From a5b1b18f25298ed88d958d62647165bd63b83b9d Mon Sep 17 00:00:00 2001 From: Rémi Flamary Date: Fri, 24 Apr 2020 11:45:27 +0200 Subject: add ferradans to da classes documentation --- ot/da.py | 26 +++++++++++++++++++++++--- 1 file changed, 23 insertions(+), 3 deletions(-) (limited to 'ot/da.py') diff --git a/ot/da.py b/ot/da.py index 4d2bb6c..7b22de8 100644 --- a/ot/da.py +++ b/ot/da.py @@ -1438,6 +1438,9 @@ class SinkhornTransport(BaseTransport): .. [2] M. Cuturi, Sinkhorn Distances : Lightspeed Computation of Optimal Transport, Advances in Neural Information Processing Systems (NIPS) 26, 2013 + .. [6] Ferradans, S., Papadakis, N., Peyré, G., & Aujol, J. F. (2014). + Regularized discrete optimal transport. SIAM Journal on Imaging + Sciences, 7(3), 1853-1882. """ def __init__(self, reg_e=1., max_iter=1000, @@ -1536,6 +1539,9 @@ class EMDTransport(BaseTransport): .. [1] N. Courty; R. Flamary; D. Tuia; A. Rakotomamonjy, "Optimal Transport for Domain Adaptation," in IEEE Transactions on Pattern Analysis and Machine Intelligence , vol.PP, no.99, pp.1-1 + .. [6] Ferradans, S., Papadakis, N., Peyré, G., & Aujol, J. F. (2014). + Regularized discrete optimal transport. SIAM Journal on Imaging + Sciences, 7(3), 1853-1882. """ def __init__(self, metric="sqeuclidean", norm=None, log=False, @@ -1643,7 +1649,9 @@ class SinkhornLpl1Transport(BaseTransport): .. [2] Rakotomamonjy, A., Flamary, R., & Courty, N. (2015). Generalized conditional gradient: analysis of convergence and applications. arXiv preprint arXiv:1510.06567. - + .. [6] Ferradans, S., Papadakis, N., Peyré, G., & Aujol, J. F. (2014). + Regularized discrete optimal transport. SIAM Journal on Imaging + Sciences, 7(3), 1853-1882. """ def __init__(self, reg_e=1., reg_cl=0.1, @@ -1763,6 +1771,9 @@ class EMDLaplaceTransport(BaseTransport): .. [2] R. Flamary, N. Courty, D. Tuia, A. Rakotomamonjy, "Optimal transport with Laplacian regularization: Applications to domain adaptation and shape matching," in NIPS Workshop on Optimal Transport and Machine Learning OTML, 2014. + .. [6] Ferradans, S., Papadakis, N., Peyré, G., & Aujol, J. F. (2014). + Regularized discrete optimal transport. SIAM Journal on Imaging + Sciences, 7(3), 1853-1882. """ def __init__(self, reg_type='pos', reg_lap=1., reg_src=1., metric="sqeuclidean", @@ -1882,7 +1893,9 @@ class SinkhornL1l2Transport(BaseTransport): .. [2] Rakotomamonjy, A., Flamary, R., & Courty, N. (2015). Generalized conditional gradient: analysis of convergence and applications. arXiv preprint arXiv:1510.06567. - + .. [6] Ferradans, S., Papadakis, N., Peyré, G., & Aujol, J. F. (2014). + Regularized discrete optimal transport. SIAM Journal on Imaging + Sciences, 7(3), 1853-1882. """ def __init__(self, reg_e=1., reg_cl=0.1, @@ -2174,7 +2187,9 @@ class UnbalancedSinkhornTransport(BaseTransport): .. [1] Chizat, L., Peyré, G., Schmitzer, B., & Vialard, F. X. (2016). Scaling algorithms for unbalanced transport problems. arXiv preprint arXiv:1607.05816. - + .. [6] Ferradans, S., Papadakis, N., Peyré, G., & Aujol, J. F. (2014). + Regularized discrete optimal transport. SIAM Journal on Imaging + Sciences, 7(3), 1853-1882. """ def __init__(self, reg_e=1., reg_m=0.1, method='sinkhorn', @@ -2287,6 +2302,11 @@ class JCPOTTransport(BaseTransport): International Conference on Artificial Intelligence and Statistics (AISTATS), vol. 89, p.849-858, 2019. + .. [6] Ferradans, S., Papadakis, N., Peyré, G., & Aujol, J. F. (2014). + Regularized discrete optimal transport. SIAM Journal on Imaging + Sciences, 7(3), 1853-1882. + + """ def __init__(self, reg_e=.1, max_iter=10, -- cgit v1.2.3