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前面的文章我们总结了傅立叶变换在时间序列中的应用，但FFT实际有其局限性，所以最近陆续在学习小波变换，感觉小波变换要比傅立叶变换更加复杂，所以预计本篇文章会冗长...
论文标题：WPMixer: Efficient Multi-Resolution Mixing for Long-Term Time Series Foreca...
论文标题：SparseTSF: Modeling Long-term Time Series Forecasting with 1k Parameters
论文标题：ChatTime: A Multimodal Time Series Foundation Model
论文标题：Patch-wise Structural Loss for Time Series Forecasting
我在去年11月份写了patch深入理解的上篇，主要介绍patch的原理和代码实现过程。文章发布后很多朋友催更下篇，其实一直在积累素材，因为介绍完原理和实现之后，...
论文标题：Unlocking the Power of Patch: Patch-Based MLP for Long-Term Time Series For...
论文标题：Medformer: A Multi-Granularity Patching Transformer for Medical Time-Series...
论文标题：Time Series as Images: Vision Transformer for Irregularly Sampled Time Seri...
论文标题：Frequency-domain MLPs are More Effective Learners in Time Series Forecastin...
论文标题：DUET: Dual Clustering Enhanced Multivariate Time Series Forecasting
论文标题：How Much Can Time-related Features Enhance Time Series Forecasting?
最近在筹备写知识星球的文章，主要想把自己看完论文之后偶然产生的想法idea，以及实验验证过程记录下来。其实平时有挺多想法，但大多没有形成文字，或是跑跑代码就丢掉...
论文标题：Large Pre-trained time series models for cross-domain Time series analysis ...
2024年度，科学最top频道总计与大家一起阅读了30篇文章，其中两篇关于patch和傅里叶变换的时序基础知识获得了较高的点赞，期间我还收到了很多粉丝的私信，来...
论文标题：AdaWaveNet: Adaptive Wavelet Network for Time Series Analysis
论文标题：AutoTimes: Autoregressive Time Series Forecasters via Large Language Models
论文标题：Enhancing Masked Time-Series Modeling via Dropping Patches
论文标题：Are Self-Attentions Effective for Time Series Forecasting?
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