3 papers
math.GN2025
A Comprehensive Review of the Mapper Algorithm, a Topological Data Analysis Technique, and Its Applications Across Various Fields (2007-2025)
Vine Nwabuisi Madukpe, Bright Chukwuma Ugoala, Nur Fariha Syaqina Zulkepli
The Mapper algorithm, a technique within topological data analysis (TDA), constructs a simplified graphical representation of high-dimensional data to uncover its underlying shape…
cs.LG2025
Time-Series Forecasting via Topological Information Supervised Framework with Efficient Topological Feature Learning
ZiXin Lin, Nur Fariha Syaqina Zulkepli
Topological Data Analysis (TDA) has emerged as a powerful tool for extracting meaningful features from complex data structures, driving significant advancements in fields such as n…
stat.AP2024
An Analysis of Sea Level Spatial Variability by Topological Indicators and -means Clustering Algorithm
Zixin Lin, Nur Fariha Syaqina Zulkepli, Mohd Shareduwan Mohd Kasihmuddin +1
The time-series data of sea level rise and fall contains crucial information on the variability of sea level patterns. Traditional -means clustering is commonly used for categor…