr. Norman L. Soong. The Goal of Visualization Or Information Visualization? Communicating, explaining, influencing, informing, or proofing.

Visual Detective The Location of the Wells

Page 28: Visualization By Dr. Norman L. Soong. The Goal of Visualization Or Information Visualization? Communicating, explaining, influencing, informing, or proofing.

Visual Detective The boundary of infected area

Page 29: Visualization By Dr. Norman L. Soong. The Goal of Visualization Or Information Visualization? Communicating, explaining, influencing, informing, or proofing.

Visual Detective Visual deduction at its best

Page 30: Visualization By Dr. Norman L. Soong. The Goal of Visualization Or Information Visualization? Communicating, explaining, influencing, informing, or proofing.

Visual Detective Zoning leads to wrong conclusion

Page 31: Visualization By Dr. Norman L. Soong. The Goal of Visualization Or Information Visualization? Communicating, explaining, influencing, informing, or proofing.

Visual Detective Disastrous conclusion

Page 32: Visualization By Dr. Norman L. Soong. The Goal of Visualization Or Information Visualization? Communicating, explaining, influencing, informing, or proofing.

Visual Tragedy

Page 33: Visualization By Dr. Norman L. Soong. The Goal of Visualization Or Information Visualization? Communicating, explaining, influencing, informing, or proofing.

Visual Tragedy Space Shuttle Challenger

BlackSmoke

NASA

Page 34: Visualization By Dr. Norman L. Soong. The Goal of Visualization Or Information Visualization? Communicating, explaining, influencing, informing, or proofing.

Visual Tragedy Morton Thiokol’s Presentation

Page 35: Visualization By Dr. Norman L. Soong. The Goal of Visualization Or Information Visualization? Communicating, explaining, influencing, informing, or proofing.

Visual Tragedy Ordered by Temperature

CausingSevere

Damage

Low Temp High Temp

Page 36: Visualization By Dr. Norman L. Soong. The Goal of Visualization Or Information Visualization? Communicating, explaining, influencing, informing, or proofing.

Visual Tragedy On a Temperature Scale

No DamageSerious Damage

Page 37: Visualization By Dr. Norman L. Soong. The Goal of Visualization Or Information Visualization? Communicating, explaining, influencing, informing, or proofing.

Visual Tragedy On a Temperature Scale

Challenger

No DamageSerious Damage

Page 38: Visualization By Dr. Norman L. Soong. The Goal of Visualization Or Information Visualization? Communicating, explaining, influencing, informing, or proofing.

Visual Tragedy Space Shuttle Challenger

January 28, 1986 NASA

Page 39: Visualization By Dr. Norman L. Soong. The Goal of Visualization Or Information Visualization? Communicating, explaining, influencing, informing, or proofing.

VisualExplanation

Page 40: Visualization By Dr. Norman L. Soong. The Goal of Visualization Or Information Visualization? Communicating, explaining, influencing, informing, or proofing.

Visual Explanation Galaxy through Hubble Telescope

Page 41: Visualization By Dr. Norman L. Soong. The Goal of Visualization Or Information Visualization? Communicating, explaining, influencing, informing, or proofing.

Visual Explanation Adaptive Optics

Page 42: Visualization By Dr. Norman L. Soong. The Goal of Visualization Or Information Visualization? Communicating, explaining, influencing, informing, or proofing.

Visual Explanation Before and After

Page 43: Visualization By Dr. Norman L. Soong. The Goal of Visualization Or Information Visualization? Communicating, explaining, influencing, informing, or proofing.

Visual Explanation At its Best

N.Y. Times

Page 44: Visualization By Dr. Norman L. Soong. The Goal of Visualization Or Information Visualization? Communicating, explaining, influencing, informing, or proofing.

A Poor Case of Visual

Explanation

Page 45: Visualization By Dr. Norman L. Soong. The Goal of Visualization Or Information Visualization? Communicating, explaining, influencing, informing, or proofing.

Wind Tunnel Effects Poorly Communicated

Page 46: Visualization By Dr. Norman L. Soong. The Goal of Visualization Or Information Visualization? Communicating, explaining, influencing, informing, or proofing.

VisualExploration

Page 47: Visualization By Dr. Norman L. Soong. The Goal of Visualization Or Information Visualization? Communicating, explaining, influencing, informing, or proofing.

Visual Exploration Sun Spots and Galileo

In 1610-1612, Galileo and others made detailed telescopic observations of sun spots.

Placing a sheet of paper at some distance from the telescope, one can observe the projection of the sun together with its dark spots.

Their positions and sizes may be marked by a pen.

What are these spots?

Tufte, Visual Explanation

Page 48: Visualization By Dr. Norman L. Soong. The Goal of Visualization Or Information Visualization? Communicating, explaining, influencing, informing, or proofing.

