Frank Nielsen
Orcid: 0000-0001-5728-0726Affiliations:
- Sony Computer Science Laboratories, Tokyo, Japan
According to our database1,
Frank Nielsen
authored at least 279 papers
between 1996 and 2024.
Collaborative distances:
Collaborative distances:
Timeline
Legend:
Book In proceedings Article PhD thesis Dataset OtherLinks
Online presence:
-
on twitter.com
-
on orcid.org
-
on d-nb.info
-
on dl.acm.org
On csauthors.net:
Bibliography
2024
Divergences Induced by the Cumulant and Partition Functions of Exponential Families and Their Deformations Induced by Comparative Convexity.
Entropy, March, 2024
Stat. Comput., February, 2024
Fast proxy centers for Jeffreys centroids: The Jeffreys-Fisher-Rao and the inductive Gauss-Bregman centers.
CoRR, 2024
Adaptive <i>k</i>-nearest neighbor classifier based on the local estimation of the shape operator.
CoRR, 2024
Proceedings of the Forty-first International Conference on Machine Learning, 2024
Proceedings of the Thirty-Eighth AAAI Conference on Artificial Intelligence, 2024
2023
A Simple Approximation Method for the Fisher-Rao Distance between Multivariate Normal Distributions.
Entropy, April, 2023
Divergences induced by dual subtractive and divisive normalizations of exponential families and their convex deformations.
CoRR, 2023
The Tempered Hilbert Simplex Distance and Its Application To Non-linear Embeddings of TEMs.
CoRR, 2023
Fisher-Rao distance and pullback SPD cone distances between multivariate normal distributions.
CoRR, 2023
A numerical approximation method for the Fisher-Rao distance between multivariate normal distributions.
CoRR, 2023
Partial k-means to avoid outliers, mathematical programming formulations, complexity results.
CoRR, 2023
Beyond scalar quasi-arithmetic means: Quasi-arithmetic averages and quasi-arithmetic mixtures in information geometry.
CoRR, 2023
Proceedings of the Topological, 2023
Fisher-Rao and pullback Hilbert cone distances on the multivariate Gaussian manifold with applications to simplification and quantization of mixtures.
Proceedings of the Topological, 2023
Proceedings of the Optimization and Learning - 6th International Conference, 2023
Simplifying Momentum-based Positive-definite Submanifold Optimization with Applications to Deep Learning.
Proceedings of the International Conference on Machine Learning, 2023
Proceedings of the Geometric Science of Information - 6th International Conference, 2023
Quasi-arithmetic Centers, Quasi-arithmetic Mixtures, and the Jensen-Shannon $\nabla $-Divergences.
Proceedings of the Geometric Science of Information - 6th International Conference, 2023
2022
Entropy, 2022
Statistical Divergences between Densities of Truncated Exponential Families with Nested Supports: Duo Bregman and Duo Jensen Divergences.
Entropy, 2022
On the Influence of Enforcing Model Identifiability on Learning dynamics of Gaussian Mixture Models.
CoRR, 2022
Information geometry of the Tojo-Yoshino's exponential family on the Poincaré upper plane.
CoRR, 2022
A note on the f-divergences between multivariate location-scale families with either prescribed scale matrices or location parameters.
CoRR, 2022
Generalizing the Alpha-Divergences and the Oriented Kullback-Leibler Divergences with Quasi-Arithmetic Means.
Algorithms, 2022
2021
IEEE Trans. Neural Networks Learn. Syst., 2021
Fast Approximations of the Jeffreys Divergence between Univariate Gaussian Mixtures via Mixture Conversions to Exponential-Polynomial Distributions.
Entropy, 2021
On a Variational Definition for the Jensen-Shannon Symmetrization of Distances Based on the Information Radius.
Entropy, 2021
CoRR, 2021
Fast approximations of the Jeffreys divergence between univariate Gaussian mixture models via exponential polynomial densities.
CoRR, 2021
The dually flat information geometry of the mixture family of two prescribed Cauchy components.
CoRR, 2021
CoRR, 2021
On information projections between multivariate elliptical and location-scale families.
