conftrace_

time series classification

97 papers

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Also known as

TSC

Co-occurring keywords

representation learning (6206) convolutional neural network (4226) multivariate time series (139) time series (435) time series forecasting (364) dynamic time warping (81) deep neural network (1803) data augmentation (3052) time-series classification (17) irregular time series (21)

Papers

Temporal Graph Convolutional Networks for Automatic Seizure Detection MLHC 2019
Early Recognition of Sepsis with Gaussian Process Temporal Convolutional Networks and Dynamic Time Warping MLHC 2019
Regularizing Fully Convolutional Networks for Time Series Classification by Decorrelating Filters AAAI 2019
FEARS: a Feature and Representation Selection approach for Time Series Classification ACML 2019
Precision and Recall for Time Series NIPS 2018
Random Warping Series: A Random Features Method for Time-Series Embedding AISTATS 2018
Not to Cry Wolf: Distantly Supervised Multitask Learning in Critical Care ICML 2018
Prediction of Cardiac Arrest from Physiological Signals in the Pediatric ICU MLHC 2018
Learning filter widths of spectral decompositions with wavelets NIPS 2018
Learning to Detect Sepsis with a Multitask Gaussian Process RNN Classifier ICML 2017
Learning Time Series Detection Models from Temporally Imprecise Labels AISTATS 2017
Rich Time Series Classification Using Temporal Logic RSS 2017
Classification of Time Sequences using Graphs of Temporal Constraints JMLR 2017
A scalable end-to-end Gaussian process adapter for irregularly sampled time series classification NIPS 2016
Material Recognition from Heat Transfer given Varying Initial Conditions and Short-Duration Contact RSS 2015
A Latent Source Model for Nonparametric Time Series Classification NIPS 2013
Reducing statistical time-series problems to binary classification NIPS 2012
Improved Sequence Classification Using Adaptive Segmental Sequence Alignment ACML 2012
Selective Prediction of Financial Trends with Hidden Markov Models NIPS 2011
Hierarchical Fisher Kernels for Longitudinal Data NIPS 2008
Aggregating Classification Accuracy across Time: Application to Single Trial EEG NIPS 2006
One-Class Novelty Detection for Seizure Analysis from Intracranial EEG JMLR 2006