Time series

Non-stationarities significantly distort short-term spectral, symbolic and entropy heart rate variability indices

Valentina Magagnin, Tito Bassani, Vlasta Bari, Maurizio Turiel, Roberto Maestri, Gian Domenico Pinna, Alberto Porta

Citations: 173 • 2011

Detecting time series motifs under uniform scaling

Dragomir Yankov, Eamonn Keogh, José Medina, Bill Chiu, Victor Zordan

Citations: 168 • 2007

Financial Time-Series Data Analysis Using Deep Convolutional Neural Networks

Jou-Fan Chen, Wei‐Lun Chen, Chunping Huang, Szu-Hao Huang, An‐Pin Chen

Citations: 152 • 2016

Data analytics for predictive maintenance of industrial robots

Tawfik Borgi, Adel Hidri, Benjamin Neef, Mohamed Saber Naceur

Citations: 108 • 2017

Learning to Reproduce Fluctuating Time Series by Inferring Their Time-Dependent Stochastic Properties: Application in Robot Learning Via Tutoring

Shingo Murata, Jun Namikawa, Hiroaki Arie, Shigeki Sugano, Jun Tani

Citations: 75 • 2013

Motion prediction of moving objects based on autoregressive model

Ashraf Elnagar, Kamal Gupta

Citations: 73 • 1998

Developing an Unsupervised Real-Time Anomaly Detection Scheme for Time Series With Multi-Seasonality

Wentai Wu, Ligang He, Weiwei Lin, Yi Su, Yuhua Cui, Carsten Maple, Stephen A. Jarvis

Citations: 66 • 2020

Neural Networks vs. Conventional Methods of Forecasting

Chin Hwa Kuo, Arthur G. Reitsch

Citations: 53 • 1996

Variational Inference for On-line Anomaly Detection in High-Dimensional Time Series

Maximilian Sölch, Justin Bayer, Marvin Ludersdorfer, Patrick van der Smagt

Citations: 51 • 2016

Movement prediction from real-world images using a liquid state machine

Harald Burgsteiner, Mark Kröll, Alexander Leopold, Gerald Steinbauer

Citations: 49 • 2006

Quantifying the effect of heat stress on daily milk yield and monitoring dynamic changes using an adaptive dynamic model

G. André, B. Engel, P.B.M. Berentsen, Th.V. Vellinga, Alfons Oude Lansink

Citations: 43 • 2011

Learning from demonstration using a multi-valued function regressor for time-series data

Jesse Butterfield, Sarah Osentoski, Graylin Jay, Odest Chadwicke Jenkins

Citations: 41 • 2010

Non-Invasive Pressure Reactivity Index Using Doppler Systolic Flow Parameters: A Pilot Analysis

Frederick A. Zeiler, Peter Smielewski, Andrew R. Stevens, Marek Czosnyka, David K. Menon, Ari Ercole

Citations: 41 • 2018

Variational Inference for On-line Anomaly Detection in High-Dimensional Time Series

Maximilian Soelch, Justin Bayer, Marvin Ludersdorfer, Patrick van der Smagt

Citations: 40 • 2016

Keyframe compression and decompression for time series data based on the continuous hidden Markov model

Tetsunari Inamura, H. Tanie, Yoshihiko Nakamura

Citations: 33 • 2004

Real-Time Classification of Streaming Sensor Data

Shashwati Kasetty, Candice A. Stafford, G. P. Walker, Xiaoyue Wang, Eamonn Keogh

Citations: 32 • 2008

Unsupervised segmentation of categorical time series into episodes

Paul R. Cohen, Brent Heeringa, Niall M. Adams

Citations: 30 • 2003

Tailoring Echo State Networks for Optimal Learning

Pau Vilimelis Aceituno, Gang Yan, Yang‐Yu Liu

Citations: 29 • 2020

Multi-robot odor distribution mapping in realistic time-variant conditions

Ali Marjovi, Lino Marques

Citations: 28 • 2014

A Survey of Motion Capture Data Earning as High Dimensional Time Series

Zhimin Zhou, Zhongwen Chen

Citations: 28 • 2015