Deep Generative Quantile-Copula Models for Probabilistic Forecasting

24 July 2019

Papers citing "Deep Generative Quantile-Copula Models for Probabilistic Forecasting"

11 / 11 papers shown

Title
Deep Generative Quantile Bayes Jungeum Kim Percy S. Zhai Veronika Rockova 53 0 0 10 Oct 2024
Learning to Simulate: Generative Metamodeling via Quantile Regression L. Hong Yanxi Hou Qingkai Zhang Xiaowei Zhang 30 1 0 29 Nov 2023
Creating Probabilistic Forecasts from Arbitrary Deterministic Forecasts using Conditional Invertible Neural Networks Kaleb Phipps Benedikt Heidrich Marian Turowski Moritz Wittig Ralf Mikut V. Hagenmeyer UQCV 26 1 0 03 Feb 2023
Deep Inventory Management Dhruv Madeka Kari Torkkola Carson Eisenach Anna Luo Dean Phillips Foster Sham M. Kakade BDL 45 15 0 06 Oct 2022
Inference and Sampling for Archimax Copulas Yuting Ng Ali Hasan Vahid Tarokh 31 5 0 27 May 2022
Learning Quantile Functions without Quantile Crossing for Distribution-free Time Series Forecasting Youngsuk Park Danielle C. Maddix Franccois-Xavier Aubet Kelvin K. Kan Jan Gasthaus Yuyang Wang UQCV AI4TS 94 38 0 12 Nov 2021
Deep Time Series Forecasting with Shape and Temporal Criteria Vincent Le Guen Nicolas Thome AI4TS 35 27 0 09 Apr 2021
Probabilistic Time Series Forecasting with Structured Shape and Temporal Diversity Vincent Le Guen Nicolas Thome AI4TS 23 26 0 14 Oct 2020
Time Series Forecasting With Deep Learning: A Survey Bryan Lim S. Zohren AI4TS AI4CE 59 1,192 0 28 Apr 2020
Deep Learning for Time Series Forecasting: Tutorial and Literature Survey Konstantinos Benidis Syama Sundar Rangapuram Valentin Flunkert Bernie Wang Danielle C. Maddix ... David Salinas Lorenzo Stella François-Xavier Aubet Laurent Callot Tim Januschowski AI4TS 30 176 0 21 Apr 2020
High-Dimensional Multivariate Forecasting with Low-Rank Gaussian Copula Processes David Salinas Michael Bohlke-Schneider Laurent Callot Roberto Medico Jan Gasthaus AI4TS 30 224 0 07 Oct 2019