Temporally-Reweighted Chinese Restaurant Process Mixtures for Clustering, Imputing, and Forecasting Multivariate Time Series Oct 18, 2017 Clustering Imputation
Code Code Available DeepCOVIDNet: An Interpretable Deep Learning Model for Predictive Surveillance of COVID-19 Using Heterogeneous Features and their Interactions Jul 31, 2020 Time Series Time Series Analysis
Code Code Available Multilevel Wavelet Decomposition Network for Interpretable Time Series Analysis Jun 23, 2018 Deep Learning General Classification
Code Code Available PyIT2FLS: A New Python Toolkit for Interval Type 2 Fuzzy Logic Systems Sep 22, 2019 Time Series Analysis
Code Code Available Deep convolutional neural networks for multi-scale time-series classification and application to disruption prediction in fusion devices Oct 31, 2019 Diagnostic General Classification
Code Code Available Deep Bidirectional and Unidirectional LSTM Recurrent Neural Network for Network-wide Traffic Speed Prediction Jan 7, 2018 Missing Values Time Series
Code Code Available A New Valuation Measure for the Stock Market May 11, 2019 Time Series Analysis
Code Code Available DeepAnT: A Deep Learning Approach for Unsupervised Anomaly Detection in Time Series Dec 19, 2018 Anomaly Detection Time Series
Code Code Available Multimodal Estimation of Change Points of Physiological Arousal in Drivers Oct 28, 2022 Time Series Time Series Analysis
Code Code Available Ensembles of Randomized Time Series Shapelets Provide Improved Accuracy while Reducing Computational Costs Feb 22, 2017 Classification Diversity
Code Code Available Decoding kinetic features of hand motor preparation from single‐trial EEG using convolutional neural networks Aug 11, 2020 Classification EEG
Code Code Available Multimodal Multi-User Surface Recognition with the Kernel Two-Sample Test Mar 8, 2023 Benchmarking Time Series
Code Code Available DCSF: Deep Convolutional Set Functions for Classification of Asynchronous Time Series Aug 24, 2022 Astronomy Classification
Code Code Available Temporal Multiresolution Graph Neural Networks For Epidemic Prediction May 30, 2022 Graph Learning Prediction
Code Code Available ChronoNet: A Deep Recurrent Neural Network for Abnormal EEG Identification Jan 30, 2018 EEG Electroencephalogram (EEG)
Code Code Available Chemical Integration of ODEs using Idealized Abstract Solutions Jan 23, 2023 Time Series Time Series Analysis
Code Code Available Ensemble Sales Forecasting Study in Semiconductor Industry Apr 28, 2017 CPU Time Series Analysis
Code Code Available Ensemble of heterogeneous flexible neural trees using multiobjective genetic programming May 16, 2017 Classification Diversity
Code Code Available Ensemble Kalman Variational Objectives: Nonlinear Latent Trajectory Inference with A Hybrid of Variational Inference and Ensemble Kalman Filter Oct 17, 2020 Diversity State Space Models
Code Code Available Ensemble Augmentation for Deep Neural Networks Using 1-D Time Series Vibration Data Aug 6, 2021 Data Augmentation Generative Adversarial Network
Code Code Available Demand Forecasting from Spatiotemporal Data with Graph Networks and Temporal-Guided Embedding May 26, 2019 Demand Forecasting Time Series
Code Code Available Change-Point Detection in Time-Series Data by Relative Density-Ratio Estimation Mar 2, 2012 Change Point Detection Density Ratio Estimation
Code Code Available Multiobjective Programming for Type-2 Hierarchical Fuzzy Inference Trees May 16, 2017 Classification feature selection
Code Code Available Multioutput Gaussian Processes with Functional Data: A Study on Coastal Flood Hazard Assessment Jul 28, 2020 Gaussian Processes Time Series
Code Code Available EnK: Encoding time-information in convolution Jun 7, 2020 EEG Electroencephalogram (EEG)
Code Code Available Quality change: norm or exception? Measurement, Analysis and Detection of Quality Change in Wikipedia Nov 2, 2021 Articles Change Point Detection
Code Code Available A Deep Neural Network for Unsupervised Anomaly Detection and Diagnosis in Multivariate Time Series Data Nov 20, 2018 Anomaly Detection Decoder
Code Code Available Sinkhorn Divergence of Topological Signature Estimates for Time Series Classification Feb 14, 2019 Classification Fault Detection
Code Code Available Temporal Pattern Attention for Multivariate Time Series Forecasting Sep 12, 2018 Multivariate Time Series Forecasting Time Series
Code Code Available Dataset: Rare Event Classification in Multivariate Time Series Sep 27, 2018 Classification General Classification
Code Code Available Changepoint Detection in Noisy Data Using a Novel Residuals Permutation-Based Method (RESPERM): Benchmarking and Application to Single Trial ERPs Apr 21, 2022 Benchmarking Change Point Detection
Code Code Available Quantifying Emergent Behavior of Autonomous Robots Oct 6, 2015 Time Series Time Series Analysis
Code Code Available Change point detection for graphical models in the presence of missing values Jul 11, 2019 Change Point Detection Imputation
Code Code Available Change of human mobility during COVID-19: A United States case study Sep 18, 2021 Time Series Analysis
Code Code Available A deep convolutional neural network that is invariant to time rescaling Jul 9, 2021 Time Series Time Series Analysis
Code Code Available Multiple species animal movements: network properties, disease dynamic and the impact of targeted control actions Jul 21, 2021 Time Series Analysis
Code Code Available Multiple Time Series Fusion Based on LSTM An Application to CAP A Phase Classification Using EEG Dec 18, 2021 channel selection Decision Making
Code Code Available Temporal patterns in insulin needs for Type 1 diabetes Nov 14, 2022 Time Series Time Series Analysis
Code Code Available Quantifying the dynamics of topical fluctuations in language Jun 2, 2018 Time Series Time Series Analysis
Code Code Available Challenges in detecting evolutionary forces in language change using diachronic corpora Nov 3, 2018 Time Series Time Series Analysis
Code Code Available A Transformer Framework for Data Fusion and Multi-Task Learning in Smart Cities Nov 18, 2022 Computational Efficiency Humanitarian
Code Code Available Sketches for Time-Dependent Machine Learning Aug 26, 2021 BIG-bench Machine Learning Time Series
Code Code Available Enhancing Visual Inspection Capability of Multi-Modal Large Language Models on Medical Time Series with Supportive Conformalized and Interpretable Small Specialized Models Jan 27, 2025 Arrhythmia Detection Conformal Prediction
Code Code Available Enhancing Time Series Momentum Strategies Using Deep Neural Networks Apr 9, 2019 Position Time Series
Code Code Available Using generalized additive models to decompose time series and waveforms, and dissect heart-lung interaction physiology Jun 13, 2022 Additive models Medical waveform analysis
Code Code Available Characterizing and Forecasting User Engagement with In-app Action Graph: A Case Study of Snapchat Jun 2, 2019 Time Series Analysis
Code Code Available Patch Learning Jun 1, 2019 BIG-bench Machine Learning Ensemble Learning
Code Code Available Anomaly Detection with Generative Adversarial Networks for Multivariate Time Series Sep 13, 2018 Anomaly Detection Time Series
Code Code Available Video Trajectory Classification and Anomaly Detection Using Hybrid CNN-VAE Dec 18, 2018 Anomaly Detection Classification
Code Code Available Multi-Scale Convolutional Neural Networks for Time Series Classification Mar 22, 2016 Classification Dynamic Time Warping
Code Code Available 