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DOCUMENT RESUME ED 282 526 IR 012 670 AUTHOR Smith, Alan D. TITLE Educational Concepts of Computer Graphics in the Classroom. PUB DATE [84] NOTE 29p. PUB TYPE Information Analyses (070) -- Viewpoints (120) EDRS PRICE MF01/PCO2 Plus Postage. DESCRIPTORS *Business Administration Education; *Computer Graphics; *Computer Software; Data Analysis; Databases; Decision Making; Higher Education; *Input Output Devices; Marketing; Microcomputers; Models; Three Dimensional Aids IDENTIFIERS *Computer Peripheral Equipment ABSTRACT There are increas'alg numbers of commercially available computer graphics packages, both in terms of hardware and software, that can be utilized by instructors, practitioners, and students of education. With the proliferation of low-cost graphic terminals, time-sharing capabilities, and recent advances in mini- and microcomputers, computer graphics and associated applications have been practical, reliable, cost-effective, and available at a host of working, user-oriented levels. Working databases used for instructional purposes in undergraduate and graduate marketing courses, especially in physical-distribution related subjects, illustrate the potential capabilities of appropriate computer software packages such as SYMAP, SYMVU, PLOTALL, QUSMO, and QUTAB. Applications and examples derived from these packages can be represented from existing output facilities, such as the line-printer terminal, incremental drum-plotter, flatbed plotter, and electrostatic plotter. Computer graphics can be an essential tool in helping consumers of information to conceptualize and ultimately visualize raw data files. In addition, the basic skills that students learn in applying computer graphics to business decision-making situations enhance their preparation for the world of work. Seven tables and eight references are provided as well as seven samples of computer-generated graphic displays. (Author/MES) *********************************************************************** Reproductions supplied by EDRS are the best that can be made from the original document. ***********************************************************************

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Page 1: DOCUMENT RESUME - files.eric.ed.gov · DOCUMENT RESUME ED 282 526 IR 012 ... flect the "tapering" principle--transportation rates initially ... has been studied for years as a basic

DOCUMENT RESUME

ED 282 526 IR 012 670

AUTHOR Smith, Alan D.TITLE Educational Concepts of Computer Graphics in the

Classroom.PUB DATE [84]NOTE 29p.PUB TYPE Information Analyses (070) -- Viewpoints (120)

EDRS PRICE MF01/PCO2 Plus Postage.DESCRIPTORS *Business Administration Education; *Computer

Graphics; *Computer Software; Data Analysis;Databases; Decision Making; Higher Education; *InputOutput Devices; Marketing; Microcomputers; Models;Three Dimensional Aids

IDENTIFIERS *Computer Peripheral Equipment

ABSTRACTThere are increas'alg numbers of commercially

available computer graphics packages, both in terms of hardware andsoftware, that can be utilized by instructors, practitioners, andstudents of education. With the proliferation of low-cost graphicterminals, time-sharing capabilities, and recent advances in mini-and microcomputers, computer graphics and associated applicationshave been practical, reliable, cost-effective, and available at ahost of working, user-oriented levels. Working databases used forinstructional purposes in undergraduate and graduate marketingcourses, especially in physical-distribution related subjects,illustrate the potential capabilities of appropriate computersoftware packages such as SYMAP, SYMVU, PLOTALL, QUSMO, and QUTAB.Applications and examples derived from these packages can berepresented from existing output facilities, such as the line-printerterminal, incremental drum-plotter, flatbed plotter, andelectrostatic plotter. Computer graphics can be an essential tool inhelping consumers of information to conceptualize and ultimatelyvisualize raw data files. In addition, the basic skills that studentslearn in applying computer graphics to business decision-makingsituations enhance their preparation for the world of work. Seventables and eight references are provided as well as seven samples ofcomputer-generated graphic displays. (Author/MES)

***********************************************************************Reproductions supplied by EDRS are the best that can be made

from the original document.***********************************************************************

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U.S. DEPARTMENT OF EDUCATIONOffice of Educational Research and Improvement

1/40EDUCATIONAL RESOURCES INFORMATION

CENTER (ERIC)

r\J )(This document has been reproduced Itsreceived from the person or organization

11"1originating it

C Minor Changes have been made to improve

(NI reproduction quality

CO Points of view or opinions stated in this doCument do not necessarily represent officialOERI position or policy

14.1

EDUCATIONAL CONCEPTS OF COMPUTERGRAPHICS IN THE CLASSROOM

Alan D. SmithDepartment of Quant. and Nat. Sci., Robert Morris College

Coraopolis, PA 15108

BEST COPY AVAILABLE

(412)262-8303

2

"PERMISSION TO REPRODUCE THISMATERIAL HAS BEEN GRANTED BY

Alan D. Smith

TO THE EDUCATIONAL RESOURCESINFORMATION CENTER (ERIC)."

