XAI4HEATThe dark side of Machine Learning performance — when using common metrics is not enoughMachine Learning (ML) model performance goes far beyond traditional accuracy/MAE/ROC-AUC metrics, and this gap in understanding can have…Nov 14
XAI4HEATMultivariate Outlier Detection: A Game Changer in Understanding Complex SystemsIn the world of industrial data analysis, outlier detection stands as a crucial technique for highlighting the irregularities, such as…Jan 242
XAI4HEATDecoding Trust: XAI Interpretable Insights for Accurate Heat Demand ForecastingMachine Learning has already proven valuable in optimizing District Heating Systems (DHS), replacing basic control mechanisms based solely…Sep 7Sep 7
XAI4HEATGenie from the bottle: Transformer Models for Sequence Forecasting in industryDistrict Heating Systems (DHS) are a critical part of urban infrastructure, providing heat to homes and businesses. One of the key…May 28May 28
Selva Calixto, Ph.D.The European Union’s Journey Towards Sustainable District HeatingTraditional heating solutions have certainly evolved to become more efficient over time, but it’s essential to acknowledge that the…Feb 28Feb 28
XAI4HEATThe dark side of Machine Learning performance — when using common metrics is not enoughMachine Learning (ML) model performance goes far beyond traditional accuracy/MAE/ROC-AUC metrics, and this gap in understanding can have…Nov 14
XAI4HEATMultivariate Outlier Detection: A Game Changer in Understanding Complex SystemsIn the world of industrial data analysis, outlier detection stands as a crucial technique for highlighting the irregularities, such as…Jan 242
XAI4HEATDecoding Trust: XAI Interpretable Insights for Accurate Heat Demand ForecastingMachine Learning has already proven valuable in optimizing District Heating Systems (DHS), replacing basic control mechanisms based solely…Sep 7
XAI4HEATGenie from the bottle: Transformer Models for Sequence Forecasting in industryDistrict Heating Systems (DHS) are a critical part of urban infrastructure, providing heat to homes and businesses. One of the key…May 28
Selva Calixto, Ph.D.The European Union’s Journey Towards Sustainable District HeatingTraditional heating solutions have certainly evolved to become more efficient over time, but it’s essential to acknowledge that the…Feb 28
XAI4HEATWhen Less is More: How XGBoost Outshines LSTM in Energy ForecastingIn a world overhyped around the successes of the complex Deep Learning (DL) models, let’s turn our heads back to the old-school charm of…Jan 22
XAI4HEATXAI4HEAT: Towards demand-driven, AI facilitated management of District Heating SystemsImagine a city where every home and business enjoys efficient, eco-friendly heating. That’s the promise of District Heating Systems (DHS)…Jan 22
VinceEon District Heating: Part 1District Heating. The latest “great idea” that isn’t really a great idea for consumers, but is ticking boxes for councils and such for…Nov 8, 2021
