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English(EN) ITS-Mina: A Harris Hawks Optimization-Based All-MLP Framework with Iterative Refinement and External Attention for Multivariate Time Series Forecasting

ITS-Mina框架通过MLP提供具有竞争力的多元时间序列预测

作者 PulseAugur 编辑部 · [2 个来源] ·

研究人员推出ITS-Mina，一个用于多元时间序列预测的新框架，该框架采用更简单的基于MLP的架构。该方法结合了迭代细化机制以加深模型容量，并采用外部注意力模块以高效捕获全局依赖性。此外，它还采用Harris Hawks优化算法进行自适应正则化，在基准数据集上展示了最先进的性能。 AI

影响 为Transformer模型在时间序列预测方面提供了一种计算效率更高的替代方案，有可能提高金融和能源行业的性能。

排序理由 详细介绍新模型架构和优化技术的学术论文。

在 arXiv cs.AI 阅读 →

AI 生成摘要 · Google Gemini · 来自 2 个来源。 我们如何撰写摘要 →

ITS-Mina框架通过MLP提供具有竞争力的多元时间序列预测

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报道来源 [2]

  1. arXiv cs.AI TIER_1 English(EN) · Pourya Zamanvaziri, Amirhossein Sadr, Aida Pakniyat, Dara Rahmati ·

    ITS-Mina：基于Harris Hawks优化、具有迭代细化和外部注意力的全MLP框架，用于多元时间序列预测

    arXiv:2604.27981v1 Announce Type: cross Abstract: Multivariate time series forecasting plays a pivotal role in numerous real-world applications, including financial analysis, energy management, and traffic planning. While Transformer-based architectures have gained popularity for…

  2. arXiv cs.AI TIER_1 English(EN) · Dara Rahmati ·

    ITS-Mina：基于Harris Hawks优化、具有迭代细化和外部注意力的全MLP框架，用于多元时间序列预测

    Multivariate time series forecasting plays a pivotal role in numerous real-world applications, including financial analysis, energy management, and traffic planning. While Transformer-based architectures have gained popularity for this task, recent studies reveal that simpler MLP…

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