Multivariate time-series classification with hierarchical variational graph pooling

Graph Partitioning and Graph Neural Network based Hierarchical Graph Matching for Graph Similarity Computation

(2021) Haoyan Xu et al.   NEUROCOMPUTING

DTDR-ALSTM: Extracting dynamic time-delays to reconstruct multivariate data for improving attention-based LSTM industrial time series prediction models

(2020) Jince Li et al.   KNOWLEDGE-BASED SYSTEMS

Comparative study on the time series forecasting of web traffic based on statistical model and Generative Adversarial model

(2020) Kun Zhou et al.   KNOWLEDGE-BASED SYSTEMS

Parallel deep prediction with covariance intersection fusion on non-stationary time series

(2020) Zhigang Shi et al.   KNOWLEDGE-BASED SYSTEMS

Hybrid artificial neural network and cooperation search algorithm for nonlinear river flow time series forecasting in humid and semi-humid regions

(2020) Zhong-kai Feng et al.   KNOWLEDGE-BASED SYSTEMS

Early classification of time series using multi-objective optimization techniques

(2019) U. Mori et al.   INFORMATION SCIENCES

DTW-NN: A novel neural network for time series recognition using dynamic alignment between inputs and weights

(2019) Brian Kenji Iwana et al.   KNOWLEDGE-BASED SYSTEMS

Multivariate LSTM-FCNs for time series classification

(2019) Fazle Karim et al.   NEURAL NETWORKS

A Hierarchical Neural Network for Sleep Stage Classification Based on Comprehensive Feature Learning and Multi-Flow Sequence Learning

(2019) Chenglu Sun et al.   IEEE Journal of Biomedical and Health Informatics

Multivariate Time-Series Classification Using the Hidden-Unit Logistic Model

(2018) Wenjie Pei et al.   IEEE Transactions on Neural Networks and Learning Systems

Distributed FastShapelet Transform: a Big Data time series classification algorithm

(2018) Francisco J. Baldán et al.   INFORMATION SCIENCES

Real-time human action classification using a dynamic neural model

(2015) Zhibin Yu et al.   NEURAL NETWORKS

Bayesian common spatial patterns for multi-subject EEG classification

(2014) Hyohyeong Kang et al.   NEURAL NETWORKS

The Graph Neural Network Model

(2008) F. Scarselli et al.   IEEE TRANSACTIONS ON NEURAL NETWORKS