Standing on the Shoulders of Machine Learning: Can We Improve Hypothesis Testing? Mar 2, 2021 BIG-bench Machine Learning Econometrics
Code Code Available Koopman-theoretic Approach for Identification of Exogenous Anomalies in Nonstationary Time-series Data Sep 18, 2022 Time Series Time Series Analysis
Code Code Available Resilient In-Season Crop Type Classification in Multispectral Satellite Observations using Growth Stage Normalization Sep 21, 2020 Classification General Classification
Code Code Available COVID-19 epidemiology as emergent behavior on a dynamic transmission forest May 4, 2022 Clustering Epidemiology
Code Code Available Label Dependent Attention Model for Disease Risk Prediction Using Multimodal Electronic Health Records Jan 18, 2022 Language Modelling Prediction
Code Code Available COVID-19 and the gig economy in Poland Jul 23, 2021 counterfactual Time Series
Code Code Available A General Deep Learning Framework for Network Reconstruction and Dynamics Learning Dec 30, 2018 Time Series Time Series Analysis
Code Code Available Covariate-guided Bayesian mixture model for multivariate time series Jan 3, 2023 Mixture-of-Experts Time Series
Code Code Available State-Building through Public Land Disposal? An Application of Matrix Completion for Counterfactual Prediction Mar 19, 2019 counterfactual Matrix Completion
Code Code Available From the logistic-sigmoid to nlogistic-sigmoid: modelling the COVID-19 pandemic growth Aug 6, 2020 COVID-19 Modelling Time Series
Code Code Available Reusing Convolutional Activations from Frame to Frame to Speed up Training and Inference Sep 2, 2019 Atari Games Time Series
Code Code Available Accurate Characterization of Non-Uniformly Sampled Time Series using Stochastic Differential Equations Jul 2, 2020 Bayesian Optimization Compressive Sensing
Code Code Available LandCoverNet: A global benchmark land cover classification training dataset Dec 5, 2020 Classification General Classification
Code Code Available A fully automated periodicity detection in time series May 1, 2019 Clustering Time Series
Code Code Available Langevin-gradient parallel tempering for Bayesian neural learning Nov 11, 2018 Decision Making Time Series
Code Code Available Coupling Oceanic Observation Systems to Study Mesoscale Ocean Dynamics Oct 18, 2019 Time Series Time Series Analysis
Code Code Available COSTI: a New Classifier for Sequences of Temporal Intervals Apr 28, 2022 Classification Time Series
Code Code Available Asymmetric Shapley values: incorporating causal knowledge into model-agnostic explainability Oct 14, 2019 feature selection Time Series
Code Code Available Harnessing the power of Topological Data Analysis to detect change points in time series Oct 28, 2019 Change Point Detection Time Series
Code Code Available Large Linear Multi-output Gaussian Process Learning May 30, 2017 Gaussian Processes Time Series
Code Code Available Half-sibling regression meets exoplanet imaging: PSF modeling and subtraction using a flexible, domain knowledge-driven, causal framework Apr 7, 2022 Denoising Pupil Tracking
Code Code Available Unsupervised Discovery of Temporal Structure in Noisy Data with Dynamical Components Analysis May 23, 2019 Computational Efficiency Dimensionality Reduction
Code Code Available Guiding Sentiment Analysis with Hierarchical Text Clustering: Analyzing the German X/Twitter Discourse on Face Masks in the 2020 COVID-19 Pandemic Aug 1, 2024 Clustering Data Visualization
Code Code Available On-Line Learning of Linear Dynamical Systems: Exponential Forgetting in Kalman Filters Sep 16, 2018 regression Time Series
Code Code Available Large-Scale Characterization and Segmentation of Internet Path Delays with Infinite HMMs Oct 28, 2019 Change Detection Management
Code Code Available A Full Probabilistic Model for Yes/No Type Crowdsourcing in Multi-Class Classification Jan 2, 2019 General Classification image-classification
Code Code Available Theory and Algorithms for Shapelet-based Multiple-Instance Learning May 31, 2020 Multiple Instance Learning Time Series Analysis
Code Code Available An Image Processing approach to identify solar plages observed at 393.37 nm by the Kodaikanal Solar Observatory Sep 21, 2022 Time Series Analysis
Code Code Available A Framework for Imbalanced Time-series Forecasting Jul 22, 2021 Time Series Time Series Analysis
Code Code Available Detrended Partial-Cross-Correlation Analysis: A New Method for Analyzing Correlations in Complex System Jan 30, 2015 Time Series Analysis
Code Code Available Topological Data Analysis in Time Series: Temporal Filtration and Application to Single-Cell Genomics Apr 29, 2022 Time Series Time Series Analysis
Code Code Available Detection of Structural Change in Geographic Regions of Interest by Self Organized Mapping: Las Vegas City and Lake Mead across the Years Mar 29, 2018 Quantization Time Series
Code Code Available The Power of Linear Recurrent Neural Networks Feb 9, 2018 Stock Price Prediction Time Series
Code Code Available Online nonnegative CP-dictionary learning for Markovian data Sep 16, 2020 Dictionary Learning Online nonnegative CP decomposition
Code Code Available The Power of Log-Sum-Exp: Sequential Density Ratio Matrix Estimation for Speed-Accuracy Optimization May 28, 2021 Action Recognition Density Ratio Estimation
Code Code Available Guidelines for Augmentation Selection in Contrastive Learning for Time Series Classification Jul 12, 2024 Activity Recognition Contrastive Learning
Code Code Available LARNN: Linear Attention Recurrent Neural Network Aug 16, 2018 Time Series Time Series Analysis
Code Code Available On Regularizability and its Application to Online Control of Unstable LTI Systems May 29, 2020 Time Series Analysis
Code Code Available Online Search With Best-Price and Query-Based Predictions Dec 2, 2021 Decision Making Prediction
Code Code Available LASSO-ODE: A framework for mechanistic model identifiability and selection in disease transmission modeling May 22, 2025 Model Selection parameter estimation
Code Code Available Cost-effective Interactive Attention Learning with Neural Attention Process Jan 1, 2020 Reranking Time Series
Code Code Available GTEA: Inductive Representation Learning on Temporal Interaction Graphs via Temporal Edge Aggregation Sep 11, 2020 Inductive Learning Node Classification
Code Code Available Unsupervised Discovery of Temporal Structure in Noisy Data with Dynamical Components Analysis Dec 1, 2019 Computational Efficiency Dimensionality Reduction
Code Code Available Generalizing to unseen domains via distribution matching Nov 3, 2019 Domain Generalization LEMMA
Code Code Available Latent Dynamic Factor Analysis of High-Dimensional Neural Recordings Dec 1, 2020 Functional Connectivity Time Series
Code Code Available Unsupervised dynamic modeling of medical image transformation Mar 1, 2021 Denoising Dimensionality Reduction
Code Code Available R-FORCE: Robust Learning for Random Recurrent Neural Networks Mar 25, 2020 Time Series Analysis
Code Code Available GRATIS: GeneRAting TIme Series with diverse and controllable characteristics Mar 7, 2019 Benchmarking Clustering
Code Code Available Latent Ordinary Differential Equations for Irregularly-Sampled Time Series Dec 1, 2019 Time Series Time Series Analysis
Code Code Available Online Topology Identification from Vector Autoregressive Time Series Apr 3, 2019 Anomaly Detection Time Series
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