Feature Selection Method Based On Hybrid Filter-Metaheuristic Wrapper Approach

High dimension data are often associated with redundant features and there exist many information-theoretic approaches used to select the most relevant set of features and to reduce the feature size. The three most significant approaches are filter, wrap- per, and embedded approaches. Most filter approaches fail to identify the individual contribution of every feature in each set of features in achieving an optimal feature subset. While the wrapper approaches encounter problems from complex interactions among features and stagnation in local optima. To address, these drawbacks, this study investigates filter and wrapper approaches to develop effective hybrid approaches for feature selection

Real-Time Weather Data for Environment, Social, and Governance (ESG) Decision-Making

In the 21st century, the Internet has undergone unprecedented growth in technology and accessibility, contributing to the achievement of various Sustainable Development Goals (SDGs) related to digital inclusion and technological advancement. This era witnessed the ubiquitous presence of personal computers in daily life, enabling people to access vital information online, thus promoting digital literacy and access to information (SDG 4, SDG 9, SDG 16). Moreover, the rapid expansion of mobile technology has marked a significant milestone in the development of mobile devices, aligning with SDG 9, which emphasizes innovation and infrastructure development. Android and iOS platforms currently dominate the mobile landscape, offering a range of opportunities and challenges for developers. However, the prevalent practice of developing applications exclusively for a single platform has resulted in suboptimal development efficiency, hindering progress toward SDG 9 and sustainability in technological advancements (ESG). In response, developers have begun to explore cross-platform technologies, which not only streamline development across different platforms but also contribute to cost-efficiency and resource optimization (SDG 12). This paradigm shift in development approaches presents a unique opportunity to meet the growing demand for real-time, precise, and diverse weather information. In response, this study proposes the creation of a mobile application-based weather forecast system. This system places a strong emphasis on user interface (UI) design and the successful implementation of key functionalities, promoting user-friendly access to weather data and aligning with the principles of inclusive design and technological accessibility (SDG 4). In summary, this research endeavors to harness the advancements in mobile technology and cross�platform development to deliver an innovative weather forecast system, ultimately contributing to the broader goals of digital inclusion, technological sustainability, and user-centric design in line with SDGs and ESG principles

GoHoliday: Development of An Improvised Mobile Application for Boutique Hotels and Resorts

One of the main challenges boutique hotels and resorts face is the direct outreach to tourists and customers. As a result, these independent hotels often resort to online platforms such as Agoda and Airbnb to expand their customer base. However, this approach comes at the cost of losing revenue to Online Travel Agencies (OTAs) that solely focus on room sales, hindering the establishment of a strong brand image for boutique hotels and resorts. Considering the heavy reliance on OTAs, this paper focuses on the development of GoHoliday, a cross-platform mobile app prototype that aims to bridge the gap between boutique hotels and users. This mobile application seamlessly integrates a booking engine, an AI assistant for trip planning, and an experience-sharing platform, enhancing the app's capabilities alongside other features. By implementing the GoHoliday mobile application, boutique hotels can maximize their reach and establish a distinct brand identity by directly serving their valuable guests with more personalized arrangements

U-Reserve: Development of a Facility Reservation System for UCSI University

In today’s technology-driven era, there is an increasing emphasis on efficient and user-friendly methods to elevate user satisfaction. UCSI University, Kuala Lumpur, currently relies on a manual facility reservation process, necessitating either in-person or email submissions. This outdated approach frequently leads to double bookings and underutilization of resources. Thus, this project endeavours to create a web-based facility reservation system called U-Reserve, employing the prototype methodology. U-Reserve was crafted using HTML, CSS, JavaScript, and core Java (JSP and Servlet), while its database is administered through phpMyAdmin. Additionally, U-Reserve places emphasis on incorporating preferred colour tones and font types of the target users, aiming to enhance user experience and satisfaction. Through U-Reserve, the reservation request and cancellation processes are streamlined, and a datadriven dashboard facilitates informed decision-making regarding facility management