Segmenting Hybrid Trajectories using Latent ODEs May 9, 2021 Time Series Time Series Analysis
Code Code Available XceptionTime: A Novel Deep Architecture based on Depthwise Separable Convolutions for Hand Gesture Classification Nov 9, 2019 Data Augmentation General Classification
Code Code Available Wasserstein Index Generation Model: Automatic Generation of Time-series Index with Application to Economic Policy Uncertainty Aug 12, 2019 Time Series Time Series Analysis
Code Code Available Few-shot human motion prediction for heterogeneous sensors Dec 22, 2022 Few-Shot Learning Human motion prediction
Code Code Available Analyzing Dynamical Brain Functional Connectivity As Trajectories on Space of Covariance Matrices Apr 10, 2019 Clustering Dimensionality Reduction
Code Code Available Towards Safe Policy Improvement for Non-Stationary MDPs Oct 23, 2020 Decision Making reinforcement-learning
Code Code Available fETSmcs: Feature-based ETS model component selection Jun 26, 2022 model Model Selection
Code Code Available Machine Learning vs Statistical Methods for Time Series Forecasting: Size Matters Sep 29, 2019 BIG-bench Machine Learning Time Series
Code Code Available PI-Net: A Deep Learning Approach to Extract Topological Persistence Images Jun 5, 2019 Activity Recognition Deep Learning
Code Code Available Conditional Latent Block Model: a Multivariate Time Series Clustering Approach for Autonomous Driving Validation Aug 3, 2020 Autonomous Driving Clustering
Code Code Available Analysis of Thai Capital Market Linkages: Part I. Bivariate Copula Approach Aug 8, 2020 Time Series Time Series Analysis
Code Code Available Deep Normed Embeddings for Patient Representation Apr 12, 2022 Representation Learning Time Series
Code Code Available A projected nonlinear state-space model for forecasting time series signals Nov 22, 2023 Benchmarking Computational Efficiency
Code Code Available MAD-GAN: Multivariate Anomaly Detection for Time Series Data with Generative Adversarial Networks Jan 15, 2019 Anomaly Detection BIG-bench Machine Learning
Code Code Available Feature space approximation for kernel-based supervised learning Nov 25, 2020 regression Time Series
Code Code Available Feature Selection on a Flare Forecasting Testbed: A Comparative Study of 24 Methods Sep 30, 2021 feature selection Time Series
Code Code Available MAGMA: Inference and Prediction with Multi-Task Gaussian Processes Jul 21, 2020 Gaussian Processes Prediction
Code Code Available Wasserstein multivariate auto-regressive models for modeling distributional time series Jul 12, 2022 Graph Learning Time Series
Code Code Available PMP: Privacy-Aware Matrix Profile against Sensitive Pattern Inference for Time Series Jan 4, 2023 Privacy Preserving Time Series
Code Code Available Self-attention for raw optical Satellite Time Series Classification Oct 23, 2019 Classification Deep Learning
Code Code Available Feature Selection for Multivariate Time Series via Network Pruning Feb 11, 2021 feature selection Network Pruning
Code Code Available Feature engineering workflow for activity recognition from synchronized inertial measurement units Dec 18, 2019 Activity Recognition BIG-bench Machine Learning
Code Code Available Autoregressive Convolutional Neural Networks for Asynchronous Time Series Mar 12, 2017 Time Series Time Series Analysis
Code Code Available Manifold Oblique Random Forests: Towards Closing the Gap on Convolutional Deep Networks Sep 25, 2019 EEG Electroencephalogram (EEG)
Code Code Available Policy Analysis using Synthetic Controls in Continuous-Time Feb 2, 2021 Causal Inference counterfactual
Code Code Available Manifold-regression to predict from MEG/EEG brain signals without source modeling Jun 4, 2019 EEG Electroencephalogram (EEG)
Code Code Available Fast Online Deconvolution of Calcium Imaging Data Mar 16, 2017 Time Series Time Series Analysis
Code Code Available Fast Gaussian Process Based Gradient Matching for Parameter Identification in Systems of Nonlinear ODEs Apr 12, 2018 regression Time Series
Code Code Available Switching Autoregressive Low-rank Tensor Models Jun 5, 2023 parameter estimation Time Series Analysis
Code Code Available A Probabilistic Autoencoder for Type Ia Supernovae Spectral Time Series Jul 15, 2022 Time Series Time Series Analysis
Code Code Available Pooled Motion Features for First-Person Videos Dec 19, 2014 Activity Recognition Activity Recognition In Videos
Code Code Available POP: Mining POtential Performance of new fashion products via webly cross-modal query expansion Jul 22, 2022 New Product Sales Forecasting Time Series
Code Code Available Self-explaining Hierarchical Model for Intraoperative Time Series Oct 10, 2022 model Time Series
Code Code Available Automatic alignment of surgical videos using kinematic data Apr 3, 2019 Dynamic Time Warping Time Series
Code Code Available AdaVol: An Adaptive Recursive Volatility Prediction Method Jun 3, 2020 Prediction Time Series
Code Code Available Approximating Continuous Functions on Persistence Diagrams Using Template Functions Feb 19, 2019 Time Series Analysis Topological Data Analysis
Code Code Available Fast fitting of neural ordinary differential equations by Bayesian neural gradient matching to infer ecological interactions from time series data Sep 13, 2022 Time Series Time Series Analysis
Code Code Available Fast ES-RNN: A GPU Implementation of the ES-RNN Algorithm Jul 7, 2019 GPU Time Series
Code Code Available Conditional Generation of Medical Time Series for Extrapolation to Underrepresented Populations Jan 20, 2022 Time Series Time Series Analysis
Code Code Available Deep Neural Network Ensembles for Time Series Classification Mar 15, 2019 Attribute Classification
Code Code Available Conditional Approximate Normalizing Flows for Joint Multi-Step Probabilistic Forecasting with Application to Electricity Demand Jan 8, 2022 Decision Making Scheduling
Code Code Available Concept-based model explanations for Electronic Health Records Dec 3, 2020 model Time Series
Code Code Available Deep Multi-View Spatial-Temporal Network for Taxi Demand Prediction Feb 23, 2018 image-classification Image Classification
Code Code Available An accuracy-runtime trade-off comparison of scalable Gaussian process approximations for spatial data Jan 20, 2025 Gaussian Processes parameter estimation
Code Code Available A clustering approach to time series forecasting using neural networks: A comparative study on distance-based vs. feature-based clustering methods Jan 27, 2020 Anomaly Detection Clustering
Code Code Available Compositional Modeling of Nonlinear Dynamical Systems with ODE-based Random Features Dec 1, 2021 Bayesian Inference Gaussian Processes
Code Code Available Approximate Bayesian Computation with Path Signatures Jun 23, 2021 Time Series Time Series Analysis
Code Code Available Faster Retrieval with a Two-Pass Dynamic-Time-Warping Lower Bound Nov 20, 2008 Dynamic Time Warping Retrieval
Code Code Available VELC: A New Variational AutoEncoder Based Model for Time Series Anomaly Detection Jul 3, 2019 Anomaly Detection Decoder
Code Code Available Self-supervised representation learning from electroencephalography signals Nov 13, 2019 Representation Learning Self-Supervised Learning
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