The Design and Evaluation of Graphical Radial Menus

Graphical menus provide slow performance and yet users often try to select menu commands as fast as possible. Shortcut techniques that enable users to by-pass selections from a graphical menu are fast, but are not the ultimate answer to the performance problem. Shortcut techniques pose high demands on human memory. They require much training and frequent use. They do not scale well. And they often cannot be provided on devices with limited capabilities, such as mobile devices with small screens, small keyboards, or touch screens. Because of these problems, users often times ‘stick’ to a graphical menu and are condemned to its poor performance. This thesis argues that the performance of graphical menus can be improved. The thesis consists of three parts: The first part presents the background knowledge and the problem of slow graphical menus. The second part presents the design of a menu that supports the needs of novices, experts, and those transitioning from novice to expert. In particular, the design explicitly aims at improving selection performance by leveraging concentric radial layout. The third part of the thesis presents the evaluation of the design and its main characteristics. Four studies are conducted based on two controlled, user experiments. A number of variables are analysed including pointing time, visual search time, navigation performance, novice/expert performance, navigation errors, and screen consumption. A number of factors are controlled including menu size, location of menu items, menu design, and layout variation. Traditional linear menus are included for comparison. Objective and subjective measures are used. Additionally, a performance model based on pointing laws is proposed and used to measure the motor processing rates of tested designs. The evaluation shows that designing with performance in mind can result in faster graphical menus compared to traditional menus. The proposed Compact Radial Layout menu is approximately 20-30% faster in a variety of conditions, reduces navigation errors, induces users to faster movements and decreases screen consumption. The evaluation also shows that, with a consistent pattern of organizing items in radial menus, search and navigation performance can be further improved. At the same time, the results indicate that the improved navigation performance in radial menus comes at the cost of slower visual search.

[1]  M. Weiser,et al.  An empirical comparison of pie vs. linear menus , 1988, CHI '88.

[2]  Ben Shneiderman,et al.  The Psychology of Menu Selection: Designing Cognitive Control at the Human/Computer Interface , 1991 .

[3]  Stefan Decker,et al.  Supporting menu design with radial layouts , 2010, AVI.

[4]  H WittenIan,et al.  Supporting command reuse , 1993 .

[5]  Andreas Dieberger,et al.  Supporting social navigation on the World Wide Web , 1997, Int. J. Hum. Comput. Stud..

[6]  Carl Gutwin,et al.  A predictive model of menu performance , 2007, CHI.

[7]  Jakob Nielsen,et al.  Hypertext and hypermedia , 1990 .

[8]  G. W. Furnas,et al.  Generalized fisheye views , 1986, CHI '86.

[9]  T. S. Constantinidis,et al.  Speed-accuracy trade-off in the performance of pointing movements in different directions in two-dimensional space , 2000, Experimental Brain Research.

[10]  Victor Kaptelinin,et al.  Item recognition in menu selection: the effect of practice , 1993, INTERCHI Adjunct Proceedings.

[11]  Dieter Zapf,et al.  Errors in computerized office work: differences between novice and expert users , 1991, SGCH.

[12]  H. Rex Hartson,et al.  Human-computer interaction: Interdisciplinary roots and trends , 1998, J. Syst. Softw..

[13]  T. J. Jankun-Kelly,et al.  MoireGraphs: radial focus+context visualization and interaction for graphs with visual nodes , 2003, IEEE Symposium on Information Visualization 2003 (IEEE Cat. No.03TH8714).

[14]  Kori Inkpen Quinn,et al.  Drag-and-drop versus point-and-click mouse interaction styles for children , 2001, TCHI.

[15]  Kathleen Hemenway Psychological issues in the use of icons in command menus , 1982, CHI '82.

[16]  T J Triggs,et al.  Characteristics of cursor trajectories controlled by the computer mouse , 2001, Ergonomics.

[17]  Anthony J. Hornof,et al.  Explaining Eye Movements in the Visual Search of Varying Density Layouts , 2004, ICCM.

[18]  Christine L. MacKenzie,et al.  Physical versus virtual pointing , 1996, CHI.

[19]  P. Fitts The information capacity of the human motor system in controlling the amplitude of movement. , 1954, Journal of experimental psychology.

