Probabilistic Hierarchical Forecasting with Deep Poisson Mixtures

Probabilistic Hierarchical Forecasting with Deep Poisson Mixtures

25 October 2021

Kin G. Olivares

Papers citing "Probabilistic Hierarchical Forecasting with Deep Poisson Mixtures"

11 / 11 papers shown

Title
Hierarchical Forecast Reconciliation on Networks: A Network Flow Optimization Formulation Charupriya Sharma Iñaki Estella Aguerri Daniel Guimarans AI4TS 17 0 0 06 May 2025
DeepHGNN: Study of Graph Neural Network based Forecasting Methods for Hierarchically Related Multivariate Time Series Abishek Sriramulu Nicolas Fourrier Christoph Bergmeir AI4TS 22 0 0 29 May 2024
Scalable Probabilistic Forecasting in Retail with Gradient Boosted Trees: A Practitioner's Approach Xueying Long Quang Bui G. Oktavian Daniel F. Schmidt Christoph Bergmeir Rakshitha Godahewa Seong Per Lee Kaifeng Zhao Paul Condylis 16 0 0 02 Nov 2023
TimeGPT-1 Azul Garza Cristian Challu Max Mergenthaler-Canseco AI4TS 14 97 0 05 Oct 2023
HiPerformer: Hierarchically Permutation-Equivariant Transformer for Time Series Forecasting Ryo Umagami Yusuke Ono Yusuke Mukuta Tatsuya Harada AI4TS 24 3 0 14 May 2023
Hierarchically Coherent Multivariate Mixture Networks Kin G. Olivares Dave Luo Cristian Challu Stefania La Vattiata Max Mergenthaler-Canseco A. Dubrawski BDL AI4TS 16 0 0 11 May 2023
Temporal Saliency Detection Towards Explainable Transformer-based Timeseries Forecasting Nghia Duong-Trung Kiran Madhusudhanan Danh Le-Phuoc AI4TS 19 2 0 15 Dec 2022
MQRetNN: Multi-Horizon Time Series Forecasting with Retrieval Augmentation Sitan Yang Carson Eisenach Dhruv Madeka AI4TS 9 7 0 21 Jul 2022
Dirichlet Proportions Model for Hierarchically Coherent Probabilistic Forecasting Abhimanyu Das Weihao Kong Biswajit Paria Rajat Sen AI4TS 11 6 0 21 Apr 2022
N-HiTS: Neural Hierarchical Interpolation for Time Series Forecasting Cristian Challu Kin G. Olivares Boris N. Oreshkin Federico Garza Max Mergenthaler-Canseco A. Dubrawski AI4TS 10 260 0 30 Jan 2022
Approximate Bayesian Inference in Linear State Space Models for Intermittent Demand Forecasting at Scale Matthias Seeger Syama Sundar Rangapuram Bernie Wang David Salinas Jan Gasthaus Tim Januschowski Valentin Flunkert BDL 32 17 0 22 Sep 2017