Variational Inference for Gaussian Process Modulated Poisson Processes

Variational Inference for Gaussian Process Modulated Poisson Processes

2 November 2014

Michael A. Osborne

Stephen J. Roberts

Papers citing "Variational Inference for Gaussian Process Modulated Poisson Processes"

15 / 15 papers shown

Title
Nonparametric estimation of Hawkes processes with RKHSs Anna Bonnet Maxime Sangnier 42 0 0 01 Nov 2024
Modelling financial volume curves with hierarchical Poisson processes Creighton Heaukulani Abhinav Pandey Lancelot F. James 32 1 0 01 Jun 2024
Heterogeneous Multi-Task Gaussian Cox Processes Feng Zhou Quyu Kong Zhijie Deng Fengxiang He Peng Cui Jun Zhu 38 2 0 29 Aug 2023
Multi-output Gaussian Process Modulated Poisson Processes for Event Prediction Salman Jahani Shiyu Zhou D. Veeramani Jeff Schmidt 16 11 0 06 Nov 2020
All your loss are belong to Bayes Christian J. Walder Richard Nock 18 5 0 08 Jun 2020
BART-based inference for Poisson processes Stamatina Lamprinakou Mauricio Barahona Seth Flaxman Sarah Filippi Axel Gandy E. McCoy 12 6 0 16 May 2020
Posterior Contraction Rates for Gaussian Cox Processes with Non-identically Distributed Data James A. Grant David S. Leslie 26 1 0 20 Jun 2019
Variational Inference of Joint Models using Multivariate Gaussian Convolution Processes Xubo Yue Raed Al Kontar 32 16 0 09 Mar 2019
Gaussian Process Modulated Cox Processes under Linear Inequality Constraints A. F. López-Lopera S. T. John N. Durrande 18 16 0 28 Feb 2019
GaussianProcesses.jl: A Nonparametric Bayes package for the Julia Language Jamie Fairbrother Christopher Nemeth M. Rischard Johanni Brea Thomas Pinder GP VLM 32 24 0 21 Dec 2018
Efficient Non-parametric Bayesian Hawkes Processes Rui Zhang Christian J. Walder Marian-Andrei Rizoiu Lexing Xie 19 37 0 08 Oct 2018
Decoupled Learning for Factorial Marked Temporal Point Processes Weichang Wu Junchi Yan Xiaokang Yang H. Zha 26 20 0 21 Jan 2018
Scalable high-resolution forecasting of sparse spatiotemporal events with kernel methods: a winning solution to the NIJ "Real-Time Crime Forecasting Challenge" Seth Flaxman Michael Chirico Pau Pereira Charles E. Loeffler 13 50 0 09 Jan 2018
Blitzkriging: Kronecker-structured Stochastic Gaussian Processes T. Nickson Tom Gunter C. Lloyd Michael A. Osborne Stephen J. Roberts 19 21 0 27 Oct 2015
On Sparse variational methods and the Kullback-Leibler divergence between stochastic processes A. G. Matthews J. Hensman Richard Turner Zoubin Ghahramani 39 189 0 27 Apr 2015