Towards a universal neural network encoder for time series

Towards a universal neural network encoder for time series

10 May 2018

Santiago Pascual

Alexandros Karatzoglou

Papers citing "Towards a universal neural network encoder for time series"

16 / 16 papers shown

Title
Hardware-Friendly Delayed-Feedback Reservoir for Multivariate Time-Series Classification Sosei Ikeda H. Awano Takashi Sato 28 2 0 16 Apr 2025
Capturing Temporal Components for Time Series Classification Venkata Ragavendra Vavilthota Ranjith Ramanathan Sathyanarayanan N. Aakur 28 0 0 20 Jun 2024
Daily Physical Activity Monitoring -- Adaptive Learning from Multi-source Motion Sensor Data Haoting Zhang Donglin Zhan Yunduan Lin Jinghai He Qing Zhu Z. Shen Zeyu Zheng 40 0 0 26 May 2024
Time-Series Classification in Smart Manufacturing Systems: An Experimental Evaluation of State-of-the-Art Machine Learning Algorithms Mojtaba A. Farahani M. R. McCormick R. Harik Thorsten Wuest 25 18 0 04 Oct 2023
Control of synaptic plasticity in neural networks M. Modiri 16 1 0 10 Mar 2023
Functional Neural Networks: Shift invariant models for functional data with applications to EEG classification Florian Heinrichs Mavin Heim Corinna Weber OOD 30 7 0 14 Jan 2023
And what if two musical versions don't share melody, harmony, rhythm, or lyrics ? M. Abrassart Guillaume Doras 29 3 0 03 Oct 2022
Braille Letter Reading: A Benchmark for Spatio-Temporal Pattern Recognition on Neuromorphic Hardware Simon F. Müller-Cleve Vittorio Fra Lyes Khacef Alejandro Pequeño-Zurro Daniel Klepatsch ... D. G. Ivanovich Shavika Rastogi Gianvito Urgese Friedemann Zenke Chiara Bartolozzi 17 38 0 30 May 2022
Gated Transformer Networks for Multivariate Time Series Classification Minghao Liu Shengqi Ren Siyuan Ma Jiahui Jiao Yizhou Chen Zhiguang Wang Wei Song AI4TS 36 130 0 26 Mar 2021
Multi-Faceted Representation Learning with Hybrid Architecture for Time Series Classification Zhenyu Liu Jian Cheng AI4TS 19 0 0 21 Dec 2020
Deep learning for time series classification Hassan Ismail Fawaz BDL AI4TS 43 35 0 01 Oct 2020
SESQA: semi-supervised learning for speech quality assessment Joan Serra Jordi Pons Santiago Pascual 8 42 0 01 Oct 2020
Omni-Scale CNNs: a simple and effective kernel size configuration for time series classification Wensi Tang Guodong Long Lu Liu Tianyi Zhou Michael Blumenstein Jing Jiang AI4TS 16 99 0 24 Feb 2020
Transfer Learning for Clinical Time Series Analysis using Deep Neural Networks Priyanka Gupta Pankaj Malhotra Jyoti Narwariya L. Vig Gautam M. Shroff AI4TS 24 61 0 01 Apr 2019
Deep learning for time series classification: a review Hassan Ismail Fawaz Germain Forestier J. Weber L. Idoumghar Pierre-Alain Muller AI4TS AI4CE 95 2,647 0 12 Sep 2018
Model-Agnostic Meta-Learning for Fast Adaptation of Deep Networks Chelsea Finn Pieter Abbeel Sergey Levine OOD 329 11,681 0 09 Mar 2017