[20]  L. Buck Target location effects in tapping tasks , 1986 .

[21]  P. Fitts,et al.  Information capacity of discrete motor responses under different cognitive sets. , 1966, Journal of experimental psychology.

[22]  Otmar Bock,et al.  The mechanisms of movement preparation: a precuing study , 2000, Behavioural Brain Research.

[23]  Richard E. Mayer,et al.  From Novice to expert , 1988 .

[24]  Joanna McGrenere,et al.  Ephemeral adaptation: the use of gradual onset to improve menu selection performance , 2009, CHI.

[25]  J. Gibson The Ecological Approach to Visual Perception , 1979 .

[26]  Olivier Bau,et al.  OctoPocus: a dynamic guide for learning gesture-based command sets , 2008, UIST '08.

[27]  Davida Charney,et al.  Goal Setting and Procedure Selection in Acquiring Computer Skills: A Comparison of Tutorials, Problem Solving, and Learner Exploration , 1990 .

[28]  Benjamin B. Bederson,et al.  Fisheye menus , 2000, UIST '00.

[29]  Adrianus W. Lazonder,et al.  Minimalist computer documentation : a study on constructive and corrective skills development , 1994 .

[30]  John Millar Carroll The Nurnberg Funnel: Designing Minimalist Instruction for Practical Computer Skill , 1990 .

[31]  Mark Dean,et al.  Trading off speed and accuracy in rapid, goal-directed movements. , 2007, Journal of vision.

[32]  E. Hoffmann,et al.  Geometrical conditions for ballistic and visually controlled movements. , 1988, Ergonomics.

[33]  Stuart K. Card,et al.  User perceptual mechanisms in the search of computer command menus , 1982, CHI '82.

[34]  Mary Beth Rosson,et al.  Paradox of the active user , 1987 .

[35]  Stuart K. Card,et al.  The effects of information scent on visual search in the hyperbolic tree browser , 2003, TCHI.

[36]  Renate J. Roske-Hofstrand,et al.  The Optimal Number of Menu Options per Panel , 1986 .

[37]  H. Zelaznik,et al.  Motor-output variability: a theory for the accuracy of rapid motor acts. , 1979, Psychological review.

[38]  Justin G. Hollands,et al.  Menu Organization and User Expertise in Information Search Tasks , 1987 .

[39]  Andy Cockburn,et al.  Faster cascading menu selections with enlarged activation areas , 2006, Graphics Interface.

[40]  Joanna McGrenere,et al.  A comparison of static, adaptive, and adaptable menus , 2004, CHI.

[41]  Marti A. Hearst,et al.  Animated exploration of dynamic graphs with radial layout , 2001, IEEE Symposium on Information Visualization, 2001. INFOVIS 2001..

[42]  Susan T. Dumais,et al.  Describing categories of objects for menu retrieval systems , 1984 .

[43]  Donald A. Norman,et al.  Affordance, conventions, and design , 1999, INTR.

[44]  Shumin Zhai,et al.  Human on-line response to target expansion , 2003, CHI '03.

[45]  Allen Newell,et al.  The psychology of human-computer interaction , 1983 .

[46]  Shumin Zhai,et al.  Beyond Fitts' law: models for trajectory-based HCI tasks , 1997, CHI Extended Abstracts.

[47]  Allen Newell,et al.  The keystroke-level model for user performance time with interactive systems , 1980, CACM.

[48]  Thomas K. Landauer,et al.  Natural command names and initial learning: a study of text-editing terms , 1983, CACM.

[49]  R. Dodge An experimental study of visual fixation , 1907 .

[50]  John I. Kiger,et al.  The Depth/Breadth Trade-Off in the Design of Menu-Driven User Interfaces , 1984, Int. J. Man Mach. Stud..

[51]  Joanna McGrenere,et al.  Affordances: Clarifying and Evolving a Concep , 2000, Graphics Interface.

[52]  H. Albert Napier,et al.  Predicting the Skilled Use of Hierarchical Menus With the Keystroke-Level Model , 1993, Hum. Comput. Interact..

[53]  John R. Anderson,et al.  Eye tracking the visual search of click-down menus , 1999, CHI '99.

