Publications: Multivariate

Evolutionary multivariate time series prediction

Multivariate time series (MTS) prediction plays a significant role in many practical data mining applications, such as finance, energy supply, and medical care domains. Over the years, various predi

Evolutionary multi-objective ensemble learning for multivariate electricity consumption prediction

Energy consumption prediction typically corresponds to a multivariate time series prediction task where different channels in the multivariate time series represent energy consumption data and va

Evolutionary Multi-objective Ensemble Learning for Multivariate Electricity Consumption Prediction

Energy consumption prediction typically corresponds to a multivariate time series prediction task where different channels in the multivariate time series represent energy consumption data and va

Multivariate electricity consumption prediction with Extreme Learning Machine

In this paper, Extreme Learning Machine (ELM) is shown to be a powerful tool for electricity consumption prediction, demonstrated by its competitive prediction accuracy and superior computational

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