Visual Exploration An Original Plot by Galileo

Page 49: Visualization By Dr. Norman L. Soong. The Goal of Visualization Or Information Visualization? Communicating, explaining, influencing, informing, or proofing.

Visual Exploration A Recorded Time Sequence

Page 50: Visualization By Dr. Norman L. Soong. The Goal of Visualization Or Information Visualization? Communicating, explaining, influencing, informing, or proofing.

Visual Exploration Condense a Sequence into a Plot

Page 51: Visualization By Dr. Norman L. Soong. The Goal of Visualization Or Information Visualization? Communicating, explaining, influencing, informing, or proofing.

Visual Exploration Conclusions Drawn by Galileo

The spots moves across the sun in a narrow band in a uniform way.

The spots are flat, disk shaped, surface spots. (How did he do it?)

They vary in darkness and density. They combine and they split up. The sun is spinning in a 30 day cycle.

Page 52: Visualization By Dr. Norman L. Soong. The Goal of Visualization Or Information Visualization? Communicating, explaining, influencing, informing, or proofing.

Visual Exploration Maunder’s 24 year plot in 1904

latitud

e

year

Page 53: Visualization By Dr. Norman L. Soong. The Goal of Visualization Or Information Visualization? Communicating, explaining, influencing, informing, or proofing.

Visual Exploration Conclusions from Marnder’s Plot

Known as the butterfly plots. The plots have a 12 year cycle. Few spots above 30°, none above 40°. The density of sun spots varies in a

cyclic pattern.

Page 54: Visualization By Dr. Norman L. Soong. The Goal of Visualization Or Information Visualization? Communicating, explaining, influencing, informing, or proofing.

Visual Exploration 100 Years of Maunder’s Diagram

Duplex plots

Year1877-1980

Equator

Latitude

Percentage ofSun covered

SunspotsHigh Sunspot

Activities

Page 55: Visualization By Dr. Norman L. Soong. The Goal of Visualization Or Information Visualization? Communicating, explaining, influencing, informing, or proofing.

Visual Exploration at Its Best 100 Years of Maunder’s Diagram

Duplex plots

Year1877-1980

Equator

Latitude

Percentage ofSun covered

Sunspots

Page 56: Visualization By Dr. Norman L. Soong. The Goal of Visualization Or Information Visualization? Communicating, explaining, influencing, informing, or proofing.

Visual Exaggeration

Page 57: Visualization By Dr. Norman L. Soong. The Goal of Visualization Or Information Visualization? Communicating, explaining, influencing, informing, or proofing.

Visual Exaggeration Sunspot Activity Chart

More exciting

Less exciting

Page 58: Visualization By Dr. Norman L. Soong. The Goal of Visualization Or Information Visualization? Communicating, explaining, influencing, informing, or proofing.

Visual Exaggeration Sunspot Activity Chart

Lost in the excitement:Sunspots activities have a sharp

Rise and slow falloff characteristics.

Page 59: Visualization By Dr. Norman L. Soong. The Goal of Visualization Or Information Visualization? Communicating, explaining, influencing, informing, or proofing.

Visual Exaggeration Venus Flyby

Venus: Magellan Flyby, NASA, 1992

Page 60: Visualization By Dr. Norman L. Soong. The Goal of Visualization Or Information Visualization? Communicating, explaining, influencing, informing, or proofing.

Visual Exaggeration Venus Flyby

After removing 22.5 times exaggeration in vertical direction

Page 61: Visualization By Dr. Norman L. Soong. The Goal of Visualization Or Information Visualization? Communicating, explaining, influencing, informing, or proofing.

The Psychology Of seeing

Page 62: Visualization By Dr. Norman L. Soong. The Goal of Visualization Or Information Visualization? Communicating, explaining, influencing, informing, or proofing.

The Psychology of seeing Minimum Effective Threshold

From HarvardDinning Hall

Page 63: Visualization By Dr. Norman L. Soong. The Goal of Visualization Or Information Visualization? Communicating, explaining, influencing, informing, or proofing.

The Psychology of seeing Can be an un-willing culprit.

Page 64: Visualization By Dr. Norman L. Soong. The Goal of Visualization Or Information Visualization? Communicating, explaining, influencing, informing, or proofing.

The Psychology of seeing Creating a Non-existing Shape

Page 65: Visualization By Dr. Norman L. Soong. The Goal of Visualization Or Information Visualization? Communicating, explaining, influencing, informing, or proofing.

The Psychology of seeing Now you see it

Page 66: Visualization By Dr. Norman L. Soong. The Goal of Visualization Or Information Visualization? Communicating, explaining, influencing, informing, or proofing.

The Psychology of seeing Now you have a hard time.

But Why?

Page 67: Visualization By Dr. Norman L. Soong. The Goal of Visualization Or Information Visualization? Communicating, explaining, influencing, informing, or proofing.