[54]  Douglas C. Engelbart,et al.  A research center for augmenting human intellect , 1968, AFIPS Fall Joint Computing Conference.

[55]  Rigas Wendel,et al.  DEVELOPING EXPLORATORY STRATEGIES IN TRAINING: THE GENERAL APPROACH AND A SPECIFIC EXAMPLE FOR MANUAL USE , 1987 .

[56]  Thomas G. Whisenand,et al.  Analysis of Cursor Movements with a Mouse , 1997, HCI.

[57]  David Woods,et al.  Getting Lost: A Case Study in Interface Design , 1985 .

[58]  Shumin Zhai,et al.  Characterizing computer input with Fitts' law parameters-the information and non-information aspects of pointing , 2004, Int. J. Hum. Comput. Stud..

[59]  T. K. Landauer,et al.  Selection from alphabetic and numeric menu trees using a touch screen: breadth, depth, and width , 1985, CHI '85.

[60]  Abigail Sellen,et al.  A comparison of input devices in element pointing and dragging tasks , 1991, CHI.

[61]  Fred P. Brooks,et al.  The Mythical Man-Month , 1975, Reliable Software.

[62]  Don Hopkins,et al.  The design and implementation of pie menus , 1991 .

[63]  S. Mackenzie,et al.  A comparison of input device in elemental pointing and dragging task , 1991, CHI 1991.

[64]  S. Coren,et al.  Principles of perceptual organization and spatial distortion: the gestalt illusions. , 1980, Journal of experimental psychology. Human perception and performance.

[65]  Anthony J. Hornof,et al.  Visual search and mouse-pointing in labeled versus unlabeled two-dimensional visual hierarchies , 2001, TCHI.

[66]  Marita Franzke,et al.  Turning research into practice: characteristics of display-based interaction , 1995, CHI '95.

[67]  Wilbert O. Galitz,et al.  The Essential Guide to User Interface Design: An Introduction to GUI Design Principles and Techniques , 1996 .

[68]  Wai-Tat Fu,et al.  Resolving the paradox of the active user: stable suboptimal performance in interactive tasks , 2004, Cogn. Sci..

[69]  Pierre Dragicevic,et al.  Strategies for accelerating on-line learning of hotkeys , 2007, CHI.

[70]  John Karat,et al.  The Effect of Organization on Learning Menu Access , 1982 .

[71]  Paul Schmidt,et al.  Time Prediction of Mouse-based Cursor Movements , 2001 .

[72]  Daniel S. Weld,et al.  Exploring the design space for adaptive graphical user interfaces , 2006, AVI '06.

[73]  Tovi Grossman,et al.  Modeling pointing at targets of arbitrary shapes , 2007, CHI.

[74]  Daniel W. Repperger,et al.  Fitts' law and the microstructure of rapid discrete movements. , 1980 .

[75]  Alan F. Newell,et al.  The ZOG approach to man-machine communication , 1979, Int. J. Hum. Comput. Stud..

[76]  Eli Peli,et al.  Is there a preview benefit when reading scrolled text , 2001 .

[77]  Carl Gutwin,et al.  Fisheye Views are Good for Large Steering Tasks , 2003 .

[78]  Howard N. Zelaznik,et al.  Role of temporal and spatial precision in determining the nature of the speed-accuracy trade-off in aimed-hand movements , 1988 .

[79]  I. Scott MacKenzie,et al.  Movement time prediction in human-computer interfaces , 1992 .

[80]  Ben Shneiderman,et al.  Buttons vs. menus: An exploratory study of pull-down menu selection as compared to button bars , 1998 .

[81]  David Ahlström,et al.  Modeling and improving selection in cascading pull-down menus using Fitts' law, the steering law and force fields , 2005, CHI.

[82]  Bengt Sandblad,et al.  Human-Computer Interaction (HCI) , 2013 .

[83]  Loren G. Terveen,et al.  Let's Stop Pushing the Envelope and Start Addressing It: A Reference Task Agenda for HCI , 2000, Hum. Comput. Interact..

[84]  三嶋 博之 The theory of affordances , 2008 .

[85]  Ben Shneiderman,et al.  Split menus: effectively using selection frequency to organize menus , 1994, TCHI.

