Intelligent Exploration for User Interface Modules of Mobile App with Collective Learning

07/21/2020
by   Jingbo Zhou, et al.
0

A mobile app interface usually consists of a set of user interface modules. How to properly design these user interface modules is vital to achieving user satisfaction for a mobile app. However, there are few methods to determine design variables for user interface modules except for relying on the judgment of designers. Usually, a laborious post-processing step is necessary to verify the key change of each design variable. Therefore, there is a only very limited amount of design solutions that can be tested. It is timeconsuming and almost impossible to figure out the best design solutions as there are many modules. To this end, we introduce FEELER, a framework to fast and intelligently explore design solutions of user interface modules with a collective machine learning approach. FEELER can help designers quantitatively measure the preference score of different design solutions, aiming to facilitate the designers to conveniently and quickly adjust user interface module. We conducted extensive experimental evaluations on two real-life datasets to demonstrate its applicability in real-life cases of user interface module design in the Baidu App, which is one of the most popular mobile apps in China.

READ FULL TEXT

page 1

page 2

page 3

page 4

research
01/03/2019

Guigle: A GUI Search Engine for Android Apps

The process of developing a mobile application typically starts with the...
research
03/09/2021

Automatic code generation from sketches of mobile applications in end-user development using Deep Learning

A common need for mobile application development by end-users or in comp...
research
06/20/2021

Mobile Sensing for Multipurpose Applications in Transportation

Routine and consistent data collection is required to address contempora...
research
09/11/2017

A Broad Learning Approach for Context-Aware Mobile Application Recommendation

With the rapid development of mobile apps, the availability of a large n...
research
02/04/2021

User Interface Factors of Mobile UX: A Study with an Incident Reporting Application

Smartphones are now ubiquitous, yet our understanding of user interface ...
research
01/28/2021

How the Design of YouTube Influences User Sense of Agency

In the attention economy, video apps employ design mechanisms like autop...
research
04/22/2022

i-GSI: A Fast and Reliable Grasp-type Switching Interface based on Augmented Reality and Eye-tracking

The control of multi-fingered dexterous prosthetics hand remains challen...

Please sign up or login with your details

Forgot password? Click here to reset