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Estimating Credibility of User Clicks with Mouse Movement and Eye-Tracking Information [chapter]

Jiaxin Mao, Yiqun Liu, Min Zhang, Shaoping Ma
2014 Communications in Computer and Information Science  
movement and eye-tracking information.  ...  With an experimental search engine system that collects click-through, mouse movement, and eye movement data simultaneously, we find that credible user behaviors could be separated from non-credible ones  ...  The collected data include the click logs, mouse movement logs and eye-tracking information.  ... 
doi:10.1007/978-3-662-45924-9_24 fatcat:52o6bdad7jagrjf2mobrnc5gjq


Florian Mueller, Andrea Lockerd
2001 CHI '01 extended abstracts on Human factors in computer systems - CHI '01  
Conventional web interfaces respond to and consider only mouse clicks when defining a user model.  ...  We have extended this and take into account all mouse movements on a page as an additional layer of information for inferring user interest.  ...  Tracking movements enhances, does not replace, the current practice of tracking mouse clicks. We conducted a user study to analyze these movements and investigate behavior trends.  ... 
doi:10.1145/634232.634233 fatcat:gpnxmwome5cztduqbhmvsrxcvy


Florian Mueller, Andrea Lockerd
2001 CHI '01 extended abstracts on Human factors in computing systems - CHI '01  
Conventional web interfaces respond to and consider only mouse clicks when defining a user model.  ...  We have extended this and take into account all mouse movements on a page as an additional layer of information for inferring user interest.  ...  Tracking movements enhances, does not replace, the current practice of tracking mouse clicks. We conducted a user study to analyze these movements and investigate behavior trends.  ... 
doi:10.1145/634067.634233 dblp:conf/chi/MuellerL01 fatcat:wzl5zbmx2vc7vgcdo36v3sgjfq

User Context Analysis from Spatial Interface Interactions

Eoin Mac Aoidh, Michela Bertolotto, David C. Wilson
2008 European Conference on Information Systems  
This paper presents preliminary results which show that user's spatial interests can viably be ascertained by monitoring mouse movements and clicks as spatial implicit interest indicators.  ...  These models can be used for the personalisation of user datasets and interfaces, balancing the display content with the relevance of the available information in the system to the user and his context  ...  In our system, interests are inferred based on: 1) mouse click data, 2) mouse movement data, and 3) mouse movement combined with mouse click data.  ... 
dblp:conf/ecis/AoidhBW08 fatcat:qz4yb26kajdhbdyd73kd46qsmu

Page 106 of Journal of Advertising Research Vol. 50, Issue 1 [page]

2010 Journal of Advertising Research  
Although the model predictions correlated only moderately with behavior, there was a strong and significant overlap between the eye tracking and the click data, implying that the mouse can be used as a  ...  Thus, goals for eye movements and mouse clicks are selected by the same mechanism, supporting cog- nitive psychology research into selection- for-action (Allport, 1987; Neumann, 1987), in which attention  ... 


Chao Shen, Zhongmin Cai, Xiaohong Guan
2011 Proceedings of the 18th ACM conference on Computer and communications security - CCS '11  
Mouse dynamics is the process of verifying the identity of computer users on the basis of their mouse operating characteristics, which are derived from the movement and click events.  ...  performance with a false-acceptance rate of 8.87%, a falserejection rate of 7.16%, and an average verification time of 11.8 seconds.  ...  in mouse movement: movement direction and movement distance; and two basic characteristics in mouse click: single click and double click [5] .  ... 
doi:10.1145/2046707.2093510 fatcat:7l6qohlpuzd33bieyu43mscuoi

Mind Over Mouse: The Effect of Cognitive Load on Mouse Movement Behavior

G. Mark Grimes, Joseph S. Valacich
2015 International Conference on Information Systems  
We found that participants exhibited longer task duration, longer mouse movements, more direction changes, and slower speed when under high cognitive load.  ...  In this paper, we present a method for detecting heightened cognitive load using a technique known as mouse dynamics (MD).  ...  Mouse movements were divided into segments with start and end points determined by identifying points at which mouse movement paused for over 200 ms or where the trajectory of the mouse changed by over  ... 
dblp:conf/icis/GrimesV15 fatcat:uifh2ksv6zebbazien7cpt6byi

Effects of Force Feedback and Distractor Location on a CDTI Target Selection Task

Kevin J. Monk, Thomas Z. Strybel, Kim-Phuong L. Vu, Panadda Marayong, Vernol Battiste
2015 Procedia Manufacturing  
Results implied that force feedback failed to benefit movement times relative to the standard computer mouse.  ...  The present study investigated the effects of force feedback and distractors on point-and-click movement times in a CDTI environment.  ...  thank the California State University, Long Beach Mechanical and Aerospace Engineering Department, including Jose Robles and Eric Park, who developed the experimental test bed and the force feedback models  ... 
doi:10.1016/j.promfg.2015.07.388 fatcat:7etkhjd3kbcupkidphz5xmgrh4

Monitoring Mouse Behavior in e-learning Activities to Diagnose Students' Acceptance Items of Perceived Usefulness and Ease of Use

