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Image Credit: Arxiv

Leveraging Time Series Categorization and Temporal Fusion Transformers to Improve Cryptocurrency Price Forecasting

  • The accuracy of cryptocurrency price prediction is vital for organizing and managing portfolios and making transactions.
  • To improve accuracy, this study categorizes financial time series into similar subseries.
  • Deep learning models with attention mechanisms are created for each subseries category to predict future steps.
  • To overcome limited training data, the study suggests combining time series data from multiple cryptocurrencies.

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