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EDUCATIONAL CONCEPTS OF COMPUTER GRAPHICSIN THE CLASSAOOM

ABSTRACT

There are increasing numbers of commercially available computer-graphic

packages, both in terns of hardware and software that can be utilized by in-

structors, practitioners, and students of edu. ltion. With the proliferation of

low-cost graphic terminals, time-sharing capabilities, and recent advances in

mini- and microcomputers, computer graphics and associated applications have

been practical, reliable, cost-effective, and available at a host of working,

user-oriented levels. Working data bases used for instructional purposes in

undergraduate and graduate marketing courses, especially in physical-distribu-

tion related sbujects, illustrated the potential capabilities of appropriate

computer-software packages such as: SYMAP, SYMVU, PLOTALL, QUSMO, and QUTAB

Applications and examples derived from these packages are represented from

existing output facilities, such as the line-printer terminal, incremental

drum-plotter, flatbed plotter, and electrostatic plotter. Computer graphics

can be an essential tool in helping consumers of information to conceptualize

and ultimately visualize raw data films. In addition, the basic skills that

students learn in applying Somputer graphics to business decision-making situa-

tions enhances their preparation in the world of work.

3

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INTRODUCTION

Since its introduction in industry and academic centers in the 1960s, the

field of computer graphics has captured the technical, ascetic, and artistic

interests, from rapidly increasing numbers of users from a vast variety of dis-

ciplines. No longer must the potential user be proficient in the complexities

of mathematical elements and computer graphics. As suggested by Rogers and Adams

(1976), Scott (1982), and Maft (1983), almost everyone will be affected by this

rapidly expanding technology, which combines the age-old art of graphical com-

munication with recent advances in digital computers. Now, relatil.ely low-cost

terminals, time sharing options, and advances in mini- and microcomputers have

made computer graphics practical, reliable, cost effective, and readily avail-

able to the potential user. In fact, the last few years has seen a tremendous

influx of research on business applications of the computer, especially the

mini- and microcomputers. However, there does not appear to be as great a volume

of literature on the business and educational applications of these recent ad-

vances on the use of the computer in the classroom, especially concerning tom-

puter graphics.

Hence, the thrustz of this paper is to discuss the basic types of computer-

generated display devices, and to illustrate the combined use of line-printer

maps, digital storage, and transfer of information into projected three-dimen-

sional surfaces for viewing as instructional aids to geographic and business

education. Although beginning business and geographic graduates, managers, and

other business-related personnel have many applications of such output to illus-

trate basic corcepts of marketing and physical distribution phenomena and its

spatial interpretation, applications of computer graphics and basic principles are

not limited to a single discipline of study. In fact, with the widespread use

of microcomputers in the classroom for computer-assisted instructional purposes,

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the expanding use of computer graphics in all disciplines and its application to

communicate often difficult-to-interpret data bases and concepts is rapidly be-

coming an essential tool for use in the classroom by educational practitioners.

The usefulness of computer-graphical systems must, however, be based on their

ability to communicate the results of data manipulation and ease of access. An

understanding of the basic computer graphics in the classroom. Not all possible

computer hardware and software types are discussed in this paper, since a magni-

tude of such devices cad packages with length lists of menus exist (Smith, Timmer-

man and Seymour, 1984). However, the basic display devices that are commonly

available (including raster refresh, directed beam refresh, storage tube, and

plasma panel) coupled with the basic output devices (such as mechanical plotters,

electrostatic plotters, hardcopy devices, and color plotters) will be briefly dis-

cussed. However, the bulk of the paper will concentrate on marketing/business

education examples to illustrate the process of converting complex information and

models to easily communicated computer-graphical displays in the classroom.

COMPUTER INPUT DEVICES

Input devices can be grouped into two basic formats, including the batch

mode (reading one job or program in one-at-a-time) and the interacting mode

(which includes the ability of the user to communicate with the program while it

is running). Batch jobs usually can be initiated by reading in cards, tape, and

CRT (cathode-ray tube) via some type of terminal capability of reading informa-

tion in these particular modes, The interactive mode requires the user to inter-

rupt the computer programs so that new or revised information can be entered

before the final execution of the program. Although there exists a large number

of devices to accomplish this task, the simplest and most common is the alpha-

numeric keyboard. More sophisticated input devices include light pens, joy sticks,

-3- 5

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track balls, mouse, function switches, control dials, and analog tablets.

