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cs.LG2026
Cross-household Transfer Learning Approach with LSTM-based Demand Forecasting
Manal Rahal, Bestoun S. Ahmed, Roger Renström +1
With the rapid increase in residential heat pump (HP) installations, optimizing hot water production in households is essential, yet it faces major technical and scalability challe…
cs.LG2025
Data-Driven Heat Pump Management: Combining Machine Learning with Anomaly Detection for Residential Hot Water Systems
Manal Rahal, Bestoun S. Ahmed, Roger Renstrom +2
Heat pumps (HPs) have emerged as a cost-effective and clean technology for sustainable energy systems, but their efficiency in producing hot water remains restricted by conventiona…
cs.LG2025
Enhancing Machine Learning Performance through Intelligent Data Quality Assessment: An Unsupervised Data-centric Framework
Manal Rahal, Bestoun S. Ahmed, Gergely Szabados +2
Poor data quality limits the advantageous power of Machine Learning (ML) and weakens high-performing ML software systems. Nowadays, data are more prone to the risk of poor quality…