Manuscript Title:

ML-BASED META MODEL EVALUATION OF MOBILE APPS EMPOWERED USABILITY OF DISABLES

Author:

HAFIZ ABDUL BASIT MUHAMMAD, SHAZAB BASHIR, ZAEEM NAZIR, KHALID HAMID, MUHAMMAD WASEEM IQBAL, M. ASHRAF NAZIR, HAFIZA MUNEEZA

DOI Number:

DOI:10.17605/OSF.IO/BKTXS

Published : 2023-01-23

About the author(s)

1. HAFIZ ABDUL BASIT MUHAMMAD - Ph.D. Scholar, Department of Computer Science, Superior University, Lahore, Pakistan and Lecturer at Minhaj University Lahore.
2. SHAZAB BASHIR - Ph.D. Scholar, Department of Computer Science/IT, Gold Campus, Superior University, Lahore, Pakistan and HoD & Coordinator CS/IT, DPS College Model Town Lahore, Pakistan.
3. ZAEEM NAZIR - Ph.D. Scholar, Department of Computer Science, Superior University, Lahore, Pakistan and Associate Lecturer at the University of Narowal, Pakistan.
4. KHALID HAMID - Ph.D. Scholar, Department of Computer Science, Superior University, Lahore, Pakistan and Lecturer at NCBA & E University East Canal Campus Lahore.
5. MUHAMMAD WASEEM IQBAL - Ph.D., Associate Professor Department of Software Engineering, Superior University, Lahore, Pakistan.
6. M. ASHRAF NAZIR - Ph.D. Scholar, Department of Computer Science, Superior University, Lahore, Pakistan and Lecturer at GC University, Lahore.
7. HAFIZA MUNEEZA - MS, Department of Computer Science, Superior University, Lahore, Pakistan.

Full Text : PDF

Abstract

People with disabilities have a variety of obstacles and barriers in their daily life, making it difficult to execute routine tasks. The purpose of this paper is to improve their living conditions by empowering existing apps and creating an app that delivers up-to-date, accurate, and user-friendly accessibility information. Mobile adaption is incredibly beneficial for expanding mobile learning opportunities for children, adults, partially abled people, and people with disabilities. Smart mobile phones offer a variety of fundamental functions that can help you manage your hectic calendar, numerous errands, and free time. Numerous organizations developed portable applications in response to customer feedback and interests. These applications provide information, but since the market is evolving, so are people's needs over time. Applications rely on a certain point of contact that is not timed with the current period. As a result, there is a gap between users, programs, and utilities for smartphones that have been partially disabled or disabled. Everyone finds using the same interface to be unsatisfactory; they prefer alternative variations, such as customization or adaption. According to client requirements, the study built a few adaptable highlights with a change application. In this work, the study introduces a flexible element that offers applications the option to alter the connection point according to the user, partially disables, and disables necessities by using a new proposed model for evaluating mobile apps for smart mobile phones. In the context of mobile apps for disabled users, the Response Surface Method (RSM) design is utilized to forecast the real usability attributes. These apps and their features are assessed using a Meta Model analysis, which results in the delivery of an approved assessment equation. The study and inferred conclusions improved the usefulness of mobile apps for users, while also partially disabling and completely disabling them. Only 25% of Spaniards have sufficient accessibility, 40% can do so with assistance, and 35% are inaccessible and unable to reach a store. Convenience sampling was used to draw a convenience sample of 100 persons with disabilities. The study was done for the rehabilitation of special communities to make them functional and effective citizens of society. Questions about user experiences and needs for a variety of mobile health solutions are included in the survey. The researchers wanted to determine if mobile applications might be used to track a person's physical activity, rehabilitation, and education while they were living with intellectual and/or other disabilities. The study used records acquired following the performance of various disabled students from Asian educational institutions to explore this issue. A large number of studies appear to confirm that the use of mobile applications is designed to assist persons with impairments in their rehabilitation. The study used the response surface method to calculate the usability of mobile apps used by the disabled. This method found the relation between different attributes and their effects on usability through a proposed K-W-P feasibility model.


Keywords

ML-BASED META MODEL EVALUATION OF MOBILE APPS EMPOWERED USABILITY OF DISABLES