Data reduction in big data: a survey of methods, challenges and future directions

TT Khoei, A Singh - International Journal of Data Science and Analytics, 2024 - Springer
Data reduction plays a pivotal role in managing and analyzing big data, which is
characterized by its volume, velocity, variety, veracity, value, variability, and visibility …

Development and evaluation of a novel framework to enhance k-NN algorithm's accuracy in data sparsity contexts

PG Giannopoulos, TK Dasaklis, N Rachaniotis - Scientific Reports, 2024 - nature.com
This paper presents a novel framework for implementing the k-NN algorithm, designed to
enhance its accuracy in contexts with sparse data. The framework addresses limitations in …

Regression-based prediction of flow-induced dominant vibrational frequencies in two-phase flow regimes

M Sohail, W Pao, AR Othman, H Azam, MR Khan - Ocean Engineering, 2024 - Elsevier
An extensive spectrum of vibrational frequencies exists in two-phase Flow Induced
Vibrations (FIVs) due to the presence of diverse flow patterns. The distinct behavior of flow …

[HTML][HTML] Teaching classical machine learning as a graduate-level course in chemical engineering: An algorithmic approach

KE Pilario - Digital Chemical Engineering, 2024 - Elsevier
The demand for engineering graduates with technical skills in data science, machine
learning (ML), and artificial intelligence (AI) is now growing. Chemical engineering (ChemE) …

Lightweight Real-Time Network for Multiphase Flow Patterns Identification Based on Upward inclined Pipeline Pressure Data

F Wang, Y Zhang, Y Xu, Q Zheng - Flow Measurement and Instrumentation, 2025 - Elsevier
Within the realm of oil and gas pipelines, multiphase flow phenomena are universal
existence. To mitigate the various potential hazards caused by multiphase flow, accurate …

[PDF][PDF] Digital Chemical Engineering

KE Pilario - 2000 - researchgate.net
The demand for engineering graduates with technical skills in data science, machine
learning (ML), and artificial intelligence (AI) is now growing. Chemical engineering (ChemE) …