User-interfaces layout optimization using eye-tracking, mouse movements and genetic algorithms.

Appl Ergon

I3B, Institute for Research and Innovation in Bioengineering, Universitat Politecnica de Valencia, Camino de Vera s/n, 46022, Valencia, Spain.

Published: July 2019

Establishing the best layout configuration for software-generated interfaces and control panels is a complex problem when they include many controls and indicators. Several methods have been developed for arranging the interface elements; however, the results are usually conceptual designs that must be manually adjusted to obtain layouts valid for real situations. Based on these considerations, in this work we propose a new automatized procedure to obtain optimal layouts for software-based interfaces. Eye-tracking and mouse-tracking data collected during the use of the interface is used to obtain the best configuration for its elements. The solutions are generated using a slicing-trees based genetic algorithm. This algorithm is able to obtain really applicable configurations that respect the geometrical restrictions of elements in the interface. Results show that this procedure increases effectiveness, efficiency and satisfaction of the users when they interact with the obtained interfaces.

Download full-text PDF

Source
http://dx.doi.org/10.1016/j.apergo.2019.03.004DOI Listing

Publication Analysis

Top Keywords

user-interfaces layout
4
layout optimization
4
optimization eye-tracking
4
eye-tracking mouse
4
mouse movements
4
movements genetic
4
genetic algorithms
4
algorithms establishing
4
establishing best
4
best layout
4

Similar Publications

Article Synopsis
  • - This research critiques traditional image search engines for their linear and limited browsing capabilities, proposing a multidimensional cubic graph representation to enhance user exploration of web images.
  • - It highlights the limitations of traditional grid layouts and suggests nonlinear navigation to improve interaction, allowing users to explore, preview, and access images more effectively.
  • - Usability tests indicate that the cubic visualization significantly increases user satisfaction and engagement, offering better information design and a more robust system for searching images online.
View Article and Find Full Text PDF

The Application of Deep Learning for the Evaluation of User Interfaces.

Sensors (Basel)

November 2022

Faculty of Electrical Engineering and Computing, University of Zagreb, 10000 Zagreb, Croatia.

In this study, we tested the ability of a machine-learning model (ML) to evaluate different user interface designs within the defined boundaries of some given software. Our approach used ML to automatically evaluate existing and new web application designs and provide developers and designers with a benchmark for choosing the most user-friendly and effective design. The model is also useful for any other software in which the user has different options to choose from or where choice depends on user knowledge, such as quizzes in e-learning.

View Article and Find Full Text PDF

Virtual Igor: an analytical phantom for the simulation of the Saint Petersburg brick phantom in arbitrary layouts in MCNP.

Radiat Environ Biophys

November 2021

Federal Office for Radiation Protection, Ingolstädter Landstr. 1, 85764, Oberschleissheim, Germany.

A computer code called Virtual Igor is presented. The code generates an analytical representation of the Saint Petersburg brick phantom family (Igor, Olga, Irina), which is frequently used for the calibration of whole-body counters, in arbitrary user-defined layouts for the use in the Monte-Carlo radiation transport code MCNP. The computer code reads a file in the ldraw format, which can easily be produced by simple freeware software with graphical user interfaces and which contains the types and coordinates of the bricks.

View Article and Find Full Text PDF

Background: The patient monitor (PM) is one of the most commonly used medical devices in hospitals worldwide. PMs are used to monitor patients' vital signs in a wide variety of patient care settings, especially in critical care settings, such as intensive care units. An interesting observation is that the design of PMs has not significantly changed over the past 2 decades, with the layout and structure of PMs more or less unchanged, with incremental changes in design being made rather than transformational changes.

View Article and Find Full Text PDF

Establishing the best layout configuration for software-generated interfaces and control panels is a complex problem when they include many controls and indicators. Several methods have been developed for arranging the interface elements; however, the results are usually conceptual designs that must be manually adjusted to obtain layouts valid for real situations. Based on these considerations, in this work we propose a new automatized procedure to obtain optimal layouts for software-based interfaces.

View Article and Find Full Text PDF

Want AI Summaries of new PubMed Abstracts delivered to your In-box?

Enter search terms and have AI summaries delivered each week - change queries or unsubscribe any time!