Previous Works by Wendy Chong Pooi
Mun:
1. Modelling Corporate Reputation. Source of raw
data: Tweet corpus. Approach: NLP Sentiment Analysis using VADER.
Extension: Rank Comparison of Feature Importance between Corporate
Reputation and Macroeconomic & Technical Indicators in Tech Stock
Performance (using Classification ML algorithms).
2.
Forecasting Yield Curve with Macro-Driven Models: A Comparison Between
Machine Learning and Traditional Statistical Methods.
3. Time
Series Modeling of Cryptocurrency Price Co-movement: Implications to
Portfolio Management. Approach: Clustering & Apriori Algorithm
(Frequent Itemset Association).
4. Customer Churn Prediction in
the Telecommunication Sector. Approach: Classification Algorithms
(Comparisons between Decision Tree, Support Vector Machine, Logistics
Regression, Random Forest, Artificial Neural Network &
Bayes).
5. Numerical Optimisation: Inventory Optimisation of a
Production Plant. Tool: Octave.
Interested to trade in ideas on machine learning
projects in the finance/banking domain and collaborate in Datathons - DM
me at wendy.chong.pm98@gmail.com