Papers by DR NUR IDA ANIZA RUSLI

International Journal on Advanced Science, Engineering and Information Technology, 2020
Nowadays, software effort estimation plays an important role in software project management due t... more Nowadays, software effort estimation plays an important role in software project management due to its extensive use in industry to monitor progress, and performance, determine overall productivity and assist in project planning. After the success of methods such as IFPUG Function Point Analysis, MarkII Function Point Analysis, and COSMIC Full Function Points, several other extension methods have been introduced to be adopted in software projects. Despite the efficiency in measuring the software cost, software effort estimation, unfortunately, is facing several issues; it requires some knowledge, effort, and a significant amount of time to conduct the measurement, thus slightly ruining the advantages of this approach. This paper demonstrates a functional size measurement tool, named UML Point tool, that utilizes the concept of IFPUG Function Point Analysis directly to Unified Modeling Language (UML) model. The tool allows the UML eXchange Format (UXF) file to decode the UML model of mobile game requirement and extract the diagrams into component complexity, object interface complexity, and sequence diagram complexity, according to the defined measurement rules. UML Point tool then automatically compute the functional size, effort, time, human resources, and total development cost of mobile game. Besides, this paper also provides a simple case study to validate the tool. The initial results proved that the tool could be useful to improve estimation accuracy for mobile game application development and found to be reliable to be applied in the mobile game industry.
Development of a machine learning algorithm for fake news detection
Indonesian journal of electrical engineering and computer science, Sep 1, 2024
UML point for mobile game A measurement method for sizing mobile game design
Journal of Engineering and Applied Sciences, 2017
A Comparative Study of Machine Learning Classification Models on Customer Behavior Data

pertanika journal of science and technology, 2021
With the explosive growth of social media, the online community can freely express their opinions... more With the explosive growth of social media, the online community can freely express their opinions without disclosing their identities. People with hidden agendas can easily post fake opinions to discredit target products, services, politicians, or organizations. With these big data, monitoring opinions and distilling their sentiments remain a formidable task because of the proliferation of diverse sites with a large volume of opinions that are portrayed in multilingual. Therefore, this paper aims to provide a systematic literature review on multilingual sentiment analysis, which summarises the common languages supported in multilingual sentiment analysis, pre-processing techniques, existing sentiment analysis approaches, and evaluation models that have been used for multilingual sentiment analysis. By following the systematic literature review, the findings revealed, most of the models supported two languages, and English is seen as the most used language in sentiment analysis studies. None of the reviewed literature has catered the combination of languages for English, Chinese, Malay, and Hindi language on multilingual sentiment analysis. The common pre-processing techniques for the multilingual domain are tokenization, normalization, capitalization, N-gram, and machine translation. Meanwhile, the sentiment analysis classification techniques for multilingual sentiment are hybrid sentiment analysis, which includes localized

The emergence technology and popularity of mobile game application has led to higher demands in p... more The emergence technology and popularity of mobile game application has led to higher demands in producing more colorful game environment, interactive design and selecting targeted platforms. To fulfil these requirements, mobile game engine; a framework to create mobile game application should provide greater complexity and parameters to be added in the mobile game properties. Thus makes the effort costing of mobile application development difficult to be estimate accurately. Therefore, these mobile game requirements is a new conceptual of software that still need to be tested properly to existing estimation models as these estimation models are invented before the emergence of mobile application requirements. Hence, the motivation is to adapt COSMIC Functional Size Measurement (COSMIC FSM) for sizing the mobile game application development as it is one of the estimation models suitable to sizing embedded software and real-time system. This research use Unity3D game engine as the platform to represent the mobile game requirements. These requirements are illustrated in the form of component diagrams and class diagrams to order to maintain and control the behavior of Unity3D features. The functional processes from component diagrams and class diagrams are captured to be used later in the sizing process using COSMIC FSM from the mapping between UML based-COSMIC FSM rules and measurement. A tool, COSMIC FPA Calculator for Mobile Application is developed to demonstrate the COSMIC FSM counting process for mobile game application costing.

The increasing popularity of game industry has motivated some exploratory research in mobile game... more The increasing popularity of game industry has motivated some exploratory research in mobile games technology. This maturing technology, provided with complex functionality in development process requires software analyst to measure the size of mobile application properly, which relatively affect the software development cost and duration. Expert judgement is used in most of the mobile application development estimation. However, literatures suggest that formal effort estimation is more comprehensive and able to avoid misunderstandings. Therefore, most of literatures adapted Functional Size Measurement (FSM) in estimating the mobile development effort. Some literatures use FSM with UML modelling because UML model can represent the functional requirement of mobile application. This paper aims to review the FSM in mobile application and UML modelling in terms of measurement process and rules.
International Academic Symposium of Social Science 2022
This article is an open access article distributed under the terms and conditions of the Creative... more This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY
International Academic Symposium of Social Science 2022
This article is an open access article distributed under the terms and conditions of the Creative... more This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY

