Abstract: Accurate long-term prediction is a crucial and challenging task in time-series analysis. The granular modeling, which can capture time-series patterns and trends by transforming them into ...
Abstract: Long-term time series forecasting (LTSF) plays a crucial role in many modern intelligent systems. With the boost of large language models (LLMs), LTSF modeling can leverage abundant ...
Unlike PCA (maximum variance) or ICA (maximum independence), ForeCA finds components that are maximally forecastable. This makes it ideal for time series analysis where prediction is often the primary ...
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