These other input devices usually constitute greater flexibility and faster

speeds of interaction than the alphanumeric keyboard, which frequently becomes

a test of your typing skills.

COMPUTER OUTPUT DEVICES

There are a variety of output devices in use in computer graphics, but

most of them fall into a few basic categories. Graphic display devices are

usually divided between CRT, pen and iak plotter, dot mairix plotter, and the

plasma panel. The three basic types of CRT devices for computer graphics in-

clude the direct view storage tube (sometimes referred to as the visible tube

display), refresh, and raster scan. The direct view storage tube is probably

most common to the public and is similar to an oscilloscope with a relative long-

life phosphor or image phosphor. Storage tubes have the advantages of being

flicker free, good resolution, low cost, relatively easy to obtain an accept-

able hard copy of the frame or screen image, and more suited to time-sharing

applications. Unfortunately, the screen cannot be selectively erased in order

to change any element of the graphic display, thus the whole picture must be

redrawn and hence, no dynamic motions are possible. The refresh CRT is based on

a television-like tube of short-lived phosphor persistence, thus causing flicker.

However, the refresh can be used to show dynamic motion and allow selective

ele,:ents of the display to be created, changed, or removed. Disadvantages of

the refresh system include higher cost and greater difficulty in obtaining a

good quality hard copy of the image. Lastly, the raster scan CRT, which uses

a standard television monitor for the display console, makes use of a series of

dots. In the consideration of a raster-scan CRT graphic display system, color

is possible, but cost is a function the resolution needed. In addition, the

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selective erase feature is more difficult to use, and obtaining quality hard

copies are problems.

Traditional hard copy graphical devices generally involve the digital in-

cremental pen and ink plotters, flat pen plotter is generally limited to 8

direction of pen movement, thus a curved line appears to be made up of a series

of small steps. The incremental drum plotter, which was the major device used

to create the three-dimensional computer graphics found in the paper, refers to

a type of plotter on which the paper is help by two roils--a supply roll and a

take-up roll--separated by a drum. Although incremental plotters can provide

high-quality hard copy of graphical output, they are generally slower than CRT

graphics and, hence, are not used for most real-time interactive graphics. The

electrostatic dot matrix printer/plotter operates quite differently by depositing

particles of toner onto small electrostatically Charged areas of special paper.

The electrostatic plotter was the device used to generate the bar, pie, and line

plots found in the study (Rogers and Adams, 1976; Maft, 1983). Lastly the plasma

panel, which was initially developed a few years ago and recently staging a come-

back, is essentially a gas-filled matrix or panel that usually can be viewed

from both sides. However, although good resolution is possible, it is cost pro-

hibitive and not popularly accepted. Tables 1 and 2 present a summary of the

financial and physical parameters that should be considered in the final selec-

tion of computer-graphical devices (both input and output) and the proper soft-

ware package to enhance geographic/business education activities.

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APPLICATIONS OF SELECTED COMPUTERGRAPHICS TO SPATIAL AND SURVEY

RESEARCH

Introduction to Classroom Examples

Examples of primary and secondary databases researched and collected by

the author for use in undergraduate/graduate marketing/physical distribution

management and related courses at Eastern Kentucky University's Department of

Business Administration. Portions of the courses emphasize the spatial varia-

bility of transportation costs and the need to communicate this information to

prospective clients and consumers. Generally, most theoretists of physical dis-

tribution expect the distance factor in predicting transportation costs to re-

flect the "tapering" principle--transportation rates initially increases signi-

ficantly with distance, then increase at diminishing rate. This relationship

has been studied for years as a basic principle in business logistics, and the

function is expected to be relatively smooth in nature and predictable in form.

However, especially through three-dimensional displays of spatially-oriented

transportation costs, this relationship is more complex and difficult to inter-

pret. Probably, many economic and physical characteristics influence transpor-

tation rates, thus each area must be analyzed in relation to the environmental

constraints that exists, both the economic and physical aspects. In addition,

information dealing with the frequency counts, summaries of statstics, and other

data dealing with survey-research problems are more effectively communicated in

a graphical form. Hence, to illustrate the use of computer graphics in the

classroom, several databases were established for students to access for report-

writing purposes. The databases include marketing-research survey results,

geographically oriented-transportation costs from a variety of origin and destina-

tion points, and revenue/expense data for departments within unnamed companies.

