Single author publications (Frank Nielsen)
Incomplete list (in construction...)
- Approximation and bounding techniques for the Fisher-Rao distances between parametric statistical models,
Handbook of Statistics (Editor(s): Arni S.R. Srinivasa Rao, Zhidong Bai, C.R. Rao),
Elsevier,
Volume 51,
2024,
Pages 67-116,
ISBN 9780443293283.
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Fast Proxy Centers for the Jeffreys Centroid: The Jeffreys–Fisher–Rao Center and the Gauss–Bregman Inductive Center. Entropy 26.12 (2024): 1008.
- Symplectic Bregman divergences, 2024
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Divergences Induced by the Cumulant and Partition Functions of Exponential Families and Their Deformations
Induced by Comparative Convexity. Entropy 26(3): 193 (2024)
- What is.. .an Inductive Mean?. AMS Notices, 1852-1855 (2023)
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A Simple Approximation Method for the Fisher-Rao Distance between Multivariate Normal Distributions.
Entropy 25(4): 654 (2023)
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Quasi-arithmetic Centers, Quasi-arithmetic Mixtures, and the Jensen-Shannon ∇-Divergences.
GSI (1) 2023: 147-156
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Fisher-Rao and pullback Hilbert cone distances on the multivariate Gaussian manifold with applications to simplification and quantization of mixtures. TAG-ML 2023: 488-504
- The many faces of information geometry, Notices of the AMS, 69.1 (2022): 36-45.
- The Kullback–Leibler divergence between lattice Gaussian distributions,
Journal of the Indian Institute of Science 102.4 (2022): 1177-1188.
- The analytic dually flat space of the mixture family of two prescribed distinct Cauchy distributions,
Handbook of Statistics (Editor(s): Frank Nielsen, Arni S.R. Srinivasa Rao, C.R. Rao),
Elsevier,
Volume 46,
2022,
Pages 225-256,
ISBN 9780323913454.
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Onicescu’s informational energy and correlation coefficient in exponential families.
Foundations 2.2 (2022): 362-376.
- Generalizing the Alpha-Divergences and the Oriented Kullback-Leibler Divergences
with Quasi-Arithmetic Means. Algorithms 15(11): 435 (2022)
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Statistical Divergences between Densities of Truncated Exponential Families with Nested Supports:
Duo Bregman and Duo Jensen Divergences. Entropy 24(3): 421 (2022)
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Revisiting Chernoff Information with Likelihood Ratio Exponential Families. Entropy 24(10): 1400 (2022)
- Comparing the Zeta Distributions with the Pareto Distributions from the Viewpoint of
Information Theory and Information Geometry: Discrete versus Continuous Exponential Families of Power Laws, Physical Sciences Forum. Vol. 5. No. 1. MDPI, 2022.
- Progress in Information Geometry, Springer Nature, Switzerland, 2021.
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On a Variational Definition for the Jensen-Shannon Symmetrization of Distances
Based on the Information Radius. Entropy 23(4): 464 (2021)
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On geodesic triangles with right angles in a dually flat space,
Progress in Information Geometry: Theory and Applications. Cham: Springer International Publishing, 2021. 153-190.
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Fast Approximations of the Jeffreys Divergence between Univariate Gaussian Mixtures via Mixture Conversions to Exponential-Polynomial Distributions. Entropy 23(11): 1417 (2021)
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On a Generalization of the Jensen-Shannon Divergence and the Jensen-Shannon Centroid. Entropy 22(2): 221 (2020)
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On Voronoi Diagrams on the Information-Geometric Cauchy Manifolds. Entropy 22(7): 713 (2020)
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The Siegel-Klein Disk: Hilbert Geometry of the Siegel Disk Domain. Entropy 22(9): 1019 (2020)
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An Elementary Introduction to Information Geometry. Entropy 22(10): 1100 (2020)
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On the Jensen-Shannon Symmetrization of Distances Relying on Abstract Means. Entropy 21(5): 485 (2019)
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The Statistical Minkowski Distances: Closed-Form Formula for Gaussian Mixture Models. GSI 2019: 359-367
- What is an information projection, Notices of the AMS 65.3 (2018): 321-324.
