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SheffieldML / SGPLVM

Gaussian process latent variable models with shared latent spaces (SGPLVM)
BSD 3-Clause "New" or "Revised" License
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How can I cite this work #1

Open tengerye opened 6 years ago

tengerye commented 6 years ago

Hi, may I know which paper does the code correspond to please?

lawrennd commented 6 years ago

+Carl Henrik

There’s a few papers depending on what you’re using. Carl’s thesis is also an important reference, what are you doing with the code?

On Thu, 19 Apr 2018 at 14:37, tengerye notifications@github.com wrote:

Hi, may I know which paper does the code correspond to please?

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lawrennd commented 6 years ago

Hi,

Glad that you are finding the code useful, as Neil says there are a few papers that came out of that code, below are what I would say are the main papers, they all cover slightly different things. The last paper is a journal version trying to summarise the work and also include the models that came after the SGPLVM work.

Cheers, Carl Henrik

Ek, C. H., Torr, P. H. S., & Lawrence, N. D., Gaussian process latent variable models for human pose estimation, International conference on Machine learning for multimodal interaction, (), 132–143 (2007).

Ek, C. H., Rihan, J., Torr, P. H. S., Rogez, G., & Lawrence, N. D., Ambiguity modeling in latent spaces, International conference on Machine learning for multimodal interaction, (), 62–73 (2008).

Salzmann, M., Ek, C. H., Urtasun, R., & Darrell, T., Factorized Orthogonal Latent Spaces, In , International Conference on Airtificial Inteligence and Statistical Learning (pp. 701–708) (2010). : .

Ek, C. H., Shared Gaussian Process Latent Variable Models (Doctoral dissertation) (2009). Oxford Brookes University, Oxford.

Damianou, A., Lawrence, N. D., & Ek, C. H., Multi-view learning as a nonparametric nonlinear inter-battery factor analysis, arXiv preprint arXiv:1604.04939, (), (2016).

Neil Lawrence writes:

+Carl Henrik

There’s a few papers depending on what you’re using. Carl’s thesis is also an important reference, what are you doing with the code?

On Thu, 19 Apr 2018 at 14:37, tengerye notifications@github.com wrote:

Hi, may I know which paper does the code correspond to please?

—
You are receiving this because you are subscribed to this thread.
Reply to this email directly, view it on GitHub, or mute the thread.*

-- Cheers Carl Henrik