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In addition, various options exist to allow users to mathematically model

seler.tea variables based on geographic coordinates (spatial variability).

Computer-Generated Output

Figures 1 through 3 illustrate representative information from the data-

bases in pie-chart, line-graph, bar-graph form via the electrostatic output

device, respectively. The user input, via the computer-software PLOTALL (Klein,

1976), for example, to arrive at Figure I was simply the following instructions

that the student/practitioner typed in at a terminal:

THE VARIABLE IS SATISFACTIONTHERE ARE 4 CASESREAD THE DATA-104, -48, -31, -89, -190THE TYPE OF PLOT IS PIE PLOTSTART SHADINGPLOT SATISFACTIONSTOPEND

As shown in Figure 1, the negative sign associated with the data values results

in each pie slice being separated from the center of the pie shape. The other

basic graphical forms of frequency distributions are portrayed in Figures 2

and 3, and use similar options to generate them, Hence, the statements required

are English-like and require virtually no prior programming experience to write

them and execute the computer graphics.

The graphic displays of the three-dimensional plots were generated through the

use of QUSMO (Sawan and Nash, 1974) and SYMAP, SYMVU (Dougenik and Sheehan, 1979). The

basic line-printer map was also generated by SYMAP, a software package that has been com

mercially available for a number of years and is well-documented (Fig. 4). The

simple use of the program's electives allows students/users to create 89 by 98

data matrix on tape/disk storage. This data matrix can be read from storage to

a user-oriented plotting software, namely QUSMO. Table 3 illustrates the basic

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specifications of the stored datanatrix, ,!s well as basic descriptive statistics.

Table 4 presents a partial listing of the data matrix by rows and columns. The

following list of commands, for example, is required to retrieve the stored matrix

and execute three-dimensional plotting software:

a //FTO8F001 DD DSN=USER. ADS 19, DISP-SHR

COSTS FOR TRANSPORTATION PER CLASS DIFFERENCES BETWEENCOST IN DOLLARS

YES NONORTHEAST 0. 7

The computer-generated, three-dimensional plots of this digitized surface of

spatially oriented transportation costs can be found in Figures 5 and 6. Figure

5 is the surface as viewed from the southeast direction and Figure 6 is the sur-

face as viewed from the northeast direction.

Model comparisons and hypothesis testing of best fit surfaces can also be

performed (Smith 1983). Table 5 lists the basic electives in SYMAP to generate

a third-degree, best-fitted polynomial-trend surface. Table 6 summarizes the

error measures and coefficients of the third-degree surface. Table 7 contains a

listing of the actual predicted, residual transportation costs, as well as the

location coordinates of each of the 79 destination points to Kentucky from

Chicago, Illinois that was utilized to create the database. Figure 7 graphical

portrays the error surface as a function of distance and magnitude of error

derived from use of the third-degree surface. In addition, uses of the data-

bases can generate other graphically-portrayed models in forecasting and report

writing. The examples in the various Figures and Tables are but a few of the

many survey and spatial analyses available to consumers of information.

aThis entry is JCL (job control language) showing where the tape/disk file

is located, and will dhange somewhat depending on the computer installation.bUser entered title.cUser-entered legend.

dStatistics and time-series options.

eDirection of viewing and final plot-size factor for output.

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CONCLUSION

As evident from the figures generated from applying only a few aspects

established databases for instructional purposes, a large range of computer

graphics can be utilized for students and practitioners to conceptualize and

visual complex interactions of survey-research data and transportation costs

as a function of distance. Students/practitioners should be in better positions

to grasp more components of d research problem to make more effective decisions

and better communication of their analyses. With the increasing use and avail-

ability of appropriate software and hardware, computer modeling should be used

in conjunction with statistical models to better portray and communicate the

complex interactions found dealing with "real-world" problems. With the advent

of increased computer technology and associated applications that graduate busi-

ness personnel will rapidly find themselves confronted with, we as instructors

in the various disciplines should take steps to help our students make that

transition with a minimum of stress.

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TABLE 1. Computer system checklist comparing resolution, accuracy, repeata-bility, color, and speed with types of input and output devices andsoftware needed.

Characteristics Input Output Display Software Tape Disk Printer Overall

Resolution X X X A X

Accuracy X X X X

Repeatability X X

Color X X X

Speed X X X X X X X X

Source: Control Data Corporation, 8100 34th Ave., Minneapolis, Minnesota 55440.

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TABLE 2. Financial and physical considerations of selecting the propercomputer graphics system for use in educational applications.

