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multivariate analysis

41 papers

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Co-occurring keywords

probabilistic modeling (852) multivariate time series (139) bayesian network (378) graphical model (864) probabilistic graphical model (226) extreme value theory (25) neural network (6616) time series forecasting (364) mutual information (724) feature selection (649)

Papers

Improving Day-Ahead Grid Carbon Intensity Forecasting by Joint Modeling of Local-Temporal and Cross-Variable Dependencies Across Different Frequencies AAAI 2026
Scalable and Adaptive Variational Bayes Methods for Hawkes Processes JMLR 2025
Nonparametric Copula Models for Multivariate, Mixed, and Missing Data JMLR 2024
Modelled Multivariate Overlap: A method for measuring vowel merger INTERSPEECH 2024
Scalable Counterfactual Distribution Estimation in Multivariate Causal Models CLEAR 2024
SVP-T: A Shape-Level Variable-Position Transformer for Multivariate Time Series Classification AAAI 2023
Influence-Aware Attention for Multivariate Temporal Point Processes CLEAR 2023
Random Forests for Change Point Detection JMLR 2023
Weather2K: A Multivariate Spatio-Temporal Benchmark Dataset for Meteorological Forecasting Based on Real-Time Observation Data from Ground Weather Stations AISTATS 2023
Deconvolutional Density Network: Modeling Free-Form Conditional Distributions AAAI 2022
BAMDT: Bayesian Additive Semi-Multivariate Decision Trees for Nonparametric Regression ICML 2022
A Multivariate Causal Discovery based on Post-Nonlinear Model CLEAR 2022
Locally private online change point detection NIPS 2021
Neural Likelihoods via Cumulative Distribution Functions UAI 2020
The Potts-Ising model for discrete multivariate data NIPS 2020
Two-Stage Approach to Multivariate Linear Regression with Sparsely Mismatched Data JMLR 2020
Investigating the Variability of Voice Quality and Pain Levels as a Function of Multiple Clinical Parameters INTERSPEECH 2019
Cross-sectional Learning of Extremal Dependence among Financial Assets NIPS 2019
Multivariate Sparse Coding of Nonstationary Covariances with Gaussian Processes NIPS 2019
Correspondence Analysis Using Neural Networks AISTATS 2019
Estimators for Multivariate Information Measures in General Probability Spaces NIPS 2018
Analyzing EEG Signals in Auditory Speech Comprehension Using Temporal Response Functions and Generalized Additive Models INTERSPEECH 2018
Multivariate Bayesian Structural Time Series Model JMLR 2018
Float Like a Butterfly Sting Like a Bee: Changes in Speech Preceded Parkinsonism Diagnosis for Muhammad Ali INTERSPEECH 2017
The Expxorcist: Nonparametric Graphical Models Via Conditional Exponential Densities NIPS 2017