长距离依赖是指序列中的元素如何受到序列中相隔较远的元素的影响,这在许多实际应用中(如时间序列分析、语音识别、自然语言处理等)是一个关键挑战。传统的序列模型,如循环神经网络(RNNs)、卷积神经网络(CNNs)和Transformers,虽然有专门设计来处理长距离依赖的变体,但在处理非常长的序列(例如10000步或更多)时仍然面临挑...
BlockEcho: Retaining Long-Range Dependencies for Imputing Block-Wise Missing Data 29 Feb 2024 · Qiao Han, Mingqian Li, Yao Yang, Yiteng Zhai · Edit social preview Block-wise missing data poses significant challenges in real-world data imputation tasks. Compared to scattered missing data, block...
We present a novel approach for continuous emotion recognition based on Long Short-Term Memory Recurrent Neural Networks which include modelling of long-range dependencies between observations and thus outperform techniques like Support-Vector Regression. Transferring the innovative concept of additionally ...
PNL: Eff i cient long-range dependencies extraction with pyramidnon-local module for action recognitionYuecong Xua, ⇑ , Haozhi Cao a , Jianfei Yang a , Kezhi Mao a , Jianxiong Yin b , Simon See ba School of Electrical and Electronic Engineering, Nanyang Technological University, 50 Nanyang...
在更深入的了解之前，需要明确的是， BPTT 在学习 long term dependencies 的时候是有困难的。这个问题...
Learning representations that accurately capture long-range dependencies in sequential inputs --- including text, audio, and genomic data --- is a key problem in deep learning. Feed-forward convolutional models capture only feature interactions within finite receptive fields while recurrent architectures...
Code repository of the paperTowards a General Purpose CNN for Long Range Dependencies in N-D. Abstract The use of Convolutional Neural Networks (CNNs) is widespread in Deep Learning due to a range of desirable model properties which result in an efficient and effective machine learning framework...
aHe would for example narrow the query down to the last fifteen minutes on a frequency range and area of interest he is responsible for. 他在他负责的频率范围和兴趣范围例如使询问狭窄下来到前十五分钟。[translate] aof focus with respect to product-market-technology scope 焦点关于产品市场技术范围[...
Our experiment and statistical analysis lead to some results, when referred to the concept of complex systems, scaling and long-range time and spatial dependencies can have interesting applications in the description of computer systems behaviour and be used in computer systems management, where we ...