[86]  John M. Carroll,et al.  Minimalist design for active users , 1987 .

[87]  Pamela Effrein Sandstrom,et al.  Information Foraging Theory: Adaptive Interaction with Information , 2010, J. Assoc. Inf. Sci. Technol..

[88]  E. Eugene Schultz,et al.  MENU STRUCTURE AND ORDERING OF MENU SELECTION: INDEPENDENT OR INTERACTIVE EFFECTS? , 1986, SGCH.

[89]  Andy Cockburn,et al.  The Effects of Menu Parallelism on Visual Search and Selection , 2008, AUIC.

[90]  Colin Potts,et al.  Design of Everyday Things , 1988 .

[91]  Krzysztof Z. Gajos,et al.  Predictability and accuracy in adaptive user interfaces , 2008, CHI.

[92]  P. Fitts,et al.  S-R compatibility: spatial characteristics of stimulus and response codes. , 1953, Journal of experimental psychology.

[93]  Gordon Kurtenbach,et al.  The design and evaluation of marking menus , 1993 .

[94]  Mary Czerwinski,et al.  Drag-and-Pop and Drag-and-Pick: Techniques for Accessing Remote Screen Content on Touch- and Pen-Operated Systems , 2003, INTERACT.

[95]  Susan T. Dumais,et al.  The vocabulary problem in human-system communication , 1987, CACM.

[96]  Joanna McGrenere,et al.  Impact of screen size on performance, awareness, and user satisfaction with adaptive graphical user interfaces , 2008, CHI.

[97]  Allen Newell,et al.  The Prospects for Psychological Science in Human-Computer Interaction , 1985, Hum. Comput. Interact..

[98]  N Walker,et al.  Spatial and Temporal Characteristics of Rapid Cursor-Positioning Movements with Electromechanical Mice in Human-Computer Interaction , 1993, Human factors.

[99]  I.,et al.  Fitts' Law as a Research and Design Tool in Human-Computer Interaction , 1992, Hum. Comput. Interact..

[100]  Shumin Zhai,et al.  Command strokes with and without preview: using pen gestures on keyboard for command selection , 2007, CHI.

[101]  M. Landy,et al.  The expected utility of movement , 2009 .

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

[103]  Jos J. Adam,et al.  Reaction time latencies of eye and hand movements in single- and dual-task conditions , 2004, Experimental Brain Research.

[104]  Ramana Rao,et al.  A focus+context technique based on hyperbolic geometry for visualizing large hierarchies , 1995, CHI '95.

[105]  Keith Oatley,et al.  Information Flow in a User Interface: the Effect of Experience and Context on the Recall of MacWrite Screens , 1988, BCS HCI.

[106]  Andy Cockburn,et al.  AAMU: adaptive activation area menus for improving selection in cascading pull-down menus , 2008, CHI.

[107]  Erik Nilsen,et al.  PERCEPTUAL-MOTOR CONTROL IN HUMAN-COMPUTER INTERACTION , 1991, SGCH.

[108]  P Wright Communicating with the user , 1988 .

[109]  Takeo Igarashi,et al.  Considering the direction of cursor movement for efficient traversal of cascading menus , 2003, UIST '03.

[110]  Darrell R. Raymond A Survey of Research in Computer-Based Menus , 1986 .

[111]  F. Paas,et al.  Dwell time in reciprocal aiming tasks , 1996 .

[112]  Xiangshi Ren,et al.  An investigation of subjective operational biases in steering tasks evaluation , 2010, Behav. Inf. Technol..

[113]  Stanley R. Parkinson,et al.  Effects of Breadth, Depth and Number of Responses on Computer Menu Search Performance , 1988, Int. J. Man Mach. Stud..

[114]  Kent L. Norman,et al.  Models of the Mind and Machine: Information Flow and Control between Humans and Computers , 1991, Adv. Comput..

[115]  I. Scott MacKenzie,et al.  Text Entry for Mobile Computing: Models and Methods,Theory and Practice , 2002, Hum. Comput. Interact..