Pertanika Journal of Science and Technology
With the explosive growth of social media, the online community can freely express their opinions... more With the explosive growth of social media, the online community can freely express their opinions without disclosing their identities. People with hidden agendas can easily post fake opinions to discredit target products, services, politicians, or organizations. With these big data, monitoring opinions and distilling their sentiments remain a formidable task because of the proliferation of diverse sites with a large volume of opinions that are portrayed in multilingual. Therefore, this paper aims to provide a systematic literature review on multilingual sentiment analysis, which summarises the common languages supported in multilingual sentiment analysis, pre-processing techniques, existing sentiment analysis approaches, and evaluation models that have been used for multilingual sentiment analysis. By following the systematic literature review, the findings revealed, most of the models supported two languages, and English is seen as the most used language in sentiment analysis studi...

The emergence technology and popularity of mobile game application has led to higher demands in p... more The emergence technology and popularity of mobile game application has led to higher demands in producing more colorful game environment, interactive design and selecting targeted platforms. To fulfil these requirements, mobile game engine; a framework to create mobile game application should provide greater complexity and parameters to be added in the mobile game properties. Thus makes the effort costing of mobile application development difficult to be estimate accurately. Therefore, these mobile game requirements is a new conceptual of software that still need to be tested properly to existing estimation models as these estimation models are invented before the emergence of mobile application requirements. Hence, the motivation is to adapt COSMIC Functional Size Measurement (COSMIC FSM) for sizing the mobile game application development as it is one of the estimation models suitable to sizing embedded software and real-time system. This research use Unity3D game engine as the platform to represent the mobile game requirements. These requirements are illustrated in the form of component diagrams and class diagrams to order to maintain and control the behavior of Unity3D features. The functional processes from component diagrams and class diagrams are captured to be used later in the sizing process using COSMIC FSM from the mapping between UML based-COSMIC FSM rules and measurement. A tool, COSMIC FPA Calculator for Mobile Application is developed to demonstrate the COSMIC FSM counting process for mobile game application costing.

IOP Conference Series: Materials Science and Engineering, 2020
Functional size measurement has been widely used as the effort prediction method for software pro... more Functional size measurement has been widely used as the effort prediction method for software project over the past decades. Despite the success in predicting the cost, time requirement, and staff resources utilizing the amount of functionality delivered by a system, the method still needs to be improved further especially in dealing with mobile application characteristics. In the domain of mobile game application, the functional features can be challenging to identify wholly due to various application platforms, diversity of game genre, and complex game scenario. This paper presents a literature review concerning the functional requirements of the mobile game. The review includes the process of defining the research question, search strategy, and selection of study. Fifty-three articles were found in the academic libraries, and only 30 relevant studies were selected for the review. This literature review aims to provide researchers and practitioners in software measurement and gami...

The increasing popularity of game industry has motivated some exploratory research in mobile game... more The increasing popularity of game industry has motivated some exploratory research in mobile games technology.This maturing technology,provided with complex functionality in development process requires software analyst to measure the size of mobile application properly, which relatively affect the software development cost and duration.Expert judgement is used in most of the mobile application development estimation.However, literatures suggest that formal effort estimation is more comprehensive and able to avoid misunderstandings.Therefore, most of literatures adapted Functional Size Measurement (FSM) in estimating the mobile development effort.Some literatures use FSM with UML modelling because UML model can represent the functional requirement of mobile application.This paper aims to review the FSM in mobile application and UML modelling in terms of measurement process and rules.
UML point for mobile game A measurement method for sizing mobile game design
Journal of Engineering and Applied Sciences, 2017
Experimental Evaluation of Functional Size Measurement Method for UML Point
Advanced Science Letters, 2018

A case study in COSMIC functional size measurement: Angry Bird Mobile Application
2013 IEEE Conference on Open Systems (ICOS), 2013
UML-based measurement is of great interest for industry because of its popularity in logical desi... more UML-based measurement is of great interest for industry because of its popularity in logical designs. UML models have been successfully used to support COSMIC-based functional size measurement (COSMIC FSM). In this paper, UML-based functional measurement through COSMIC function point is proposed to be used to estimate the mobile game application. The key idea is to use UML representations for capturing the information needed for the measurement and estimation. A case study, Angry Birds mobile game application is used to demonstrate how UMLs can actually improve the practice of COSMIC measurement by mapping the UML context with COSMIC FSM rules and measurement. The UML representations involve use case diagram, behavioral model elements, component diagram, object diagram and sequence diagrams to represent the basic functional requirements and workflow requirements. This paper shows the usage of UML representations with COSMIC function point is applicable to the case study in mobile game. It provides an option to the software developers to estimate the mobile game application size by using UML-based COSMIC FSM method. This paper contributes on building UML models according to the COSMIC measurement rules, which ease the measurement procedures.
2014 IEEE Conference on Open Systems (ICOS)
2014 IEEE Conference on Open Systems (ICOS), 2014
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Papers by DR NUR IDA ANIZA RUSLI