Search Results for author: Sinno Pan

Found 4 papers, 2 papers with code

Variational Component Decoder for Source Extraction from Nonlinear Mixture

no code implementations29 Sep 2021 Shujie Zhang, Tianyue Zheng, Zhe Chen, Jun Luo, Sinno Pan

In many practical scenarios of signal extraction from a nonlinear mixture, only one (signal) source is intended to be extracted.

blind source separation EEG +2

Clustered Task-Aware Meta-Learning by Learning from Learning Paths

1 code implementation29 Sep 2021 Danni Peng, Sinno Pan

To enable effective learning of new tasks with only few samples, meta-learning acquires common knowledge from the existing tasks with a globally shared meta-learner.

Clustering Few-Shot Image Classification +1

AdaRNN: Adaptive Learning and Forecasting of Time Series

2 code implementations10 Aug 2021 Yuntao Du, Jindong Wang, Wenjie Feng, Sinno Pan, Tao Qin, Renjun Xu, Chongjun Wang

This paper proposes Adaptive RNNs (AdaRNN) to tackle the TCS problem by building an adaptive model that generalizes well on the unseen test data.

Human Activity Recognition Time Series +1

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