[116]  Wayne D. Gray,et al.  Milliseconds Matter: an Introduction to Microstrategies and to Their Use in Describing and Predicting Interactive Behavior Milliseconds Matter: an Introduction to Microstrategies and to Their Use in Describing and Predicting Interactive Behavior , 2022 .

[117]  I. Scott MacKenzie,et al.  Towards a standard for pointing device evaluation, perspectives on 27 years of Fitts' law research in HCI , 2004, Int. J. Hum. Comput. Stud..

[118]  P. Benner From novice to expert. , 2004, Nursing standard (Royal College of Nursing (Great Britain) : 1987).

[119]  David A. Rosenbaum,et al.  Metacognitive control of action: Preparation for aiming reflects knowledge of Fitts’s law , 2005, Psychonomic bulletin & review.

[120]  R. Wallace,et al.  S-R compatibility and the idea of a response code. , 1971, Journal of experimental psychology.

[121]  Peter Pirolli,et al.  Information Foraging , 2009, Encyclopedia of Database Systems.

[122]  Andrew Sears,et al.  Beyond errors: measuring reliability for error-prone interaction devices , 2010, Behav. Inf. Technol..

[123]  Stanley R. Parkinson,et al.  Computer display menus , 1983 .

[124]  Jeff Conklin,et al.  Hypertext: An Introduction and Survey , 1987, Computer.

[125]  Wayne D. Gray The nature and processing of errors in interactive behavior , 2000, Cogn. Sci..

[126]  W. Buxton Human-Computer Interaction , 1988, Springer Berlin Heidelberg.

[127]  Martin Hitz,et al.  Improving menu interaction: a comparison of standard, force enhanced and jumping menus , 2006, CHI.

[128]  Gavriel Salvendy,et al.  Impact of Depth of Menu Hierarchy on Performance Effectiveness in a Supervisory Task: Computerized Flexible Manufacturing System , 1985 .

[129]  John Rieman,et al.  A field study of exploratory learning strategies , 1996, TCHI.

[130]  Saul Greenberg,et al.  How people revisit web pages: empirical findings and implications for the design of history systems , 1997, Int. J. Hum. Comput. Stud..

[131]  Ravindra S. Goonetilleke,et al.  Effects of training and representational characteristics in icon design , 2001, Int. J. Hum. Comput. Stud..

[132]  Stefan Decker,et al.  Visual Search in Radial Menus , 2011, INTERACT.

[133]  Michael D. Byrne,et al.  ACT-R/PM and menu selection: applying a cognitive architecture to HCI , 2001, Int. J. Hum. Comput. Stud..

[134]  Margaret Bernard On the Automated Drawing of Graphs , 1981 .

[135]  Martin R. Sheridan,et al.  A reappraisal of fitts' law. , 1979, Journal of motor behavior.

[136]  R. Hyman Stimulus information as a determinant of reaction time. , 1953, Journal of experimental psychology.

[137]  Michael D. Byrne,et al.  Using icons to find documents: simplicity is critical , 1993, INTERCHI.

[138]  Stephen J. Payne,et al.  Display-Based Action at the User Interface , 1991, Int. J. Man Mach. Stud..

[139]  Ravin Balakrishnan,et al.  Simple vs. compound mark hierarchical marking menus , 2004, UIST '04.

[140]  Romeo Chua,et al.  Perceptual-motor interaction: some implications for human-computer interaction , 2002 .

[141]  William W. Gaver Technology affordances , 1991, CHI.

[142]  E R Hoffmann,et al.  Effect of target shape on movement time in a Fitts task. , 1994, Ergonomics.

[143]  Kent L. Norman,et al.  The effect of tree structure on search in a hierarchical menu selection system , 1988 .

[144]  Joanna McGrenere,et al.  Affordances: Clarifying and Evolving a Concep , 2000, Graphics Interface.

[145]  Steven W. Keele,et al.  Attention and human performance , 1973 .

[146]  Michael S. Landy,et al.  Optimal compensation for changes in effective movement variability in planning movement under risk , 2004 .

[147]  Renaud Blanch,et al.  Object Pointing: A Complement to Bitmap Pointing in GUIs , 2004, Graphics Interface.

[148]  Michel Beaudouin-Lafon,et al.  Designing interaction, not interfaces , 2004, AVI.