CoRR, 2021
Proceedings of the Thirty-Seventh Conference on Uncertainty in Artificial Intelligence, 2021
Proceedings of the 38th International Conference on Machine Learning, 2021
Proceedings of the Geometric Science of Information - 5th International Conference, 2021
cCorrGAN: Conditional Correlation GAN for Learning Empirical Conditional Distributions in the Elliptope.
Proceedings of the Geometric Science of Information - 5th International Conference, 2021
Proceedings of the Geometric Science of Information - 5th International Conference, 2021
2020
Anticipation-RNN: enforcing unary constraints in sequence generation, with application to interactive music generation.
Neural Comput. Appl., 2020
On a Generalization of the Jensen-Shannon Divergence and the Jensen-Shannon Centroid.
Entropy, 2020
On Voronoi diagrams and dual Delaunay complexes on the information-geometric Cauchy manifolds.
CoRR, 2020
A note on Onicescu's informational energy and correlation coefficient in exponential families.
CoRR, 2020
Cumulant-free closed-form formulas for some common (dis)similarities between densities of an exponential family.
CoRR, 2020
A generalization of the α-divergences based on comparable and distinct weighted means.
CoRR, 2020
Proceedings of the Geometric Structures of Statistical Physics, Information Geometry, and Learning, 2020
Proceedings of the Optimization and Learning - Third International Conference, 2020
2019
Entropy, 2019
CoRR, 2019
A note on the quasiconvex Jensen divergences and the quasiconvex Bregman divergences derived thereof.
CoRR, 2019
Planar p-center problems are solvable in polynomial time when clustering a Pareto Front.
CoRR, 2019
A closed-form formula for the Kullback-Leibler divergence between Cauchy distributions.
CoRR, 2019
On a generalization of the Jensen-Shannon divergence and the JS-symmetrization of distances relying on abstract means.
CoRR, 2019
Proceedings of the Optimization of Complex Systems: Theory, 2019
Proceedings of the Thirty-Fifth Conference on Uncertainty in Artificial Intelligence, 2019
Proceedings of the Geometric Science of Information - 4th International Conference, 2019
The Statistical Minkowski Distances: Closed-Form Formula for Gaussian Mixture Models.
Proceedings of the Geometric Science of Information - 4th International Conference, 2019
Geometry and Fixed-Rate Quantization in Riemannian Metric Spaces Induced by Separable Bregman Divergences.
Proceedings of the Geometric Science of Information - 4th International Conference, 2019
2018
Computational Information Geometry for Binary Classification of High-Dimensional Random Tensors.
Entropy, 2018
CoRR, 2018
Guaranteed Deterministic Bounds on the total variation Distance between univariate mixtures.
Proceedings of the 28th IEEE International Workshop on Machine Learning for Signal Processing, 2018
Proceedings of the 2018 IEEE International Conference on Acoustics, 2018
Proceedings of the 2018 IEEE International Conference on Acoustics, 2018
Proceedings of the 26th European Signal Processing Conference, 2018
2017
Generalizing Skew Jensen Divergences and Bregman Divergences With Comparative Convexity.
IEEE Signal Process. Lett., 2017
MaxEnt Upper Bounds for the Differential Entropy of Univariate Continuous Distributions.
IEEE Signal Process. Lett., 2017
CoRR, 2017
CoRR, 2017
CoRR, 2017
Generalizing Jensen and Bregman divergences with comparative convexity and the statistical Bhattacharyya distances with comparable means.
CoRR, 2017
GLSR-VAE: Geodesic latent space regularization for variational autoencoder architectures.
Proceedings of the 2017 IEEE Symposium Series on Computational Intelligence, 2017
Proceedings of the 34th International Conference on Machine Learning, 2017
Proceedings of the 34th International Conference on Machine Learning, 2017
Proceedings of the 2017 IEEE International Conference on Acoustics, 2017
Information geometry metric for random signal detection in large random sensing systems.