Financial and PhysicalAttributes/Factors Overall Considerations/Concerns

InterfaceSoftwareHardware functionsVector/Rastor/BothThroughoutHard copy outputInput

Physical environment

Delivery time

Personnel constraintsSystem and device

ReliabilityCosts

FinancingVendor stability

Other systems, software, devicesGeneral graphics, applications, languagesAll devices (specific requirements)Each device and overall systemOverall system, units of work vs. units of timeYour needsRange of data sources

Temperature,-humidity, lighting, static, dirt,noise

Hardware, soitware (when must system be opera-tional?)

How many operators? With what skills?Maximum down time per week/month

Standard, custom services (software). Includetaxes, delivery, installation, training, sitepreparation, maintenance, softwareRental; Purdhase; LeasingCheck Dunn & Bradstreet, Better Business BureauBanks, references

Source: Control Data Corporation, 8100 34th Ave., Minneapolis, Minnesota 55440.

13

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REFERENCES

Dougenik, J.A. and D.E. Cheehan (1979), SYMAP User's Reference Manual, CambridgeMA: Harvard Univ. Press, 170 p.

Klein, M. (1976), PLOTALL, Akron, OH: The University of Akron, 82 p.

Maft, A.A. (1983), Elementary Computer Graphics, Reston, VA: Reston Pub. Co.

Rogers, D.F. and J.A. Adams (1976), Mathematical Elements for Computer Graphics,New York, McGraw-Hill Book Co., 239 p.

Sawan, S.P. and T.L. Nash (1974), Three-Dimensional Mapping Programs User Manual,Akron, OH: The University of Akron Laboratory for Cartographic andSpatial Analysis, 29 p.

Scott, J.E. (1982), Introduction to Interactive Computer Graphics, New York:John Wiley and Sons, Inc.

Smith, A.D. (1983), "Hypothesis Testing and Model Comparisons of Trend Surfaces,"Travsactions of the Kentucky Academy of Science, 44(1-2): 17-21.

Smith, A.D., D.H. Timmerman, and G.A. Seymour (1984), "A Geotechnical Applica-tion of Computer-Generated Statistical Models.of Contour, Trend, andResiduals Surfaces," Transactions of the Kentucky Academy of Science,45 (1-2): 18-29.

14

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CAPTIONS OF SELECTED TABLES

TABLES

3. Basic specifications of stored datamatrix and associated descriptivestatistics of spatially-oriented transportation costs.

4. Partial listing of digital-datamatrix stored in tape/disk file(rows by columns) of spatially-orientated transportation costs.

5. Listing of the basic electives in SYMAP and SYMVU to generate the best-fit, polynomial-trend surface.

6. Summary of error measures and coefficients of the third-degree,polynomial trend-surface and associated statistics.

7. Listing of the spatial/geographical coordinates, actual and predictedtransportation costs, and the differences or errors in prediction foreach of the 79 locations.

15

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QUICK SMOOTHCOSTS FOR TRANSPORTATION PER CLASS DIFFERENCES BETWEEN 100 AND 77.5 KENTUCKY-

LEGEND SPECIFIED FOR THE PLOTTED SCALE IS : COST IN OCLLARSSIZE FACTOR SET TO 0.74300- -

- -

VERTICAL SCALE FACTOR SET TO 2.0000SYMAP INPUT HAS BEEN SPECIFIEDTHE UNIT NUMBER = 8 THE DATA WILL BE READ FROM THERE

- **NOTE*** ADDITIONAL JCL (IE. NEw DO CARD) IS REQUIRED FOR THIS UNIT NUMBER-

THE NUMBER OF NOWS ON THE STRAP FILE EXCEEDS 98ONLY 98 WILL BE READTHE NUMBEA-OF nows READ FROM THE SYMAP FILE WILL BE 89HE NUMBER OF COLUMNS READ FROM THE STRAP FILE WILL BE 98

--SURFACE-MILL OrVIEMEOFROm THE SOUTHEASTNUMBER OF ROWS IN DATA MATRIX 89NUMBER OF COLUMNS IN DATA MATRIX 98DATA EXTREMES ARE 2.85000 3.32171MEAN is 2.92404STANDAg0 ERROR OF THE MEAN = 0.00248STANDARD DEVIATION = 6.14614SKEWNESS 21 46175.37541

STANDARD ERROR FOR SKEWNESS =KURTOSIS = 2974.84180coirt7Top TRANSPORTATION PER dass OLFFEREiZES ä Eioô Akb 77.5 KENTUCKYROW 4

