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Time Series

431 directly classified papers

Papers per year

Papers

Parsimonious Quantile Regression of Financial Asset Tail Dynamics via Sequential Learning NIPS 2018
Machine Learning Approaches to Reduce Electrical Waste and Improve Power Grid Stability IJCAI 2018
Hierarchical Electricity Time Series Forecasting for Integrating Consumption Patterns Analysis and Aggregation Consistency IJCAI 2018
GeoMAN: Multi-level Attention Networks for Geo-sensory Time Series Prediction IJCAI 2018
Predicting Complex Activities from Ongoing Multivariate Time Series IJCAI 2018
Multivariate Bayesian Structural Time Series Model JMLR 2018
Kernel Partial Least Squares for Stationary Data JMLR 2017
Discriminative State Space Models NIPS 2017
Random Projection Filter Bank for Time Series Data NIPS 2017
A Functional Dynamic Boltzmann Machine IJCAI 2017
Fast Change Point Detection on Dynamic Social Networks IJCAI 2017
Regularized Estimation and Testing for High-Dimensional Multi-Block Vector-Autoregressive Models JMLR 2017
A Dual-Stage Attention-Based Recurrent Neural Network for Time Series Prediction IJCAI 2017
Graphical Time Warping for Joint Alignment of Multiple Curves NIPS 2016
Consistent Algorithms for Clustering Time Series JMLR 2016
Estimating Structured Vector Autoregressive Models ICML 2016
Learning Parameters of Hybrid Time Bayesian Networks PGM 2016
Data-driven Rank Breaking for Efficient Rank Aggregation ICML 2016
Correcting Forecasts with Multifactor Neural Attention ICML 2016
Characterizing Vocal Tract Dynamics Across Speakers Using Real-Time MRI INTERSPEECH 2016
Dynamic Sum Product Networks for Tractable Inference on Sequence Data PGM 2016
Respiratory Belts and Whistles: A Preliminary Study of Breathing Acoustics for Turn-Taking INTERSPEECH 2016
Congruency Effect Between Articulation and Grasping in Native English Speakers INTERSPEECH 2016
Robust Estimation of Transition Matrices in High Dimensional Heavy-tailed Vector Autoregressive Processes ICML 2015
Minimax Time Series Prediction NIPS 2015