Models of Graphical Perception

Publisher Summary Graphical perception investigates the mechanisms by which humans perceive, interpret, use, and communicate graphical information. Models of graphical perception explain how people process information from graphs and heighten their understanding of the underlying psychological processes. This knowledge facilitates the design of graphics by providing robust quantitative predictions for evaluating alternative graphic designs or for automating the design of graphics entirely. This chapter discusses models of graphical perception and the design of graphic presentations. The chapter presents an overview of the literature on graphs, tables, and important uses of graphics. The chapter also presents insights about contemporary graph usage through a history of graphics along with the summary of a large body of empirical research on the presentation of graphical information. The chapter describes the psychology of graphical perception and cognition and explains how people acquire information from graphs. Finally, the chapter briefly outlines seven models of graphical perception for evaluating graphic design or automating the design of graphics.

[1]  David E. Kieras,et al.  The Acquisition and Performance of Text-Editing Skill: A Cognitive Complexity Analysis , 1990, Hum. Comput. Interact..

[2]  James A. Senn,et al.  Research in Management Information Systems: The Minnesota Experiments , 1977 .

[3]  Frederick E. Croxton,et al.  II Some Additional Data , 1927 .

[4]  Gerald L. Lohse,et al.  A Cognitive Model for Understanding Graphical Perception , 1993, Hum. Comput. Interact..

[5]  Lee L. Gremillion,et al.  The Effects of Color Enhanced Information Presentations , 1981, ICIS.

[6]  L. Carter,et al.  An experiment on the design of tables and graphs used for presenting numerical data. , 1947, The Journal of applied psychology.

[7]  Jill H. Larkin,et al.  Cognitive Efficiency Considerations for Good Graphic Design , 1989 .

[8]  Gary M. Olson,et al.  The growth of cognitive modeling in human-computer interaction since GOMS , 1990 .

[9]  John P. Yorchak,et al.  A New Tilt on Computer Generated Space Situation Displays , 1984 .

[10]  A. Treisman Perceptual grouping and attention in visual search for features and for objects. , 1982, Journal of experimental psychology. Human perception and performance.

[11]  David R. Schwartz,et al.  Optional Stopping Performance under Graphic and Numeric CRT Formatting , 1984 .

[12]  Henry C. Lucas,et al.  The Impact of the Mode of Information Presentation on Learning and Performance , 1980 .

[13]  R. von Huhn,et al.  Further Studies in the Graphic Use of Circles and Bars , 1927 .

[14]  John R. Riggleman,et al.  Graphic methods for presenting business statistics , 1936 .

[15]  R McGill,et al.  Graphical Perception and Graphical Methods for Analyzing Scientific Data , 1985, Science.

[16]  Hans Jürgen Ehlers,et al.  The use of colour to help visualize information , 1985, Comput. Graph..

[17]  Peter G. W. Keen,et al.  Mis Research: Reference disciplines and a Cumulative Tradition , 1980, ICIS.

[18]  Walter Crosby Eells,et al.  The Relative Merits of Circles and Bars for Representing Component Parts , 1926 .

[19]  B. Julesz Textons, the elements of texture perception, and their interactions , 1981, Nature.

[20]  Stuart Card,et al.  Remembering Allen Newell , 1992, SGCH.

[21]  John J. Bertin,et al.  The semiology of graphics , 1983 .

[22]  Eric J. Johnson,et al.  A componential analysis of cognitive effort in choice , 1990 .

[23]  Richard W. Scamell,et al.  An experimental evaluation of the impact of data display format on recall performance , 1988, CACM.

[24]  Don N. Kleinmuntz,et al.  Information Displays and Decision Processes , 1993 .

[25]  William A. Wallace,et al.  The Effects of 3D Imagery on Managerial Data Interpretation , 1986, MIS Q..

[26]  J. N. Washburne An experimental study of various graphic, tabular, and textual methods of presenting quantitative material , 1927 .

[27]  Myriam Daru,et al.  The culture of quantitative graphicacy , 1986 .