INPUT MATRIX

16

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2.16 3.81 3.16 3.36 3.1, 3.10 3.16 2.121 3.24 3.24 2.23 3.73 3.71 1.3. 3.71

2.20 .1.11, 3.80 3.21 3.41 3.11 3.111 3.14ft 4041 .4.00 .1.114 -i.e. 8.941 21110 4.011 8.011 2.60 it.O. 2.011 Sell foOV 2.011 1.411

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i

Page 18: DOCUMENT RESUME - files.eric.ed.gov · DOCUMENT RESUME ED 282 526 IR 012 ... flect the "tapering" principle--transportation rates initially ... has been studied for years as a basic

F MAP

LOISTRI BUT ION COTS FOR DIFFERENCESBETWEEN CLASSES 77.5 AND I OG

STATE-OF-KENTUCKY.

ALAN O. SMITH EASTERN KENTUCKY UN IVERSI TY

I MAP OIMENS IONS ARE 9.00 INCHES LONG BY 0.00 INCHES 11, IDEPRESSIOW-DF-CONT OUR-LIN E S- OR BO UN 0 AR I E S15 . NUMBER OF CHAI1ACTERS PERINCH I S 10 .0 DOWN AND 10.0 ACROSS21 SYMVU T APE CREATE() AND PR INTED24 SUPPRESSION OF NUMERIC INFORMATION

38-TRENO-3URFACE-AFAUTSIS-i- OR DER 3.000 .000000 MINUTES FOR INPUT

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COEFFICIENTS OF THE TREND SURFACE (ORDER 3). SYNAP AXIS SYSTEMMOMMall ........._____------.--THE VALUE OF THE FUNCTION AT COORDINATES X ANO if ISz = 4 0.537641601720+01 0.40624614518D+00 X 0.589312666030+00 Y0.400844525680001 Y2 0.203377557710..903 X3 0.167429686700-.02 X2Y+ 0.19743721504001 X2 + 0.587511607e0D01 X/0.12683058020002 XY2 0.t8289588592003 Y3

__ERROR_ME4SUeES__.MOMMOW1.0.....~411

*STANDARD OEVIATION-VARI Afi UN -EY:PM NEDBY SURFACE

VARIATION NOT EXPLAINED--14V SURFACE

TOTAL VARIATION

-CU EFF 1 INiWDETERMINATION

COEFFICIENT OFCOARELATICW-

0.11

0.27707443E+01

0;1;1382563E4DV

0.3E845703E+01

0.75198573

-0.:8671711F

19

6

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FIGURE CAPTIONS

FIGURE

1. Distribution of questionnaire respondents according to product satisfactionand performance.

2. Line graph of sales, in millions of dollars, as a function of time of sales.

3. Bar plot of expenses by department in an unnamed company.

4. Line-printer map of transportation costs as generated from SYMAP and eventually di,digitized.

5. Three-dimensional surface displaying transportation costs to Kentucky fromChicago, Illinois as viewed from the southeast direction, 300 degrees fromthe datum plane.

6. Three-dimensional surface displaying transportation costs tooKentucky fromChicago, Illinois as viewed from the northeast direction, 30 degrees fromthe datum plane.

7. Error surface (actual minus predicted transportation costs) as a functionof distance and magnitude associated with the third-order, polynomial,best-fitted trend equation.

21

Page 22: DOCUMENT RESUME - files.eric.ed.gov · DOCUMENT RESUME ED 282 526 IR 012 ... flect the "tapering" principle--transportation rates initially ... has been studied for years as a basic

A denotes no satisfaction

B denotes little satisfaction

(..denotes moderate satisfactiGn

D denotes much satisfaction

E denotes factor does uot apply

22

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10

QUARTERLY SALES

5119V "1969° "134700 j R1 9-171" Al9j72Ø 134130

0 COMPANY A0 COMPANY

2

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J/1

OUALITT CONT

MAINTENANCE

TRANSPORT

PRODUCTION

IT

ACCOUNTING

0 -4

- (

33 2

0 LA r -

MO

N-I

CI 0

33-7

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-oo

rn-

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SRLftl

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C0313 FOR taRR3PoRFRIION rtR Cl01,5 OIFFEOFIREFS R(Iberfm leo amO 77.5 Rtoolu(scr

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s1:11trA4.

14.19

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9.46

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2.31

1.15

0.0011.1l-11

costs nr Inamsrantnt toles ticluccot ccnssrs Fen sunnornr twtnn mcnrt 7