The Psychology of seeing

Page 68: Visualization By Dr. Norman L. Soong. The Goal of Visualization Or Information Visualization? Communicating, explaining, influencing, informing, or proofing.

The Psychology of seeing Two happy faces

Page 69: Visualization By Dr. Norman L. Soong. The Goal of Visualization Or Information Visualization? Communicating, explaining, influencing, informing, or proofing.

The Psychology of seeing

Now you have only one

But why?

Page 70: Visualization By Dr. Norman L. Soong. The Goal of Visualization Or Information Visualization? Communicating, explaining, influencing, informing, or proofing.

QualitativeVisualization

Page 71: Visualization By Dr. Norman L. Soong. The Goal of Visualization Or Information Visualization? Communicating, explaining, influencing, informing, or proofing.

Qualitative Visualization Not all fixes are the same.

Page 72: Visualization By Dr. Norman L. Soong. The Goal of Visualization Or Information Visualization? Communicating, explaining, influencing, informing, or proofing.

Qualitative Visualization Dante’s Inferno

Page 73: Visualization By Dr. Norman L. Soong. The Goal of Visualization Or Information Visualization? Communicating, explaining, influencing, informing, or proofing.

Qualitative Visualization Six degree of separation

Page 74: Visualization By Dr. Norman L. Soong. The Goal of Visualization Or Information Visualization? Communicating, explaining, influencing, informing, or proofing.

Qualitative Visualization What statement is it making?

Target Department Store

Page 75: Visualization By Dr. Norman L. Soong. The Goal of Visualization Or Information Visualization? Communicating, explaining, influencing, informing, or proofing.

Qualitative Visualization Identify the industry

Page 76: Visualization By Dr. Norman L. Soong. The Goal of Visualization Or Information Visualization? Communicating, explaining, influencing, informing, or proofing.

Qualitative Visualization What does it say to you?

Page 77: Visualization By Dr. Norman L. Soong. The Goal of Visualization Or Information Visualization? Communicating, explaining, influencing, informing, or proofing.

Qualitative Visualization What does it say to you?

Page 78: Visualization By Dr. Norman L. Soong. The Goal of Visualization Or Information Visualization? Communicating, explaining, influencing, informing, or proofing.

The Goal of Visualization

• Communicating, explaining, influencing, informing, or proofing with viewer’s mind’s eyes.Or,

• Deceiving, lying, or misleading.

Page 79: Visualization By Dr. Norman L. Soong. The Goal of Visualization Or Information Visualization? Communicating, explaining, influencing, informing, or proofing.

Seeing with Mind’s Eyes.

Bye

Page 80: Visualization By Dr. Norman L. Soong. The Goal of Visualization Or Information Visualization? Communicating, explaining, influencing, informing, or proofing.

Welcome

For the Class

Of CSC2500

Page 81: Visualization By Dr. Norman L. Soong. The Goal of Visualization Or Information Visualization? Communicating, explaining, influencing, informing, or proofing.

Summary of article‘Information Visualization’ from Readings of Information Visualization,Edited by S.K.Card, J.D. Mackinlay, B. Shneiderman, Morgan-Kaufmann, 1999.

pages Focus Contents

1-9 External cognition Visual examples Visualization applications

10-16 Cognitive amplification

Psychology Why visualization works

17-23 Visualization processing

Computing in database

From raw date to viewing

23-30 Visual structure Physiology Efficient visual features

31-34 View transformation

Conclusion What should we do

Page 82: Visualization By Dr. Norman L. Soong. The Goal of Visualization Or Information Visualization? Communicating, explaining, influencing, informing, or proofing.

Question & AnswerFrom CSC2500 - Survey of Information Sciences

• Where is the growth in this field ?(Is this an area of growth, of career opportunities?)

Life skill, similar to reading and writing.Great growth – but hard to measure directly.There is no such job title yet.

• What is coming in the future?What is the bleeding edge looking like?

It is already here.1st, we have computer to do speedy visualization.2nd, we have Internet to provide instant worldwide

access.3rd, we need to do it to help us to communicate.

Page 83: Visualization By Dr. Norman L. Soong. The Goal of Visualization Or Information Visualization? Communicating, explaining, influencing, informing, or proofing.

Question & Answer

• Brief history of the area:Communication and expressing oneself is as old as mankind.Architectural floor plan ~2000BC, in clay tablet.Statistical chart started by Playfair in 1786.Visual depth queuing at the time of Renaissance.

From 1980 to today, the advances made in the field of computer graphics have made its applications effective – the wheel is still rolling.

In the 1980’s, computers introduced business graphics to aid the decision making process in the financial world - flopped.

E.F. Tufte wrote his three books on information presentation – the jury is still out.

Page 84: Visualization By Dr. Norman L. Soong. The Goal of Visualization Or Information Visualization? Communicating, explaining, influencing, informing, or proofing.

