A Large Comparison of Normalization Methods on Time Series

Combining Filtering and Cross-Correlation Efficiently for Streaming Time Series

(2022) Sheng Zhong et al.   ACM Transactions on Knowledge Discovery from Data

A Review on Outlier/Anomaly Detection in Time Series Data

(2021) Ane Blázquez-García et al.   ACM COMPUTING SURVEYS

Design space exploration for an FPGA-based quantum annealing simulator with interaction-coefficient-generators

(2021) Chia-Yin Liu et al.   JOURNAL OF SUPERCOMPUTING

Efficient unsupervised drift detector for fast and high-dimensional data streams

(2021) Vinicius M. A. Souza et al.   KNOWLEDGE AND INFORMATION SYSTEMS

Experimental Comparison and Survey of Twelve Time Series Anomaly Detection Algorithms

(2021) Cynthia Freeman et al.   JOURNAL OF ARTIFICIAL INTELLIGENCE RESEARCH

Deep learning for time series classification: a review

(2019) Hassan Ismail Fawaz et al.   DATA MINING AND KNOWLEDGE DISCOVERY

Investigating the impact of data normalization on classification performance

(2019) Dalwinder Singh et al.   APPLIED SOFT COMPUTING

Evaluation of statistical and machine learning models for time series prediction: Identifying the state-of-the-art and the best conditions for the use of each model

(2019) Antonio Rafael Sabino Parmezan et al.   INFORMATION SCIENCES

catch22: CAnonical Time-series CHaracteristics

(2019) Carl H. Lubba et al.   DATA MINING AND KNOWLEDGE DISCOVERY

On time series classification with dictionary-based classifiers

(2019) James Large et al.   Intelligent Data Analysis

Comparing Similarity Perception in Time Series Visualizations

(2018) Anna Gogolou et al.   IEEE TRANSACTIONS ON VISUALIZATION AND COMPUTER GRAPHICS

A review on distance based time series classification

(2018) Amaia Abanda et al.   DATA MINING AND KNOWLEDGE DISCOVERY

The great time series classification bake off: a review and experimental evaluation of recent algorithmic advances

(2016) Anthony Bagnall et al.   DATA MINING AND KNOWLEDGE DISCOVERY

Scalable time series classification

(2015) Patrick Schäfer   DATA MINING AND KNOWLEDGE DISCOVERY

Exploring Low Cost Laser Sensors to Identify Flying Insect Species

(2015) Diego F. Silva et al.   JOURNAL OF INTELLIGENT & ROBOTIC SYSTEMS

Time series classification with ensembles of elastic distance measures

(2014) Jason Lines et al.   DATA MINING AND KNOWLEDGE DISCOVERY

Time series motif discovery: dimensions and applications

(2014) Abdullah Mueen   Wiley Interdisciplinary Reviews-Data Mining and Knowledge Discovery

CID: an efficient complexity-invariant distance for time series

(2013) Gustavo E. A. P. A. Batista et al.   DATA MINING AND KNOWLEDGE DISCOVERY

A Bag-of-Features Framework to Classify Time Series

(2013) M. G. Baydogan et al.   IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE

Time Warp Edit Distance with Stiffness Adjustment for Time Series Matching

(2009) P.-F. Marteau   IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE