
MADMM
 Referenced in 13 articles
[sw38277]
 smooth optimization on manifolds. Numerous problems in machine learning are formulated as optimization with manifold ... dimensionality reduction, data analysis, and manifold learning...

UMAP
 Referenced in 12 articles
[sw34900]
 Approximation and Projection) is a novel manifold learning technique for dimension reduction. UMAP is constructed...

Manopt
 Referenced in 113 articles
[sw08493]
 efficient numerical algorithms. In particular, optimization on manifolds is wellsuited to deal with rank ... Such structured constraints appear pervasively in machine learning applications, including lowrank matrix completion, sensor...

mdp
 Referenced in 10 articles
[sw14129]
 collection of supervised and unsupervised learning algorithms and other data processing units that ... Independent Component Analysis, Slow Feature Analysis), manifold learning methods ([Hessian] Locally Linear Embedding), several classifiers...

Megaman
 Referenced in 3 articles
[sw17838]
 Megaman: scalable manifold learning in python. Manifold Learning (ML) is a class of algorithms seeking ... manifold. Despite this, most existing manifold learning implementations are not particularly scalable. Here we present ... package that implements a variety of manifold learning algorithms in a modular and scalable fashion ... package incorporates theoretical advances in manifold learning, such as the unbiased Laplacian estimator introduced...

geomstats
 Referenced in 6 articles
[sw24373]
 Machine Learning. We introduce geomstats, a python package that performs computations on manifolds such ... extensively unittested implementations of these manifolds, together with useful Riemannian metrics and associated Exponential ... implementation and integrated geomstats manifold computations into keras deep learning framework. This paper ... also presents a review of manifolds in machine learning and an overview of the geomstats...

McTorch
 Referenced in 3 articles
[sw38978]
 McTorch Lib, a manifold optimization library for deep learning. McTorch is a Python library that ... manifold constrained tensors to address nonlinear optimization problems. Facilitates constrained weight tensors in deep learning...

Manifold Regularization
 Referenced in 1 article
[sw24840]
 Manifold Regularization: A Geometric Framework for Learning from Labeled and Unlabeled Examples. We propose...

GraphDemo
 Referenced in 1 article
[sw10148]
 learning. Many machine learning algorithms model local neighborhoods using similarity graphs: manifold methods for dimensionality ... spectral clustering, label propagation for semisupervised learning, and so on. However, for most...

Isomap
 Referenced in 11 articles
[sw31686]
 uses easily measured local metric information to learn the underlying global geometry of a data ... important class of data manifolds, is guaranteed to converge asymptotically to the true structure...

SphereFace
 Referenced in 3 articles
[sw39108]
 that enables convolutional neural networks (CNNs) to learn angularly discriminative features. Geometrically, ASoftmax loss ... imposing discriminative constraints on a hypersphere manifold, which intrinsically matches the prior that faces also...

ADOLC
 Referenced in 247 articles
[sw00019]
 ADOLC: Automatic Differentiation of C/C++. We present...

CGAL
 Referenced in 381 articles
[sw00118]
 The goal of the CGAL Open Source Project...

CLIFFORD
 Referenced in 82 articles
[sw00131]
 CLIFFORD performs various computations in Grass mann and...

CoCoA
 Referenced in 649 articles
[sw00143]
 CoCoA is a system for Computations in Commutative...

Coq
 Referenced in 1856 articles
[sw00161]
 Coq is a formal proof management system. It...

CSDP
 Referenced in 202 articles
[sw00169]
 CSDP, A C Library for Semidefinite Programming. This...

GAP
 Referenced in 3068 articles
[sw00320]
 GAP is a system for computational discrete algebra...

Gmsh
 Referenced in 690 articles
[sw00366]
 Gmsh is a 3D finite element grid generator...

HSL
 Referenced in 275 articles
[sw00418]
 HSL (formerly the Harwell Subroutine Library) is a...