Catching Phishes with Machine Learning

Categories: machine-learning, phishing Catching Phishes with Machine Learning By Su Yiin Ang, Anne Nyugen Nhi Thai An, Gordy Adiprasetyo, Kendra Luisa Balong Gadong. This was written as part of the requirements for the Applied Machine Learning module for MITB. For presentation deck, please view : Presentation deck 1. Introduction Phishing websites are websites that are constructed to look identical to the real website with intention to trick recipients into divulging confidential data such as usernames and passwords.

August 6, 2021 Read
Taking a Shot at COVID-19 Vaccine Hesitancy on Reddit

Categories: text-mining, reddit, vaccine-hesitancy, sentiment-analysis, topic-modelling a Textual Analysis via Topic Modelling & Sentiment Analysis By Bernard Lim, Su Yiin Ang, Anne Nyugen Nhi Thai An, Ron Tan, Pengjie He, Poh Wai Wong. This was written as part of the requirements for the Text Analytics and Applications module for MITB. 1. Introduction As of April 2021, the Covid-19 pandemic has caused 135 million infections, 2.9 million deaths and repeated resurgence due to mutated variants.

April 15, 2021 Read
Shiny prototype test for Exploratory Analysis

Categories : R Shiny, Exploratory Analysis, Confirmatory Analysis, ggplot, airbnb This was written as part of the requirements for the Visual Analytics module for MITB. Update: This application is now live, visit our Website{target="_blank"} Application{target="_blank"} Poster{target="_blank"} Paper{target="_blank"} 1. Introduction 1.1 Overview of application The increasing availability of data has resulted in increased demand for data driven decisions. Although there is an extensive range of commercial statistical tools, they are often subscription-based and demand good technical knowledge to mine and draw insights from.

April 10, 2021 Read
Understanding the Stars

Categories: SAS JMP, SAS Enterprise Miner, Airbnb, text-analysis, exploratory-analysis, confirmatory-analysis Augmenting Numerical Data with Textual Analysis to Identify Key Determinants of Airbnb Review Scores By: Ang Su Yiin, Anne Nguyen Nhi Thai An, Toh E-Lynn This report was written as part of the requirement for the Data Analytics Lab module for MITB. For poster, please view : Poster 1. Abstract Text analytics provides powerful tools for transforming large amounts of unstructured data into quantitative variables, allowing researchers to contribute unique insights to business decision-making.

December 1, 2020 Read
Post-COVID Recovery for SIA

Categories: excel, modelling, SIA, spreadsheet Optimizing Passenger-Cargo Fleet Allocation By: Ang Su Yiin, Gabriella Pauline Djojosaputro, Gordy Adiprasetyo, Kendra Luisa Baylon Gadong, Nguyen Nhi Thai An, Ulysses Chong Min Zhen This was written as part of the requirement for the Spreadsheet Modeling module for MITB. For executive report, please view: Executive Report 1. Problem Statement With the halt of international travel due to COVID-19, the global aviation industry is one of the industries that was hit the worst.

November 18, 2020 Read
Predicting H1N1 Vaccination

Categories: predictive, regression, decision tree, SAS Enterprise Miner This was written as part of the requirement for the Data Analytics Lab module for MITB. Predicting H1N1 vaccination based on flu survey. For executive report, please view: Executive Report 1. Introduction The H1N1 outbreak in April 2009 swept across the world and caused a global pandemic. CDC estimated that the H1N1 virus claimed the lives of 151,700 – 575,400 people worldwide during its first year of circulation.

November 15, 2020 Read
The Math of Happiness

Categories: R Shiny, regression The Math of Happiness: An analysis of factors that influence happiness. By: Ang Su Yiin, Anne Nguyen Nhi Thai An, E-Lynn Toh, Foo Kai Loon, Sean Samuel Prajs, Tay Kai Lin This was written as part of the requirement for the Applied Statistical Analysis with R module for MITB. Shiny app available at The Math of Happiness 1. Introduction The quest for happiness is an elusive pursuit for many.

November 10, 2020 Read
Market segmentation of Philippines’ market

Categories: market segmentation, k-means, latent class, clustering, SAS JMP This was written as part of the requirement for the Data Analytics Lab module for MITB. Market segmentation of Philippines’ market based on expenditure patterns of households. For executive report, please view : Executive Report - Segmentation 1. Objective This report aims to group the Philippines’ consumer market into target segments based on similar spending patterns on hypermarket items using clustering methods in JMP.

October 18, 2020 Read
Hotel booking cancellations

Categories: exploratory, confirmatory, hotel booking, SAS JMP This was written as part of the requirement for the Data Analytics Lab module for MITB. An analysis of guests’ booking and cancellation trends for two Portuguese hotels. For executive report, please view : Executive report - hotel booking 1. Overview Changing Landscape of the Hotel Industry According to D-Edge, the rise of online travel agents (OTAs) has caused hotels in Europe to experience a shift in distribution channel mix – in particular, from the websites of hotels, to OTAs (particularly Booking.

September 20, 2020 Read