Articles

Disentangling dynamic and stochastic modes in multivariate time series

in Dynamical Systems

• Christian Uhl
• Annika Stiehl
• Nicolas Weeger
• Markus Schlarb
• Knut Hüper

Clustering Analysis of Aging Diseases and Chronic Habits With Multivariate Time Series Electrocardiogram and Medical Records

in Neurocognitive Aging and Behavior

• Kuo-Kun Tseng
• Jiaqian Li
• Yih-Jing Tang
• Ching-Wen Yang
• Fang-Ying Lin
• Zhaowen Zhao

Detecting the relationships among multivariate time series using reduced auto-regressive modeling

in Systems Interactions and Organ Networks

• Toshihiro Tanizawa
• Tomomichi Nakamura

Wind Turbine Gearbox Failure Detection Through Cumulative Sum of Multivariate Time Series Data

in Wind Energy

• Effi Latiffianti
• Shawn Sheng
• Yu Ding

Human Movement Representation on Multivariate Time Series for Recognition of Professional Gestures and Forecasting Their Trajectories

in Smart Sensor Networks and Autonomy

• Sotiris Manitsaris
• Gavriela Senteri
• Dimitrios Makrygiannis
• Alina Glushkova

General value functions for fault detection in multivariate time series data

in Robot Learning and Evolution

• Andy Wong
• Mehran Taghian Jazi
• Tomoharu Takeuchi
• Johannes Günther
• Osmar Zaïane

Multivariate Time Series Prediction for Loss of Coolant Accidents With a Zigmoid-Based LSTM

in Nuclear Energy

• Shanshan Gong
• Suyuan Yang
• Jingke She
• Weiqi Li
• Shaofei Lu

Statistical inference for dependence networks in topological data analysis

in Medicine and Public Health

• Anass B. El-Yaagoubi
• Moo K. Chung
• Hernando Ombao

Intelligent Online Health Estimation for Lithium-Ion Batteries Based on a Parallel Attention Network Combining Multivariate Time Series

in Electrochemical Energy Storage

• Xiaojun Tan
• Xiaoxi Liu
• Huanyu Wang
• Yuqian Fan
• Guodong Feng

Order Patterns Networks (ORPAN)—a method to estimate time-evolving functional connectivity from multivariate time series

• Stefan Schinkel
• Gorka Zamora-López
• Olaf Dimigen
• Werner Sommer
• Jürgen Kurths

Climate change, socioeconomic, environmental, and political drivers of road traffic fatalities in Somalia: a multivariate time series analysis

in Climate and Economics

• Ahmed Awale Ahmed
• Abdikadir Abdi Ali
• Abdisalan Sh. Yousuf Duale
• Abdirashid M. Yousuf
• Abdisalam Hassan Muse

AMDCnet: attention-gate-based multi-scale decomposition and collaboration network for long-term time series forecasting

in Machine Learning and Artificial Intelligence

• Shikang Hou
• Song Sun
• Tao Yin
• Zhibin Zhang
• Meng Yan

Towards a Data-Driven Estimation of Resilience in Networked Dynamical Systems: Designing a Versatile Testbed

in Networks of Dynamical Systems

• Tobias Fischer
• Thorsten Rings
• M. Reza Rahimi Tabar
• Klaus Lehnertz

Neural fingerprinting on MEG time series using MiniRocket

in Brain Imaging Methods

• Nikolas Kampel
• Christian M. Kiefer
• N. Jon Shah
• Irene Neuner
• Jürgen Dammers

Studying Complex Adaptive Systems With Internal States: A Recurrence Network Approach to the Analysis of Multivariate Time-Series Data Representing Self-Reports of Human Experience

in Dynamical Systems

• Fred Hasselman
• Anna M. T. Bosman

Clustering Vector Autoregressive Models: Capturing Qualitative Differences in Within-Person Dynamics

in Quantitative Psychology and Measurement

• Kirsten Bulteel
• Francis Tuerlinckx
• Annette Brose
• Eva Ceulemans