[28]  B Julesz,et al.  Experiments in the visual perception of texture. , 1975, Scientific American.

[29]  R. E. Christ Review and Analysis of Color Coding Research for Visual Displays , 1975 .

[30]  Howard G. Schutz,et al.  An Evaluation of Formats for Graphic Trend Displays—Experiment II1 , 1961 .

[31]  M. D. Vernon,et al.  Presenting information in diagrams , 1953 .

[32]  T S Tullis,et al.  The Formatting of Alphanumeric Displays: A Review and Analysis , 1983, Human factors.

[33]  Gerardine DeSanctis,et al.  Graphical presentation of accounting data for financial forecasting: An experimental investigation , 1989 .

[34]  R. Powers,et al.  The presentation of statistical information , 1963 .

[35]  Izak Benbasat,et al.  An experimental program investigating color-enhanced and graphical information presentation: an integration of the findings , 1986, CACM.

[36]  Bonnie E. John,et al.  Toward an Engineering Model of Stimulus-Response Compatibility , 1990 .

[37]  A. Treisman,et al.  Search asymmetry: a diagnostic for preattentive processing of separable features. , 1985, Journal of experimental psychology. General.

[38]  Bonnie E. John,et al.  Analyzing graphic and textual layouts with GOMS: results of a preliminary analysis , 1994, CHI Conference Companion.

[39]  Richard W. Scamell,et al.  An Examination of Two Screen/Report Design Variables in an Information Recall Context* , 1990 .

[40]  Michael E. Atwood,et al.  Project Ernestine: Validating a GOMS Analysis for Predicting and Explaining Real-World Task Performance , 1993, Hum. Comput. Interact..

[41]  J. P. Cavanagh Relation between the immediate memory span and the memory search rate. , 1972 .

[42]  Stephen M. Casner,et al.  Task-analytic approach to the automated design of graphic presentations , 1991, TOGS.

[43]  Frederick E. Croxton,et al.  Bar Charts versus Circle Diagrams , 1927 .

[44]  Izak Benbasat,et al.  An Experimental Evaluation of Graphical and Color-Enhanced Information Presentation , 1985 .

[45]  S. Kosslyn Understanding charts and graphs , 1989 .

[46]  Bonnie E. John Extensions of GOMS analyses to expert performance requiring perception of dynamic visual and auditory information , 1990, CHI '90.

[47]  Don L. Tolliver,et al.  Color functions in information perception and retention , 1973, Inf. Storage Retr..

[48]  Izak Benbasat,et al.  An Investigation of the Effectiveness of Color and Graphical Information Presentation Under Varying Time Constraints , 1986, MIS Q..

[49]  Izak Benbasat,et al.  The Influence of Color and Graphical Information Presentation in a Managerial Decision Simulation , 1986, Hum. Comput. Interact..

[50]  William S. Cleveland,et al.  Graphs in Scientific Publications , 1984 .

[51]  Edward J. Lusk,et al.  The impact of a change in information representation and a change in the amount of information on decision performance , 1982 .

[52]  Howard G. Schutz,et al.  An Evaluation of Methods for Presentation of Graphic Multiple Trends—Experiment III1 , 1961 .

[53]  Sirkka L. Jarvenpaa,et al.  Graphics and managerial decision making: research-based guidelines , 1988, CACM.

[54]  Woodrow Barfield,et al.  The effects of two- or three-dimensional graphics on the problem-solving performance of experienced and novice decision makers , 1989 .

[55]  Robert W. Zmud,et al.  The Impact of Color Graphic Report Formats on Decision Performance and Learning , 1983, ICIS.

[56]  Steven Pinker,et al.  A theory of graph comprehension. , 1990 .

[57]  W. Cleveland,et al.  Graphical Perception: Theory, Experimentation, and Application to the Development of Graphical Methods , 1984 .

[58]  C Ware,et al.  Using Color Dimensions to Display Data Dimensions , 1988, Human factors.

