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point process

109 papers

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Co-occurring keywords

hawkes process (90) variational inference (2069) bayesian inference (1907) gaussian process (1200) event sequence (55) stochastic process (388) spike train (28) bayesian nonparametrics (270) intensity function (19) temporal point process (77)

Papers

Mutually Regressive Point Processes NIPS 2019
Efficient Inference in Multi-task Cox Process Models AISTATS 2019
Thinning for Accelerating the Learning of Point Processes NIPS 2019
Gaussian Process Modulated Cox Processes under Linear Inequality Constraints AISTATS 2019
Learning Hawkes Processes Under Synchronization Noise ICML 2019
Learning Hawkes Processes from a handful of events NIPS 2019
Meta Learning with Relational Information for Short Sequences NIPS 2019
Nonparametric Regressive Point Processes Based on Conditional Gaussian Processes NIPS 2019
A Variational Auto-Encoder Model for Stochastic Point Processes CVPR 2019
Deep Random Splines for Point Process Intensity Estimation of Neural Population Data NIPS 2019
Learning Positive Functions with Pseudo Mirror Descent NIPS 2019
Neural Jump Stochastic Differential Equations NIPS 2019
A Stein–Papangelou Goodness-of-Fit Test for Point Processes AISTATS 2019
Discrete Interventions in Hawkes Processes with Applications in Invasive Species Management IJCAI 2018
Learning Registered Point Processes from Idiosyncratic Observations ICML 2018
A Stochastic Differential Equation Framework for Guiding Online User Activities in Closed Loop AISTATS 2018
Nested CRP with Hawkes-Gaussian Processes AISTATS 2018
Exploiting Graph Regularized Multi-dimensional Hawkes Processes for Modeling Events with Spatio-temporal Characteristics IJCAI 2018
tick: a Python Library for Statistical Learning, with an emphasis on Hawkes Processes and Time-Dependent Models JMLR 2018
Z-Transforms and its Inference on Partially Observable Point Processes IJCAI 2018
Point process latent variable models of larval zebrafish behavior NIPS 2018
Temporal alignment and latent Gaussian process factor inference in population spike trains NIPS 2018
Online Continuous-Time Tensor Factorization Based on Pairwise Interactive Point Processes IJCAI 2018
Learning Hawkes Processes from Short Doubly-Censored Event Sequences ICML 2017
Linking Micro Event History to Macro Prediction in Point Process Models AISTATS 2017