Proceedings of the 2017 IEEE International Conference on Acoustics, 2017
Proceedings of the Geometric Science of Information - Third International Conference, 2017
Proceedings of the Geometric Science of Information - Third International Conference, 2017
Proceedings of the Geometric Science of Information - Third International Conference, 2017
Proceedings of the 33rd International Symposium on Computational Geometry, 2017
Proceedings of the Thirty-First AAAI Conference on Artificial Intelligence, 2017
2016
Undergraduate Topics in Computer Science, Springer, ISBN: 978-3-319-21903-5, 2016
IEEE Trans. Inf. Theory, 2016
IEEE Signal Process. Lett., 2016
Guaranteed Bounds on Information-Theoretic Measures of Univariate Mixtures Using Piecewise Log-Sum-Exp Inequalities.
Entropy, 2016
Guaranteed bounds on the Kullback-Leibler divergence of univariate mixtures using piecewise log-sum-exp inequalities.
CoRR, 2016
Fast $(1+ε)$-approximation of the Löwner extremal matrices of high-dimensional symmetric matrices.
CoRR, 2016
CoRR, 2016
Optimal transport vs. Fisher-Rao distance between copulas for clustering multivariate time series.
Proceedings of the IEEE Statistical Signal Processing Workshop, 2016
Proceedings of the Similarity Search and Applications - 9th International Conference, 2016
Proceedings of the Similarity Search and Applications - 9th International Conference, 2016
Exploring and measuring non-linear correlations: Copulas, Lightspeed Transportation and Clustering.
Proceedings of the NIPS 2016 Time Series Workshop, 2016
Proceedings of the Twenty-Fifth International Joint Conference on Artificial Intelligence, 2016
Proceedings of the 33nd International Conference on Machine Learning, 2016
Proceedings of the 33nd International Conference on Machine Learning, 2016
SSSC-AM: A unified framework for video co-segmentation by structured sparse subspace clustering with appearance and motion features.
Proceedings of the 2016 IEEE International Conference on Image Processing, 2016
Proceedings of the 2016 IEEE International Conference on Image Processing, 2016
Proceedings of the 2016 IEEE International Conference on Acoustics, 2016
Proceedings of the 2016 IEEE International Conference on Acoustics, 2016
2015
IEEE Trans. Pattern Anal. Mach. Intell., 2015
Comment partitionner automatiquement des marches aléatoires ? Avec application à la finance quantitative.
CoRR, 2015
HCMapper: An interactive visualization tool to compare partition-based flat clustering extracted from pairs of dendrograms.
CoRR, 2015
A Proposal of a Methodological Framework with Experimental Guidelines to Investigate Clustering Stability on Financial Time Series.
Proceedings of the 14th IEEE International Conference on Machine Learning and Applications, 2015
Proceedings of the 2015 IEEE International Conference on Acoustics, 2015
Proceedings of the Geometric Science of Information - Second International Conference, 2015
Proceedings of the Geometric Science of Information - Second International Conference, 2015
Proceedings of the Geometric Science of Information - Second International Conference, 2015
Proceedings of the Geometric Science of Information - Second International Conference, 2015
2014
Optimal Interval Clustering: Application to Bregman Clustering and Statistical Mixture Learning.
IEEE Signal Process. Lett., 2014
IEEE Signal Process. Lett., 2014
Generalized Bhattacharyya and Chernoff upper bounds on Bayes error using quasi-arithmetic means.
Pattern Recognit. Lett., 2014
Entropy, 2014
Further heuristics for $k$-means: The merge-and-split heuristic and the $(k, l)$-means.
CoRR, 2014
A note on the optimal scalar Bregman k-means clustering with an application to learning best statistical mixtures.
CoRR, 2014
Proceedings of the 30th Annual Symposium on Computational Geometry, 2014
2013
Jeffreys Centroids: A Closed-Form Expression for Positive Histograms and a Guaranteed Tight Approximation for Frequency Histograms.
IEEE Signal Process. Lett., 2013
IEEE Signal Process. Lett., 2013
CoRR, 2013
Proceedings of the Similarity-Based Pattern Recognition - Second International Workshop, 2013
Pattern Learning and Recognition on Statistical Manifolds: An Information-Geometric Review.
