Time Series Analysis

tick: a Python Library for Statistical Learning, with an emphasis on Hawkes Processes and Time-Dependent Models JMLR 2018 Time Series Chains: A Novel Tool for Time Series Data Mining IJCAI 2018 Toeplitz Inverse Covariance-based Clustering of Multivariate Time Series Data IJCAI 2018 A Dual-Stage Attention-Based Recurrent Neural Network for Time Series Prediction IJCAI 2017 App Download Forecasting: An Evolutionary Hierarchical Competition Approach IJCAI 2017 Bayesian Learning and Inference in Recurrent Switching Linear Dynamical Systems AISTATS 2017 Classification of Time Sequences using Graphs of Temporal Constraints JMLR 2017 Coherent Probabilistic Forecasts for Hierarchical Time Series ICML 2017 High-dimensional Time Series Clustering via Cross-Predictability AISTATS 2017 Improving Prediction of Speech Activity Using Multi-Participant Respiratory State Interspeech 2017 Independence clustering (without a matrix) NeurIPS 2017 Learning Hawkes Processes from Short Doubly-Censored Event Sequences ICML 2017 Learning Time Series Detection Models from Temporally Imprecise Labels AISTATS 2017 Modelling the Working Week for Multi-Step Forecasting using Gaussian Process Regression IJCAI 2017 Nonnegative Matrix Factorization for Time Series Recovery From a Few Temporal Aggregates ICML 2017 Nonparametric Risk Bounds for Time-Series Forecasting JMLR 2017 Non-Stationary Spectral Kernels NeurIPS 2017 Predicting Epenthetic Vowel Quality from Acoustics Interspeech 2017 Predicting User Activity Level In Point Processes With Mass Transport Equation NeurIPS 2017 Random projection design for scalable implicit smoothing of randomly observed stochastic processes AISTATS 2017 Random Projection Filter Bank for Time Series Data NeurIPS 2017 Rich Time Series Classification Using Temporal Logic RSS 2017 Soft-DTW: a Differentiable Loss Function for Time-Series ICML 2017 Stability of Prosodic Characteristics Across Age and Gender Groups Interspeech 2017 Stochastic Online Anomaly Analysis for Streaming Time Series IJCAI 2017