[149]  George E Stelmach,et al.  Effects of target height and width on 2D pointing movement duration and kinematics. , 2003, Motor control.

[150]  Michael S. Landy,et al.  Questions Without Words: A Comparison Between Decision Making Under Risk and Movement Planning Under Risk , 2007, Integrated Models of Cognitive Systems.

[151]  Emilio Di Giacomo,et al.  Computing Radial Drawings on the Minimum Number of Circles , 2004, Graph Drawing.

[152]  Jinwoo Kim,et al.  Effects of contextual navigation aids on browsing diverse Web systems , 2000, CHI.

[153]  P. Fitts,et al.  INFORMATION CAPACITY OF DISCRETE MOTOR RESPONSES. , 1964, Journal of experimental psychology.

[154]  Thomas P. Moran,et al.  Learning and remembering command names , 1982, CHI '82.

[155]  George W. Fitzmaurice,et al.  The Hotbox: efficient access to a large number of menu-items , 1999, CHI '99.

[156]  John R. Anderson,et al.  ACT-R: A Theory of Higher Level Cognition and Its Relation to Visual Attention , 1997, Hum. Comput. Interact..

[157]  Jakob Nielsen,et al.  Finding usability problems through heuristic evaluation , 1992, CHI.

[158]  Max Mühlhäuser,et al.  Visual Preview for Link Traversal on the World Wide Web , 1999, Comput. Networks.

[159]  Ehud Sharlin,et al.  Predictive interaction using the delphian desktop , 2005, UIST.

[160]  David M. Lane,et al.  Hidden Costs of Graphical User Interfaces: Failure to Make the Transition from Menus and Icon Toolbars to Keyboard Shortcuts , 2005, Int. J. Hum. Comput. Interact..

[161]  Krzysztof Z. Gajos,et al.  Fast and Robust Interface Generation for Ubiquitous Applications , 2005, UbiComp.

[162]  J. Mitchell,et al.  Dynamic versus static menus: an exploratory comparison , 1989, SGCH.

[163]  I. Rock,et al.  The legacy of Gestalt psychology. , 1990, Scientific American.

[164]  Robert Pastel,et al.  Measuring the difficulty of steering through corners , 2006, CHI.

[165]  Ioannis G. Tollis,et al.  A Framework for Circular Drawings of Networks , 1999, GD.

[166]  Stefan Decker,et al.  Navigation Time Variability: Measuring Menu Navigation Errors , 2011, INTERACT.

[167]  Jack Tigh Dennerlein,et al.  Force-feedback improves performance for steering and combined steering-targeting tasks , 2000, CHI.

[168]  Mike Padilla,et al.  Strike a balance : Users ' expertise on interface , 2003 .

[169]  D. Meyer,et al.  Conditions for a Linear Speed-Accuracy Trade-Off in Aimed Movements , 1983, The Quarterly journal of experimental psychology. A, Human experimental psychology.

[170]  Ravin Balakrishnan,et al.  Acquisition of expanding targets , 2002, CHI.

[171]  Robert C. Newhouse,et al.  Incidental Learning in a Paired-Associate Task. , 1981 .

[172]  William Buxton,et al.  User learning and performance with marking menus , 1994, CHI '94.

[173]  A. T. Welford,et al.  The fundamentals of skill , 1968 .

[174]  Byeong-Min Yu,et al.  The effects of menu design on information-seeking performance and user's attitude on the World Wide Web , 2002, J. Assoc. Inf. Sci. Technol..

[175]  Carl Gutwin,et al.  Why it's quick to be square: modelling new and existing hierarchical menu designs , 2010, CHI.

[176]  W. E. Hick Quarterly Journal of Experimental Psychology , 1948, Nature.

[177]  Ben Shneiderman,et al.  Designing The User Interface , 2013 .

[178]  Wendy E. Mackay,et al.  Triggers and barriers to customizing software , 1991, CHI.

[179]  Jurek Kirakowski,et al.  What is Usability , 1991 .

[180]  William Buxton,et al.  The limits of expert performance using hierarchic marking menus , 1993, INTERCHI.

[181]  Benjamin L. Somberg,et al.  A comparison of rule-based and positionally constant arrangements of computer menu items , 1986, CHI '87.

