Nur Fariha Syaqina Zulkepli

Universiti Sains Malaysia — Malaysia

Computer Science · Physical Sciences

6h-index90citations25works1.62yr avg
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Research Topics

Topological and Geometric Data Analysis(15), Remote-Sensing Image Classification(6), Bioinformatics and Genomic Networks(5), Neural Networks and Applications(3), Cell Image Analysis Techniques(3)

Publications25 total

Topological Analysis and the Impact of Ecological Anomalies on Sea Turtle Hatching Success
Malaysian Journal of Fundamental and Applied Sciences·2026Open Access
A comprehensive review of the mapper algorithm, a topological data analysis technique, and Its applications across various fields (2007–2025)
International Journal of Data Science and Analytics·2025· 2 cited
CrossTopoNet: A cross-attention framework on topological latent feature space for time-series forecasting
Knowledge-Based Systems·2025
Time-series forecasting via topological information supervised framework with efficient topological feature learning
Expert Systems with Applications·2025· 2 citedOpen Access
An optimized logic mining method for data processing through higher-order satisfiability representation in discrete hopfield neural network
Applied Soft Computing·2025· 3 cited
Comparative stability analysis of mixed clustering algorithms for Malaysian dengue epidemiology using topological descriptors
Acta Tropica·2025· 1 cited
A topological approach in analyzing the shifts in air pollutants’ dynamics pre- and post-COVID-19 lockdown era
Environmental Monitoring and Assessment·2025· 1 cited
Topological Attention-Based Convolution Neural Networks in Analyzing and Predicting Particulate Matter Pollution Level
Aerosol and Air Quality Research·2025· 1 citedOpen Access
A Comprehensive Review of the Mapper Algorithm, a Topological Data Analysis Technique, and Its Applications Across Various Fields (2007-2025)
arXiv (Cornell University)·2025Open Access
Time-Series Forecasting via Topological Information Supervised Framework with Efficient Topological Feature Learning
arXiv (Cornell University)·2025Open Access
Hybridizing persistent homology and machine learning for oceanographic time series
Journal of Water and Climate Change·2025· 2 citedOpen Access
Comparative analysis of Ball Mapper and conventional Mapper in investigating air pollutants’ behavior
Environmental Monitoring and Assessment·2025· 6 cited
Topological Data Analysis for Robust Clustering in Dengue Epidemiology
SSRN Electronic Journal·2025Open Access
A Topological-Indicators-Based <i>k</i>-Means Clustering Algorithm and Its Application in Time Series Data: A Case Study on Sea Level Variability in Peninsular Malaysia
IEEE Access·2025· 1 citedOpen Access
Hybridization of Persistent Homology with Neural Networks for Time-Series Prediction: A Case Study in Wave Height
arXiv (Cornell University)·2024Open Access
Topological clustering in investigating spatial patterns of particulate matter between air quality monitoring stations in malaysia
Air Quality Atmosphere & Health·2024· 4 cited
An Analysis of Sea Level Spatial Variability by Topological Indicators and $k$-means Clustering Algorithm
arXiv (Cornell University)·2024Open Access
Unsupervised logic mining with a binary clonal selection algorithm in multi-unit discrete Hopfield neural networks via weighted systematic 2 satisfiability
AIMS Mathematics·2024· 6 citedOpen Access
Identifying Irregular Rainfall Patterns Using Persistent Homology
Journal of Advanced Research in Applied Sciences and Engineering Technology·2023· 2 citedOpen Access
Persistent Homology-Based Machine Learning Method for Filtering and Classifying Mammographic Microcalcification Images in Early Cancer Detection
Cancers·2023· 12 citedOpen Access
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Frequent Co-authors

R. U. Gobithaasan(12), Mohd Shareduwan Mohd Kasihmuddin(11), Mohd Salmi Md Noorani(8), Zixin Lin(8), Fatimah Abdul Razak(6), Mohd Almie Alias(6), Munira Ismail(5), Vine Nwabuisi Madukpe(5), Bright Chukwuma Ugoala(3), Nurul Atiqah Romli(2), Nur Ezlin Zamri(2), Nur ’Afifah Rusdi(2), Gaeithry Manoharam(2), Mohd. Asyraf Mansor(2), Siti Zulaikha Mohd Jamaludin(2), Ooi Cheng Jie(2), Nurul Syafiah Abd Naeeim(2), Kamarul Imran Musa(2), Aminah Abdul Malek(1), Mohd Salmi Md Noorani(1)