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Key Concepts

  • Themes in the science of visualization
  • Simulation models
  • Visualization tools – graphs created using Excel and MATLAB
  • Distributed visualization
  • Metadata and Paradata for scientific visualization

Introduction

"We don’t see with our eyes. We see with our brains", Paul Bach-y-Rita.

In the last thirty years computer-based visualization has moved from an informal ad hoc tool designed to create particular results, to becoming a proper science in its own right. Universal generalisations and specifications as well as best practice guidelines are now available. Visualization methods are now being studied as an individual topic within various courses and modules; at all levels from undergraduate to postgraduate. Visualization is now the basis of numerous PhD titles and further research projects and programmes, funded across all the research councils and the infrastructure HE/FE funding agencies. This research and development has created a large toolkit for general use as well as individual methodologies for specialist user data sets, and has helped in understanding the barriers between the computer display and the human visual system. Visualization, it should be emphasised, is as much about gaining investigative insight as it is about enhancing presentations to tell a clearly specified story.

The science of visualization has been split into three themes; information visualization that studies methods for the representation of large-scale collections of often non-numerical information as well as the recommendations for use of graphical techniques to aid in the analysis of data. Scientific visualization, the second theme, was developed from previous often natural and experimental methods of displaying data, which has seen an explosion of users due to the deluge of in-silico experimental data (e.g. supercomputing and high throughput computing results) as well as real experimental capture equipment (e.g. 3D medical scanners, climate sensor data and astrophysical telescopes). Results often mimic reality, for example creating virtual wind-tunnel visualizations, but can be abstract, for example visualizing 6-dimensional tensor components using different geometric shapes (as in Figure 1). Visual analytics is the third theme. This merges both of these fields to focus on the user’s analytical reasoning, which often involves interactive visual interfaces and commonly employs various data-mining techniques as well as combining data across different databases.

This chapter introduces examples within these visualization themes, first providing an overview of simulation models and then specific examples from the creation of graphs using popular tools such as Excel and MATLAB. It then moves on to present the complexities of distributed visualization, as well as the role of adding metadata and paradata.

Visualization examples: information visualization example showing the content of the ½ million files on my hard disc ( Sequoiaview ); and two scientific visualizations, the first showing climate modelling using various animated glyphs to show flow strength ( Avizo ); and the second a selection of interactive superquadric glyphs selecting various forms from the six dimensions available within tensor stress components ( AVS/Express ).

Questions & Answers

differentiate between demand and supply giving examples
Lambiv Reply
differentiated between demand and supply using examples
Lambiv
what is labour ?
Lambiv
how will I do?
Venny Reply
how is the graph works?I don't fully understand
Rezat Reply
information
Eliyee
devaluation
Eliyee
t
WARKISA
hi guys good evening to all
Lambiv
multiple choice question
Aster Reply
appreciation
Eliyee
explain perfect market
Lindiwe Reply
In economics, a perfect market refers to a theoretical construct where all participants have perfect information, goods are homogenous, there are no barriers to entry or exit, and prices are determined solely by supply and demand. It's an idealized model used for analysis,
Ezea
What is ceteris paribus?
Shukri Reply
other things being equal
AI-Robot
When MP₁ becomes negative, TP start to decline. Extuples Suppose that the short-run production function of certain cut-flower firm is given by: Q=4KL-0.6K2 - 0.112 • Where is quantity of cut flower produced, I is labour input and K is fixed capital input (K-5). Determine the average product of lab
Kelo
Extuples Suppose that the short-run production function of certain cut-flower firm is given by: Q=4KL-0.6K2 - 0.112 • Where is quantity of cut flower produced, I is labour input and K is fixed capital input (K-5). Determine the average product of labour (APL) and marginal product of labour (MPL)
Kelo
yes,thank you
Shukri
Can I ask you other question?
Shukri
what is monopoly mean?
Habtamu Reply
What is different between quantity demand and demand?
Shukri Reply
Quantity demanded refers to the specific amount of a good or service that consumers are willing and able to purchase at a give price and within a specific time period. Demand, on the other hand, is a broader concept that encompasses the entire relationship between price and quantity demanded
Ezea
ok
Shukri
how do you save a country economic situation when it's falling apart
Lilia Reply
what is the difference between economic growth and development
Fiker Reply
Economic growth as an increase in the production and consumption of goods and services within an economy.but Economic development as a broader concept that encompasses not only economic growth but also social & human well being.
Shukri
production function means
Jabir
What do you think is more important to focus on when considering inequality ?
Abdisa Reply
any question about economics?
Awais Reply
sir...I just want to ask one question... Define the term contract curve? if you are free please help me to find this answer 🙏
Asui
it is a curve that we get after connecting the pareto optimal combinations of two consumers after their mutually beneficial trade offs
Awais
thank you so much 👍 sir
Asui
In economics, the contract curve refers to the set of points in an Edgeworth box diagram where both parties involved in a trade cannot be made better off without making one of them worse off. It represents the Pareto efficient allocations of goods between two individuals or entities, where neither p
Cornelius
In economics, the contract curve refers to the set of points in an Edgeworth box diagram where both parties involved in a trade cannot be made better off without making one of them worse off. It represents the Pareto efficient allocations of goods between two individuals or entities,
Cornelius
Suppose a consumer consuming two commodities X and Y has The following utility function u=X0.4 Y0.6. If the price of the X and Y are 2 and 3 respectively and income Constraint is birr 50. A,Calculate quantities of x and y which maximize utility. B,Calculate value of Lagrange multiplier. C,Calculate quantities of X and Y consumed with a given price. D,alculate optimum level of output .
Feyisa Reply
Answer
Feyisa
c
Jabir
the market for lemon has 10 potential consumers, each having an individual demand curve p=101-10Qi, where p is price in dollar's per cup and Qi is the number of cups demanded per week by the i th consumer.Find the market demand curve using algebra. Draw an individual demand curve and the market dema
Gsbwnw Reply
suppose the production function is given by ( L, K)=L¼K¾.assuming capital is fixed find APL and MPL. consider the following short run production function:Q=6L²-0.4L³ a) find the value of L that maximizes output b)find the value of L that maximizes marginal product
Abdureman
types of unemployment
Yomi Reply
What is the difference between perfect competition and monopolistic competition?
Mohammed
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Source:  OpenStax, Research in a connected world. OpenStax CNX. Nov 22, 2009 Download for free at http://cnx.org/content/col10677/1.12
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