Fuzzy Cognitive Map-Driven Comprehensive Time-Series Classification

TS-CHIEF: a scalable and accurate forest algorithm for time series classification

(2020) Ahmed Shifaz et al.   DATA MINING AND KNOWLEDGE DISCOVERY

ROCKET: exceptionally fast and accurate time series classification using random convolutional kernels

(2020) Angus Dempster et al.   DATA MINING AND KNOWLEDGE DISCOVERY

InceptionTime: Finding AlexNet for time series classification

(2020) Hassan Ismail Fawaz et al.   DATA MINING AND KNOWLEDGE DISCOVERY

Proximity Forest: an effective and scalable distance-based classifier for time series

(2019) Benjamin Lucas et al.   DATA MINING AND KNOWLEDGE DISCOVERY

On time series classification with dictionary-based classifiers

(2019) James Large et al.   Intelligent Data Analysis

SAX-ARM: Deviant event pattern discovery from multivariate time series using symbolic aggregate approximation and association rule mining

(2019) Hoonseok Park et al.   EXPERT SYSTEMS WITH APPLICATIONS

Construction and Supervised Learning of Long-Term Grey Cognitive Networks

(2019) Gonzalo Napoles et al.   IEEE Transactions on Cybernetics

Bag of recurrence patterns representation for time-series classification

(2018) Nima Hatami et al.   PATTERN ANALYSIS AND APPLICATIONS

Recurrent Neural Networks for Multivariate Time Series with Missing Values

(2018) Zhengping Che et al.   Scientific Reports

Multiobjective Learning in the Model Space for Time Series Classification

(2018) Zhichen Gong et al.   IEEE Transactions on Cybernetics

Spatial-Temporal Recurrent Neural Network for Emotion Recognition

(2018) Tong Zhang et al.   IEEE Transactions on Cybernetics

SSTS: A syntactic tool for pattern search on time series

(2018) João Rodrigues et al.   INFORMATION PROCESSING & MANAGEMENT

A Series-based group stock portfolio optimization approach using the grouping genetic algorithm with symbolic aggregate Approximations

(2017) Chun-Hao Chen et al.   KNOWLEDGE-BASED SYSTEMS

Uncertainty Propagation in Fuzzy Grey Cognitive Maps With Hebbian-Like Learning Algorithms

(2017) Jose L. Salmeron et al.   IEEE Transactions on Cybernetics

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

Learning a Mahalanobis Distance-Based Dynamic Time Warping Measure for Multivariate Time Series Classification

(2016) Jiangyuan Mei et al.   IEEE Transactions on Cybernetics

Creating Discriminative Models for Time Series Classification and Clustering by HMM Ensembles

(2016) Nazanin Asadi et al.   IEEE Transactions on Cybernetics

Deep Sentence Embedding Using Long Short-Term Memory Networks: Analysis and Application to Information Retrieval

(2016) Hamid Palangi et al.   IEEE-ACM Transactions on Audio Speech and Language Processing

Time-Series Classification with COTE: The Collective of Transformation-Based Ensembles

(2015) Anthony Bagnall et al.   IEEE TRANSACTIONS ON KNOWLEDGE AND DATA ENGINEERING

Time series classification with ensembles of elastic distance measures

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

The BOSS is concerned with time series classification in the presence of noise

(2014) Patrick Schäfer   DATA MINING AND KNOWLEDGE DISCOVERY

Structural Generative Descriptions for Time Series Classification

(2014) Edgar S. Garcia-Trevino et al.   IEEE Transactions on Cybernetics

Classification of time series by shapelet transformation

(2013) Jon Hills 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

A time series forest for classification and feature extraction

(2013) Houtao Deng et al.   INFORMATION SCIENCES

Time-series data mining

(2012) Philippe Esling et al.   ACM COMPUTING SURVEYS

Using derivatives in time series classification

(2012) Tomasz Górecki et al.   DATA MINING AND KNOWLEDGE DISCOVERY

A Review of Fuzzy Cognitive Maps Research During the Last Decade

(2012) Elpiniki I. Papageorgiou et al.   IEEE TRANSACTIONS ON FUZZY SYSTEMS

Time Warp Edit Distance with Stiffness Adjustment for Time Series Matching

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

Advanced nonparametric tests for multiple comparisons in the design of experiments in computational intelligence and data mining: Experimental analysis of power

(2009) Salvador García et al.   INFORMATION SCIENCES

Numerical and Linguistic Prediction of Time Series With the Use of Fuzzy Cognitive Maps

(2008) W. Stach et al.   IEEE TRANSACTIONS ON FUZZY SYSTEMS