[182]  J. Looser On the Validity of Using First-Person Shooters for Fitts ’ Law Studies , 2005 .

[183]  I. Scott MacKenzie,et al.  Accuracy measures for evaluating computer pointing devices , 2001, CHI.

[184]  James H. Garrett,et al.  CAD usage in an architectural office: from observations to active assistance , 1996 .

[185]  Franklin P. Tamborello,et al.  Keyboard Shortcut Usage: The Roles of Social Factors and Computer Experience , 2004 .

[186]  Allison Woodruff,et al.  Using thumbnails to search the Web , 2001, CHI.

[187]  Aulikki Hyrskykari,et al.  101 spots, or how do users read menus? , 1998, CHI.

[188]  J J Adam,et al.  The effects of objectives and constraints on motor control strategy in reciprocal aiming movements. , 1992, Journal of motor behavior.

[189]  Gail C. Murphy,et al.  Remaining Oriented During Software Development Tasks: An Exploratory Field Study , 2005 .

[190]  Robert F. Sproull,et al.  Principles in interactive computer graphics , 1973 .

[191]  Jakob Nielsen,et al.  Usability , 2009 .

[192]  Robert P. Bostrom,et al.  An experimental investigation of the roles of the computer interface and individual characteristics in the learning of computer systems , 1992, Int. J. Hum. Comput. Interact..

[193]  Shelby Glynn Thompson,et al.  Effects on movement performance as a function of visual-motor scale and velocity: an investigation of the speed-accuracy tradeoff , 2007 .

[194]  Edward Cutrell,et al.  Bimanual Interaction on the Microsoft Office Keyboard , 2003, INTERACT.

[195]  Michael D. Byrne,et al.  Unintended effects: varying icon spacing changes users' visual search strategy , 2004, CHI.

[196]  Stephen R. Ellis,et al.  The Emergence of Zipf's Law: Spontaneous Encoding Optimization by Users of a Command Language , 1986, IEEE Transactions on Systems, Man, and Cybernetics.

[197]  Wolfgang Stuerzlinger,et al.  Targeted steering motions , 2006, CHI Extended Abstracts.

[198]  Renaud Blanch,et al.  Semantic pointing: improving target acquisition with control-display ratio adaptation , 2004, CHI.

[199]  Anthony J. Hornof,et al.  High-cost banner blindness: Ads increase perceived workload, hinder visual search, and are forgotten , 2005, TCHI.

[200]  Stuart K. Card,et al.  Evaluation of mouse, rate-controlled isometric joystick, step keys, and text keys, for text selection on a CRT , 1987 .

[201]  Krishna Bharat,et al.  Making computers easier for older adults to use: area cursors and sticky icons , 1997, CHI.

[202]  D. C. Englebart,et al.  Augmenting human intellect: a conceptual framework , 1962 .

[203]  Ben Shneiderman,et al.  Direct Manipulation: A Step Beyond Programming Languages , 1983, Computer.

[204]  Xiang Cao,et al.  Speed-Accuracy Tradeoff in Trajectory-Based Tasks with Temporal Constraint , 2009, INTERACT.

[205]  Maneesh Agrawala,et al.  Zone and polygon menus: using relative position to increase the breadth of multi-stroke marking menus , 2006, CHI.

[206]  John M. Carroll,et al.  Exploring Exploring a Word Processor , 1985, Hum. Comput. Interact..

[207]  M. Bernard,et al.  Labeled radial drawing of data structures , 2003, Proceedings on Seventh International Conference on Information Visualization, 2003. IV 2003..

[208]  Gilles Bailly,et al.  Leaf Menus: Linear Menus with Stroke Shortcuts for Small Handheld Devices , 2009, INTERACT.

[209]  Anthony J. Hornof,et al.  Cognitive modeling reveals menu search in both random and systematic , 1997, CHI.

[210]  James E. McDonald,et al.  Searching for Items in Menus: The Effects of Organization and Type of Target , 1983 .

[211]  A. H. Norris,et al.  Speed and accuracy of movement and their changes with age. , 1969, Acta psychologica.

[212]  Yehuda Koren,et al.  Improved Circular Layouts , 2006, GD.