mGPLVM

Getting Started

  • Install

Examples

  • (Bayesian) GPFA
  • Supervised learning and decoding with manifold GPLVMs
  • Applying mGPLVM to synthetic neural data generated from circular latents
  • Fitting mGPLVM to data from the fly central complex

API

  • mgplvm package
mGPLVM
  • »
  • Python Module Index

Python Module Index

m
 
m
- mgplvm
    mgplvm.base
    mgplvm.crossval
    mgplvm.crossval.construct_model
    mgplvm.crossval.crossval
    mgplvm.crossval.crossval_bgpfa
    mgplvm.crossval.train_model
    mgplvm.dists
    mgplvm.fast_utils
    mgplvm.fast_utils.broadcasting
    mgplvm.fast_utils.linear_cg
    mgplvm.fast_utils.toeplitz
    mgplvm.inducing_variables
    mgplvm.kernels
    mgplvm.kernels.kernel
    mgplvm.kernels.linear
    mgplvm.kernels.stationary
    mgplvm.likelihoods
    mgplvm.lpriors
    mgplvm.lpriors.common
    mgplvm.lpriors.euclidean
    mgplvm.lpriors.torus
    mgplvm.manifolds
    mgplvm.manifolds.base
    mgplvm.manifolds.euclid
    mgplvm.manifolds.quaternion
    mgplvm.manifolds.s3
    mgplvm.manifolds.so3
    mgplvm.manifolds.torus
    mgplvm.models
    mgplvm.models.bfa
    mgplvm.models.gp_base
    mgplvm.models.gplvm
    mgplvm.models.lgplvm
    mgplvm.models.svgp
    mgplvm.models.svgplvm
    mgplvm.optimisers
    mgplvm.optimisers.data
    mgplvm.optimisers.stopping_criterions
    mgplvm.optimisers.svgp
    mgplvm.rdist
    mgplvm.rdist.common
    mgplvm.rdist.GP_circ
    mgplvm.rdist.GP_diag
    mgplvm.rdist.GPbase
    mgplvm.rdist.relie
    mgplvm.syndata
    mgplvm.syndata.gen_data
    mgplvm.utils

© Copyright 2021, Ta-Chu Kao and Kris Jensen.

Built with Sphinx using a theme provided by Read the Docs.