Question & Answer

• How are employees adapting to the increasing use of technology in this area?

Currently, 2D spatial still images.Near future, dynamic information – video.Near future, integrating sound.Future, 3D virtual reality.Finally, addressing all 7 senses.

--- Do you sensing the visual technique that I am using right here?--- As comparing to the next slide.

Page 85: Visualization By Dr. Norman L. Soong. The Goal of Visualization Or Information Visualization? Communicating, explaining, influencing, informing, or proofing.

Question & Answer

• How are employees adapting to the increasing use of technology in this area?

Currently, 2D spatial still images.Near future, dynamic information – video.Near future, integrating sound.Future, 3D virtual reality.Finally, addressing all 7 senses.

--- Do you sensing the visual opportunity that is missed right here?--- An extra dimension in communication is missed out.--- That fading out represents less likely to happen.

Page 86: Visualization By Dr. Norman L. Soong. The Goal of Visualization Or Information Visualization? Communicating, explaining, influencing, informing, or proofing.

Question & Answer

• How did you get involved in this?Personally, I am an artist disguised as a scientist.Career path takes strange detours.

• Give a specific example of the impact of technology in this area.  In other words, what does the technology-enhanced approach do that previous approaches could not do.

Nothing.The difference is not in its capabilities but in its cost

effectiveness.What can a word processor like MS/Word do in the strict sense

of word processing that a type writer can not? – Nothing.

Page 87: Visualization By Dr. Norman L. Soong. The Goal of Visualization Or Information Visualization? Communicating, explaining, influencing, informing, or proofing.

Question & Answer

• Pay scales for workers in this area.I do not know there is such a job description yet.How much is good writing skill worth?

• What ethical issues are involved?Communicating, explaining, influencing, informing, proofing,Or, Deceiving, lying, or misleading.Tools do not lie, people do.

Page 88: Visualization By Dr. Norman L. Soong. The Goal of Visualization Or Information Visualization? Communicating, explaining, influencing, informing, or proofing.

Question & AnswerInformation Visualization

• What is Information Visualization and its relationship to computers?--- Computers do the work; designers do the critical visualization process, and the viewers are informed.--- Similarly, what is word processing and its relationship to computers? The writers must do the critical thinking.--- There is no magic software that can replace the intelligence of the designers, the writers, etc.

• What is Knowledge Crystallization?--- This is a cognitive process that is unique to human beings. It is the ability to read information, hence gain knowledge on some subject, from a collection of raw data.

Page 89: Visualization By Dr. Norman L. Soong. The Goal of Visualization Or Information Visualization? Communicating, explaining, influencing, informing, or proofing.

Question & AnswerInformation Visualization

• What is the definition of a data table? --- In the context of the paper, it relates to database, a specially important discipline in computing sciences.--- Without database, there will be no stored information, there will be little need to have computers.--- In its most basic form, all information are two dimensional, hence they can be presented and stored in the form of tables. John is 6’ tall makes sense, but 6’ tall by itself does not.--- Most databases store raw data in two dimensional tables. An entry in a table is called a relation.--- Before relevant information can be presented to the viewers to digest, they must be extracted from the general database. This process is crucial – extracting the wrong information could lead to false knowledge.

Page 90: Visualization By Dr. Norman L. Soong. The Goal of Visualization Or Information Visualization? Communicating, explaining, influencing, informing, or proofing.

Question & AnswerInformation Visualization

• How is this important to what Tuft is trying to explain in his article.--- The way this article is written may give the impression that the table is an important dimension to Tufte’s analysis on the Challenger disaster. This is rather unfortunate.--- Data tables by themselves have no bearing on the Challenger disaster. People cause disasters.--- The Tiokol engineers presented the launch data in the form of a table, although it is in a graphical form, it is not interpreted properly – hence, nearly useless.--- Tufte’s argument is not on the form of data tables, but on the presentation of information – clearly depicted in this slide show.

Page 91: Visualization By Dr. Norman L. Soong. The Goal of Visualization Or Information Visualization? Communicating, explaining, influencing, informing, or proofing.

Question & AnswerInformation Visualization

• Is this technology a part of some video game program.--- Definitely YES. Visual cognition is all around us.

• How does one intend to make the information understandable to a wide-target audience?--- I can write a book on this subject. Communicating to a wide range of audience is a form of art.

Page 92: Visualization By Dr. Norman L. Soong. The Goal of Visualization Or Information Visualization? Communicating, explaining, influencing, informing, or proofing.

Question & AnswerInformation Visualization

• What is a Tractenberg system?--- Good question, it is time to go onto the Internet to find out.

• Does the field of information visualization have techniques for presenting data to the visually impaired or blind?--- It is a fast developing area in this field. There are printers that can print in relieve format. See example.


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