Browsing 2023 by Title

Accident Severity Modelling of Road Accidents in the UK using Random Forest, Decision Tree and Multinomial Regression

Abdul Azeez Mohamed Rifan, Mohamed Rafhan (IIT, 2023)

Accidents causes considerable cost in terms of human life and financial costs every day. There is various research taken place to control the severity of the accidents. The data of accidents are being collected by various ...

An Analysis of Inter-terminal Technical Productivity of Port of Colombo.

Liyanaarachchi, Charith (IIT, 2023)

Transportation is one of the robust factors which affects the development of a nation and is an impeccable segment that influences national integration and the world economy as a whole. Out of it, the maritime industry ...

Application of Visual Sentiment Analysis for Promotion of Tourism Destinations

Suhail, Fathima Sumaiya (IIT, 2023)

The advancement of the world wide web from its infancy of Web1.0 with read-only web pages allowing minimal interaction to the Web 2.0 which brough more a collaborative era for the internet, I have observed the emergence ...

Classification of Cyberbullying Romanized Sinhala Comments in Online Platforms

Hettiarachchi, Yasindi (2023)

"This study investigates the detection of cyberbullying in Romanized Sinhala using various machine learning classifiers and feature extraction methods. The primary objective is to identify the most effective combination ...

A Comparative Study on Stock Price Forecasting: As Applied to the Consumer Services Industry Group Index of the Colombo Stock Exchange

Jayatilake, Anupama (2023)

"This study focuses on index-level price forecasting for the Consumer Services Industry Group Index of the Colombo Stock Exchange for a seven-day forecast period. The research stems from the argument that Sri Lanka’s stock ...

Forecasting of Medium-Term Energy Output of On-Grid Rooftop Photovoltaic Arrays -Case study for a Sri Lankan Solar Panel Installer

Wickramasinghe, Bhagya (IIT, 2023)

"The world is shifting towards the higher utilization of renewable energy sources in the road to greener energy which conserves an environmentally friendly atmosphere. The generation of sustainable energy via adopting solar ...

Forecasting Share Prices Listed in Colombo Stock Exchange Using Machine Learning

Srikantha, Anojan (2023)

Generally, retail investors with low net worth do not have regular access to insights and information with respect to constructing optimal portfolios. On the other hand, professional investment managers have access to ...

Hate Speech Detection and Sentiment Analysis on Content Written in Sinhala Language: a Study on Social Media and E-commerce Sites

Ehelepola, Neranjaya (IIT, 2023)

"In the early days, social media was used as a platform to connect people. With the advancements in the social media platforms such as Facebook marketplaces and higher volumes of users engaging social media is currently ...

Identifying Fake News Using Machine Learning, Ensemble Learning and Deep Learning Techniques

Fernando, Koruwage Chamila Gayan (IIT, 2023)

"The rise of digital media and information distribution have created a major challenge—detecting and stopping fake news. This study examines machine learning, ensemble learning, and deep learning methods for fake news ...

Loan Default Prediction in Abc Finance Company a Machine Learning Case Study

Palihadaru, Thamali (2023)

Finance companies equally play a vital role in the Financial System in Sri Lanka. Loans and Advances represent the majority of the asset class of the financial position which accounted for 76.8% of the total assets in 2021. ...

Machine learning approach for Loan default Prediction for Sri Lankan Banking Industry

Galanga, Lakshan (IIT, 2023)

"With the economic, socialist breakdown & covid 19 outbreak Sri Lankan banking industry is having their hardest years of the history. The citizens of Sri Lanka have encountered these factors, which have significantly ...

A Machine Learning Approach: Predicting Customer Churn in Broadband Internet Services for a Small-Scale Telecommunications Company in Sri Lanka

Rajanathan, Rakshanaa (IIT, 2023)

"Customer churn, also known as customer attrition is a major problem that telecommunication service providers in particular face in today’s rapidly growing and competitive telecom landscape in Sri Lanka. Techniques for ...

A Machine Learning model to Predict Machine Breakdown in the apparel manufacturing industry

Tennakoon, Janithra (IIT, 2023)

"The aim of this study is to develop a predictive model for machines used in the apparel manufacturing industry in Sri Lanka and elsewhere. The Apparel Manufacturing industry is heavily and entirely dependent on an expansive ...

Machine Learning Technique for Early Detection of Social Unrest Activities in Sri Lanka Using Twitter Data

Denipitiya Mirissage, Shashini Panchali (2023)

"Protests hold a long-standing legacy for creating shifts within societies and cultures. Throughout history, these demonstrations have often ignited profound changes in political systems. While quantifying these losses ...

Machine Learning-based House Price Prediction System for Sri Lanka

Jayadeera, Tharusha (IIT, 2023)

"This study undertakes the task of developing a comprehensive house price prediction system for Sri Lanka. The system leverages various machine learning regression algorithms to predict house prices based on a range of ...

Predicting Credit Card Default Using Supervised Machine Learning Approaches

Perera, W C H Bagya (IIT, 2023)

Based on current economic context the customers obtained loans, advances and credit card repayment probability is very less when considering the past days. May be several factor or factors affect for that result but ...

Predicting Employee Tenure in a company using Machine Learning Predicting model

Jayakody, Gayantha (IIT, 2023)

"In any company the human resources are the key assets. though they have billon of fixed assets in their balance sheets, the growth of the company is determined on whether they have the right people at the right ...

Predicting Fraudulent Motor Claims for Insurance Industry

Selvaraja, Varaniya (IIT, 2023)

"Overall focus of this project is to analyze the past records and identify the common pattern which can be used to predict the motor claims reported by the customer, whether it is genuine or not. When there is a lot of ...

Predicting Heart Attack with Imbalanced Dataset Using Machine Learning Techniques

Subawickrama, Amani (IIT, 2023)

"Heart attacks, also known as myocardial infarctions, pose a significant health risk and require accurate prediction methods to enable timely intervention and prevention. This paper presents a comprehensive study on the ...

Predicting online customers using machine learning technique to Improve the Online Sales at Dialog Axiata plc

Perumal, Elancgoan (IIT, 2023)

"In an era of rapid growth, western countries have witnessed a shift from traditional shopping to online platforms. Similarly, Sri Lanka is experiencing a increasing potential for online shopping, expanded by the ...

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