Katerina Tzafilkou, University of Macedonia, Nicolaos Protogeros, University of Macedonia
2020 The European Educational Researcher  
Findings reveal several significant correlations; in particular, metrics of mouse clicks and hovers can be associated with students' perceived ease use and perceived usefulness.  ...  This study investigates students' mouse behavior during their interaction with a web-based experiential learning environment for Computer Science courses.  ...  Mouse movements and Perceived Usefulness: Perceived Usefulness (PU) is determined as the degree to which a person believes that using a particular system will enhance his/ her job performance (Davis,  ... 
doi:10.31757/euer.312 fatcat:33jvwdqp7jembf5nvgx42ridga

Keystrokes and Clicks: Measuring Stress on E-learning Students [chapter]

Manuel Rodrigues, Sérgio Gonçalves, Davide Carneiro, Paulo Novais, Florentino Fdez-Riverola
2013 Advances in Intelligent Systems and Computing  
Estimating, in a non-invasive way, the students' levels of stress, and taking measures to deal with it, is then the goal of this paper.  ...  With the enormous growing of e-learning platforms, as complementary or even primary tool to support learning in organizations, monitoring students' success factors becomes a crucial issue.  ...  This information is acquired from the mouse.  Click duration -this represents the time span between the beginning and the end of the click event.  ... 
doi:10.1007/978-3-319-00569-0_15 fatcat:qtjhuhpjhjh2jazfikqasdxw74

Webbiometrics: User Verification Via Web Interaction

H. Gamboa, A. L. N. Fred, A. K. Jain
2007 2007 Biometrics Symposium  
This layer monitors the user mouse movements while he clicks his PIN code numbers. The proposed biometric method provides a non-intrusive soft behavioral biometric add-on to enhance on-line security.  ...  We introduce a biometric trait based on the user behavior extracted from his interaction with a web page.  ...  The graph is produced by joining every sequential mouse movement with lines and using a plus mark to indicate a mouse click.  ... 
doi:10.1109/bcc.2007.4430552 fatcat:27oiixgm3be2ph53mnbhbcfz6q

Comparative analysis of relevance feedback methods based on two user studies

Stephen Akuma, Rahat Iqbal, Chrisina Jayne, Faiyaz Doctor
2016 Computers in Human Behavior  
The implicit indicators measured were mouse clicks, scrolling, mouse movement and elapse time.  ...  Among the implicit indicators previously investigated include: time spent on a document (also called reading time or dwell time), mouse movement, mouse distance, mouse clicks, amount of scroll movement  ... 
doi:10.1016/j.chb.2016.02.064 fatcat:ucg37a2errg5jhunarlsvr5n2a

Real-Time Precise Human-Computer Interaction System Based on Gaze Estimation and Tracking

Junhao Huang, Zhicheng Zhang, Guoping Xie, Hui He, Chi-Hua Chen
2021 Wireless Communications and Mobile Computing  
Based on these recognition results, noncontact mouse control and character input methods are designed and developed to replace the standard mouse and keyboard hardware.  ...  Firstly, binary classification of the eye states (opening or closed) is carried on using the SVM classification algorithm with HOG features of the input eye image.  ...  The subject needs to use the methods described above to control the mouse with eye movements to click on these targets.  ... 
doi:10.1155/2021/8213946 fatcat:fgob6buupnewngybs4vygpuboe

Integrating perceptual and cognitive modeling for adaptive and intelligent human-computer interaction

Z. Duric, W.D. Gray, R. Heishman, Fayin Li, A. Rosenfeld, M.J. Schoelles, C. Schunn, H. Wechsler
2002 Proceedings of the IEEE  
IHCI integrates parsing and interpretation of nonverbal information with a computational cognitive model of the user, which, in turn, feeds into processes that adapt the interface to enhance operator performance  ...  This paper describes technology and tools for intelligent human-computer interaction (IHCI) where human cognitive, perceptual, motor, and affective factors are modeled and used to adapt the H-C interface  ...  Slower movements and weaker clicks combined with indirect movement indicate confusion. Fast movements with strong clicks combined with indirect movements indicate frustration.  ... 
doi:10.1109/jproc.2002.801449 fatcat:qrhjwv36xndgjcqk6q7u73qg2m

Eye and Mouse Coordination During Task: From Behaviour to Prediction

Alexandre Milisavljevic, Kevin Hamard, Coralie Petermann, Bernard Gosselin, Karine Doré-Mazars, Matei Mancas
2018 Proceedings of the 13th International Joint Conference on Computer Vision, Imaging and Computer Graphics Theory and Applications  
In this paper, we investigated the relationship between mouse and eye behaviour on several kind of websites with three different tasks to create models based on these behaviours.  ...  eyes location from mouse location.  ...  This will allow us to analyse the impact of participants' age on their mouse movements. Moreover, we did not use scroll events analyses to enhance our models.  ... 
doi:10.5220/0006618800860093 dblp:conf/grapp/MilisavljevicHP18 fatcat:ughl4wpr6rbcfoz37q7fvcb3ju
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