Minimum Recall-Based Loss Function for Imbalanced Time Series Classification

A Multivariate Time Series Streaming Classifier for Predicting Hard Drive Failures [Application Notes]

(2022) Josu Ircio et al.   IEEE Computational Intelligence Magazine

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

MSCS-DeepLN: Evaluating lung nodule malignancy using multi-scale cost-sensitive neural networks

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Imbalanced Classification Based on Minority Clustering Synthetic Minority Oversampling Technique With Wind Turbine Fault Detection Application

(2020) Huaikuan Yi et al.   IEEE Transactions on Industrial Informatics

AUC-Based Extreme Learning Machines for Supervised and Semi-Supervised Imbalanced Classification

(2020) Guanjin Wang et al.   IEEE Transactions on Systems Man Cybernetics-Systems

Deep learning for time series classification: a review

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

Optimizing shapelets quality measure for imbalanced time series classification

(2019) Qiuyan Yan et al.   APPLIED INTELLIGENCE

Multivariate LSTM-FCNs for time series classification

(2019) Fazle Karim et al.   NEURAL NETWORKS

A Survey of Optimization Methods From a Machine Learning Perspective

(2019) Shiliang Sun et al.   IEEE Transactions on Cybernetics

Imbalance: Oversampling algorithms for imbalanced classification in R

(2018) Ignacio Cordón et al.   KNOWLEDGE-BASED SYSTEMS

Measuring the class-imbalance extent of multi-class problems

(2017) Jonathan Ortigosa-Hernández et al.   PATTERN RECOGNITION LETTERS

A Parsimonious Mixture of Gaussian Trees Model for Oversampling in Imbalanced and Multimodal Time-Series Classification

(2014) Hong Cao et al.   IEEE Transactions on Neural Networks and Learning Systems

Integrated Oversampling for Imbalanced Time Series Classification

(2013) Hong Cao et al.   IEEE TRANSACTIONS ON KNOWLEDGE AND DATA ENGINEERING

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