Proceedings of the Similarity-Based Pattern Recognition - Second International Workshop, 2013
Proceedings of the SIGGRAPH Asia 2013, 2013
Proceedings of the 13. IAPR International Conference on Machine Vision Applications, 2013
Non-linear book manifolds: learning from associations the dynamic geometry of digital libraries.
Proceedings of the 13th ACM/IEEE-CS Joint Conference on Digital Libraries, 2013
Proceedings of the Geometric Science of Information - First International Conference, 2013
Proceedings of the Geometric Science of Information - First International Conference, 2013
Proceedings of the 2nd IAPR Asian Conference on Pattern Recognition, 2013
2012
IEEE Trans. Pattern Anal. Mach. Intell., 2012
Proceedings of the SIGGRAPH Asia 2012 Poster Proceedings, Singapore, Singapore, November 28, 2012
Proceedings of the Machine Learning and Knowledge Discovery in Databases, 2012
Biomedical Images Classification by Universal Nearest Neighbours Classifier Using Posterior Probability.
Proceedings of the Machine Learning in Medical Imaging - Third International Workshop, 2012
Proceedings of the 21st International Conference on Pattern Recognition, 2012
Proceedings of the 21st International Conference on Pattern Recognition, 2012
Proceedings of the 21st International Conference on Pattern Recognition, 2012
Proceedings of the 2012 IEEE International Conference on Acoustics, 2012
Proceedings of the 2012 IEEE International Conference on Acoustics, 2012
2011
IEEE Trans. Medical Imaging, 2011
CoRR, 2011
On tracking portfolios with certainty equivalents on a generalization of Markowitz model: the Fool, the Wise and the Adaptive.
Proceedings of the 28th International Conference on Machine Learning, 2011
Proceedings of the IEEE International Conference on Acoustics, 2011
Proceedings of the Advances Concepts for Intelligent Vision Systems, 2011
2010
Signal Process., 2010
CoRR, 2010
Proceedings of the 11th International Workshop on Image Analysis for Multimedia Interactive Services, 2010
Reranking with Contextual Dissimilarity Measures from Representational Bregman k-Means.
Proceedings of the VISAPP 2010 - Proceedings of the Fifth International Conference on Computer Vision Theory and Applications, Angers, France, May 17-21, 2010, 2010
Proceedings of the Seventh International Symposium on Voronoi Diagrams in Science and Engineering, 2010
Proceedings of the 20th International Conference on Pattern Recognition, 2010
Proceedings of the 20th International Conference on Pattern Recognition, 2010
Proceedings of the International Conference on Image Processing, 2010
K-nearest neighbor search: Fast GPU-based implementations and application to high-dimensional feature matching.
Proceedings of the International Conference on Image Processing, 2010
Proceedings of the International Conference on Image Processing, 2010
Proceedings of the International Conference on Image Processing, 2010
Proceedings of the Prodeedings of the 2010 International Conference on Computational Science and Its Applications, 2010
Hierarchical Gaussian Mixture Model.
Proceedings of the IEEE International Conference on Acoustics, 2010
Proceedings of the Computer Vision, 2010
Proceedings of the Twenty-Third IEEE Conference on Computer Vision and Pattern Recognition, 2010
Proceedings of the Computer Vision - ACCV 2010, 2010
2009
Undergraduate Topics in Computer Science, Springer, ISBN: 978-1-84882-339-6, 2009
Soft memberships for spectral clustering, with application to permeable language distinction.
Pattern Recognit., 2009
IEEE Trans. Pattern Anal. Mach. Intell., 2009
Int. J. Comput. Geom. Appl., 2009
Searching High-Dimensional Neighbours: CPU-Based Tailored Data-Structures Versus GPU-Based Brute-Force Method.
