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1709.08055
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Feature-based time-series analysis
23 September 2017
Ben D. Fulcher
AI4TS
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Papers citing
"Feature-based time-series analysis"
35 / 35 papers shown
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Haiming Zhu
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Interpretable Transformation and Analysis of Timelines through Learning via Surprisability
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SPINEX-TimeSeries: Similarity-based Predictions with Explainable Neighbors Exploration for Time Series and Forecasting Problems
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Survey and Taxonomy: The Role of Data-Centric AI in Transformer-Based Time Series Forecasting
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Caesar Wu
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HuBar: A Visual Analytics Tool to Explore Human Behaviour based on fNIRS in AR guidance systems
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Claudio Silva
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Learning Global and Local Features of Power Load Series Through Transformer and 2D-CNN: An Image-based Multi-step Forecasting Approach Incorporating Phase Space Reconstruction
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Wenhu Tang
188
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Parameter inference from a non-stationary unknown process
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243
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Machine Learning for ALSFRS-R Score Prediction: Making Sense of the Sensor Data
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Shashank Verma
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TimeMIL: Advancing Multivariate Time Series Classification via a Time-aware Multiple Instance Learning
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Peijie Qiu
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Aristeidis Sotiras
Yalin Wang
Abolfazl Razi
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335
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Path Signatures and Graph Neural Networks for Slow Earthquake Analysis: Better Together?
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Michael M. Zavlanos
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Profiling and Modeling of Power Characteristics of Leadership-Scale HPC System Workloads
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Naw Safrin Sattar
Woong Shin
Feiyi Wang
79
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An ensemble of convolution-based methods for fault detection using vibration signals
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Xian Yeow Lee
Aman Kumar
Lasitha Vidyaratne
Aniruddha Rajendra Rao
Ahmed K. Farahat
Chetan R. Gupta
146
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Analyzing categorical time series with the R package ctsfeatures
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José Antonio Vilar Fernández
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Annie G. Bryant
Ben D. Fulcher
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143
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Xiaoye Cai
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Philipp Geyer
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163
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FRANS: Automatic Feature Extraction for Time Series Forecasting
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Chang Wei Tan
Pablo Montero-Manso
Christoph Bergmeir
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188
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15 Sep 2022
Feature-Based Time-Series Analysis in R using the theft Package
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Ben D. Fulcher
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235
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A review of machine learning concepts and methods for addressing challenges in probabilistic hydrological post-processing and forecasting
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Georgia Papacharalampous
Hristos Tyralis
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307
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213
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Time series features for supporting hydrometeorological explorations and predictions in ungauged locations using large datasets
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Hristos Tyralis
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195
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Unifying Pairwise Interactions in Complex Dynamics
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Oliver M. Cliff
Annie G. Bryant
J. Lizier
N. Tsuchiya
Ben D. Fulcher
274
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28 Jan 2022
Hydroclimatic time series features at multiple time scales
Georgia Papacharalampous
Hristos Tyralis
Y. Markonis
M. Hanel
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170
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An Empirical Evaluation of Time-Series Feature Sets
Trent Henderson
Ben D. Fulcher
AI4TS
130
28
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21 Oct 2021
Novel Features for Time Series Analysis: A Complex Networks Approach
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V. Silva
Maria Eduarda Silva
Pedro Ribeiro
Fernando M. A. Silva
AI4TS
162
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11 Oct 2021
Global-scale massive feature extraction from monthly hydroclimatic time series: Statistical characterizations, spatial patterns and hydrological similarity
Science of the Total Environment (Sci Total Environ), 2020
Georgia Papacharalampous
Hristos Tyralis
S. Papalexiou
A. Langousis
S. Khatami
E. Volpi
S. Grimaldi
246
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24 Oct 2020
Towards Social & Engaging Peer Learning: Predicting Backchanneling and Disengagement in Children
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Minkush Manuja
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94
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22 Jul 2020
Complexity Measures and Features for Times Series classification
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Francisco Javier Baldan
J. M. Benítez
321
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27 Feb 2020
Feature engineering workflow for activity recognition from synchronized inertial measurement units
A. Kempa-Liehr
J. Oram
Andrew Wong
M. Finch
T. Besier
116
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18 Dec 2019
Forecasting with time series imaging
Xixi Li
Yanfei Kang
Feng Li
AI4TS
295
100
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17 Apr 2019
GRATIS: GeneRAting TIme Series with diverse and controllable characteristics
Yanfei Kang
Rob J. Hyndman
Feng Li
AI4TS
227
121
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07 Mar 2019
catch22: CAnonical Time-series CHaracteristics
C. Lubba
Sarab S. Sethi
Philip Knaute
S. Schultz
Ben D. Fulcher
N. Jones
AI4TS
324
338
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29 Jan 2019
Identification of Internal Faults in Indirect Symmetrical Phase Shift Transformers Using Ensemble Learning
Pallav Kumar Bera
R. Kumar
Can Isik
158
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12 Nov 2018
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