Search Results for author: Matthew Dowling

Found 6 papers, 0 papers with code

Large-scale variational Gaussian state-space models

no code implementations3 Mar 2024 Matthew Dowling, Yuan Zhao, Il Memming Park

We introduce an amortized variational inference algorithm and structured variational approximation for state-space models with nonlinear dynamics driven by Gaussian noise.

Variational Inference

Linear Time GPs for Inferring Latent Trajectories from Neural Spike Trains

no code implementations1 Jun 2023 Matthew Dowling, Yuan Zhao, Il Memming Park

In this work, we propose cvHM, a general inference framework for latent GP models leveraging Hida-Mat\'ern kernels and conjugate computation variational inference (CVI).

Variational Inference

Real-Time Variational Method for Learning Neural Trajectory and its Dynamics

no code implementations18 May 2023 Matthew Dowling, Yuan Zhao, Il Memming Park

Latent variable models have become instrumental in computational neuroscience for reasoning about neural computation.

Experimental Design

Hida-Matérn Kernel

no code implementations15 Jul 2021 Matthew Dowling, Piotr Sokół, Il Memming Park

We present the class of Hida-Mat\'ern kernels, which is the canonical family of covariance functions over the entire space of stationary Gauss-Markov Processes.

Non-parametric generalized linear model

no code implementations2 Sep 2020 Matthew Dowling, Yuan Zhao, Il Memming Park

However, obtaining a satisfactory fit often requires burdensome model selection and fine tuning the form of the basis functions and their temporal span.

Model Selection

QCD corrections to vector boson pair production in gluon fusion including interference effects with off-shell Higgs at the LHC

no code implementations15 May 2016 Fabrizio Caola, Matthew Dowling, Kirill Melnikov, Raoul Röntsch, Lorenzo Tancredi

We explore the NLO QCD effects in $gg \to ZZ$ focusing, in particular, on the interference between prompt and Higgs-mediated processes.

High Energy Physics - Phenomenology High Energy Physics - Experiment

Cannot find the paper you are looking for? You can Submit a new open access paper.