Proceedings of the Computer Vision/Computer Graphics Collaboration Techniques, 2009
Proceedings of the 2nd ACM SIGKDD Workshop on Data Mining using Matrices and Tensors, 2009
Proceedings of the Sixth International Symposium on Voronoi Diagrams, 2009
Proceedings of the 2009 IEEE International Conference on Multimedia and Expo, 2009
Proceedings of the 17th European Signal Processing Conference, 2009
Proceedings of the Computer Vision, 2009
2008
Proceedings of the Advances in Neural Information Processing Systems 21, 2008
Proceedings of the 2008 IEEE International Symposium on Information Theory, 2008
Proceedings of the 2008 IEEE International Symposium on Biomedical Imaging: From Nano to Macro, 2008
Proceedings of the 19th International Conference on Pattern Recognition (ICPR 2008), 2008
Proceedings of the 19th International Conference on Pattern Recognition (ICPR 2008), 2008
Proceedings of the Image Analysis and Recognition, 5th International Conference, 2008
Proceedings of the Emerging Trends in Visual Computing, 2008
Proceedings of the Emerging Trends in Visual Computing, 2008
Proceedings of the Emerging Trends in Visual Computing, 2008
2007
Theor. Comput. Sci., 2007
IEEE Computer Graphics and Applications, 2007
Proceedings of the Smart Graphics, 7th International Symposium, 2007
Proceedings of the IAPR Conference on Machine Vision Applications (IAPR MVA 2007), 2007
Proceedings of the IJCAI 2007, 2007
Proceedings of the 23rd ACM Symposium on Computational Geometry, 2007
2006
Proceedings of the Smart Graphics, 6th International Symposium, 2006
Autoframing: A Recommendation System for Detecting Undesirable Elements and Cropping Automatically Photos.
Proceedings of the 2006 IEEE International Conference on Multimedia and Expo, 2006
Soft Uncoupling of Markov Chains for Permeable Language Distinction: A New Algorithm.
Proceedings of the ECAI 2006, 17th European Conference on Artificial Intelligence, August 29, 2006
Proceedings of the 22nd ACM Symposium on Computational Geometry, 2006
2005
Pattern Recognit., 2005
Inf. Process. Lett., 2005
Proceedings of the 13th ACM International Conference on Multimedia, 2005
Proceedings of the Computer Vision in Human-Computer Interaction, 2005
Proceedings of the Computational Science, 2005
Proceedings of the Machine Learning: ECML 2005, 2005
Proceedings of the 2005 IEEE Computer Society Conference on Computer Vision and Pattern Recognition (CVPR 2005), 2005
2004
ACM Trans. Graph., 2004
On domain-partitioning induction criteria: worst-case bounds for the worst-case based.
Theor. Comput. Sci., 2004
Proceedings of the Fourth SIAM International Conference on Data Mining, 2004
Proceedings of the 17th International Conference on Pattern Recognition, 2004
Proceedings of the Computational Science and Its Applications, 2004
Proceedings of the 2004 IEEE Computer Society Conference on Computer Vision and Pattern Recognition (CVPR 2004), with CD-ROM, 27 June, 2004
Proceedings of the 16th Canadian Conference on Computational Geometry, 2004
2003
Proceedings of the Smart Graphics, Third International Symposium, 2003
Proceedings of the 2003 International Conference on Image Processing, 2003
Proceedings of the 2003 IEEE Computer Society Conference on Computer Vision and Pattern Recognition (CVPR 2003), 2003
2002
Proceedings of the 2002 International Symposium on Information Technology (ITCC 2002), 2002
2001
Theor. Comput. Sci., 2001
Proceedings of the 22nd Annual Conference of the European Association for Computer Graphics, 2001
2000
Proceedings of the IAPR Conference on Machine Vision Applications (IAPR MVA 2000), 2000
Proceedings of the Algorithms and Computation, 11th International Conference, 2000
Shooter Location through Piercing Sets.
EuroCG, 2000
1999
Projecting computer graphics on moving surfaces: a simple calibration and tracking method.
Proceedings of the 26th Annual Conference on Computer Graphics and Interactive Techniques, 1999
1998
Int. J. Comput. Geom. Appl., 1998
Proceedings of IAPR Workshop on Machine Vision Applications, 1998
Proceedings of the Discrete and Computational Geometry, Japanese Conference, 1998
1996
PhD thesis, 1996
Proceedings of the Twelfth Annual Symposium on Computational Geometry, 1996