[59]  P A Kolers,et al.  Eye Movement Measurement of Readability of CRT Displays , 1981, Human factors.

[60]  Edward J. Lusk,et al.  The Effect of Cognitive Style and Report Format on Task Performance: The MIS Design Consequences , 1979 .

[61]  Blake Ives,et al.  Graphical User Interfaces for Business Information Systems , 1982, MIS Q..

[62]  Roger P. Dooley,et al.  Functional and Attention-Getting Effects of Color on Graphic Communications , 1970 .

[63]  D J Gillan,et al.  A Componential Model of Human Interaction with Graphs: 1. Linear Regression Modeling , 1994, Human factors.

[64]  Robert W. Zmud,et al.  AN EMPIRICAL INVESTIGATION OF THE DIMENSIONALITY OF THE CONCEPT OF INFORMATION , 1978 .

[65]  Jock D. Mackinlay,et al.  Automating the design of graphical presentations of relational information , 1986, TOGS.

[66]  Douglas R. Vogel,et al.  The Impact of Graphical Displays on Persuasion: an Empirical Study , 1986, ICIS.

[67]  John R. Anderson A spreading activation theory of memory. , 1983 .

[68]  David E. Kieras,et al.  Predictive engineering models using the EPIC architecture for a high-performance task , 1995, CHI '95.

[69]  Gerardine DeSanctis,et al.  COMPUTER GRAPHICS AS DECISION AIDS: DIRECTIONS FOR RESEARCH* , 1984 .

[70]  Sirkka L. Jarvenpaa,et al.  The effect of task demands and graphical format on information processing strategies , 1989 .

[71]  William Remus,et al.  A Study of Graphical and Tabular Displays and Their Interaction with Environmental Complexity , 1987 .

[72]  M. Vernon The psychology of perception , 1962 .

[73]  G E Legge,et al.  Efficiency of graphical perception , 1991, Perception & psychophysics.

[74]  David K. Simkin,et al.  An Information-Processing Analysis of Graph Perception , 1987 .

[75]  Christopher D. Wickens,et al.  Two- and Three-Dimensional Displays for Aviation: A Theoretical and Empirical Comparison , 1993 .

[76]  William Remus,et al.  An Empirical Investigation of the Impact of Graphical and Tabular Data Presentations on Decision Making , 1984 .

[77]  Thomas S. Tullis,et al.  An Evaluation of Alphanumeric, Graphic, and Color Information Displays , 1981 .

[78]  I. Spence Visual psychophysics of simple graphical elements. , 1990, Journal of experimental psychology. Human perception and performance.

[79]  Herbert A. Simon,et al.  Why a Diagram is (Sometimes) Worth Ten Thousand Words , 1987 .

[80]  Stephen M. Kosslyn,et al.  Graphics and Human Information Processing: A Review of Five Books , 1985 .

[81]  Ellen D. Hoadley Investigating the effects of color , 1990, CACM.

[82]  Ben Shneiderman,et al.  An Experimental Comparison of Tabular and Graphic Data Presentation , 1984, Int. J. Man Mach. Stud..

[83]  S. Lewandowsky,et al.  Displaying proportions and percentages , 1991 .

[84]  R. W. Driver,et al.  The Influence of Computer Graphics on the Recall of Information , 1983, MIS Q..

[85]  David E. Kieras,et al.  The EPIC Architecture for Modeling Human Information-Processing and Performance: A Brief Introduction , 1994 .

[86]  Henry C. Lucas,et al.  An Experimental Investigation of the Use of Computer-Based Graphics in Decision Making , 1981 .

[87]  F M Dwyer,et al.  Color as an instructional variable , 1971, Die Medizinische Welt.

[88]  Irwin M. Jarett,et al.  Financial Reporting Using Computer Graphics , 1987 .

[89]  Jerry Lohse,et al.  A cognitive model for the perception and understanding of graphs , 1991, CHI.

[90]  Jock D. Mackinlay,et al.  Information visualization using 3D interactive animation , 1993, CACM.