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The Chord Gap Divergence and a Generalization of the Bhattacharyya Distance. IEEE ICASSP 2018: 2276-2280
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Introduction to HPC with MPI for Data Science, Undergraduate Topics in Computer Science, Springer 2016, ISBN 978-3-319-21902-8, pp. 3-259
- Image and Information, arXiv:1602.01228 (2016).
- Geometric science of information, Springer International Publishing, 2015.
- On learning statistical mixtures maximizing the complete likelihood,
AIP Conference Proceedings. Vol. 1641. No. 1. American Institute of Physics, 2015.
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Generalized Bhattacharyya and Chernoff upper bounds on Bayes error using quasi-arithmetic means. Pattern Recognit. Lett. 42: 25-34 (2014)
- Geometric Theory of Information,
Berlin, Germany:: Springer, 2014.
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An Information-Geometric Characterization of Chernoff Information. IEEE Signal Process. Lett. 20(3): 269-272 (2013)
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Jeffreys Centroids: A Closed-Form Expression for Positive Histograms and a Guaranteed Tight Approximation for Frequency Histograms. IEEE Signal Process. Lett. 20(7): 657-660 (2013)
- Cramér-Rao lower bound and information geometry. Connected at Infinity II: A Selection of Mathematics by Indians (2013): 18-37.
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Hypothesis Testing, Information Divergence and Computational Geometry. GSI 2013: 241-248
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Perspective click-and-drag area selections in pictures. MVA 2013: 29-32
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Pattern Learning and Recognition on Statistical Manifolds: An Information-Geometric Review. SIMBAD 2013: 1-25
- Logging safely in public spaces using color PINs, arXiv:1304.6499 (2013).
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K-MLE: A fast algorithm for learning statistical mixture models. ICASSP 2012: 869-872
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Closed-form information-theoretic divergences for statistical mixtures. ICPR 2012: 1723-1726
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Perspective dragging: quick area selection in photos. SIGGRAPH ASIA Posters 2012: 18
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Chernoff information of exponential families, 2011.
- A family of statistical symmetric divergences based on Jensen's inequality, arXiv:1009.4004 (2010).
- Computational Information Geometry-Pursing the Meaning of Distances, Open Systems Science. IOS Press, 2010. 217-249.
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A Concise and Practical Introduction to Programming Algorithms in Java, Undergraduate Topics in Computer Science, Springer 2009, ISBN 978-1-84882-338-9
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Technical opinion: Steering self-learning distance algorithms. Communications of the ACM 52(11): 150-152 (2009)
- Opinion on open, closed, or clopen access, Communications of the ACM (CACM) (2009).
- Harris-Stephens' combined corner/edge detector, in unpublished computer vision textbook (2009).
- A volume shader for quantum voronoi diagrams inside the 3d bloch ball,
ShaderX7: Advanced Rendering Techniques. Charles River Media/Thomson Publishing (2009).
- Emerging Trends in Visual Computing: LIX Fall Colloquium, ETVC 2008, Palaiseau, France, November 18-20, 2008,
Revised Selected and Invited Papers. (2009).
- An interactive tour of Voronoi diagrams on the GPU. In ShaderX6,
pages 539–556. Charles River Media, February 2008. Section 9.1 (Beyond Pixels and
Triangles).
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Visual computing: Geometry, graphics, and vision (graphics series), Charles River Media, Inc., 2005.
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The Digital Chameleon Principle: Computing Invisibility by Rendering Transparency. IEEE Computer Graphics and Applications 27(1): 90-96 (2007)
2005
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Surround video: a multihead camera approach. Vis. Comput. 21(1-2): 92-103 (2005)
- A GPU panorama viewer for generic camera models. In ShaderX5:
Advanced Rendering Techniques, pages 543–552. Charles River Media/Thomson Publishing, December 2005.
- Interactive image segmentation based on GPU cellular automata.
In ShaderX5: Advanced Rendering Techniques, pages 511–518. Charles River Media/Thomson Publishing, December 2005.
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Plenoptic path and its applications. IEEE ICIP (1) 2003: 793-796
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High Resolution Full Spherical Videos. IEEE ITCC 2002: 260-267
2001
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On point covers of c-oriented polygons. Theor. Comput. Sci. 263(1-2): 17-29 (2001)
2000
- On Representing Spherical Videos, IEEE Conference on Computer Vision and Pattern Recognition (CVPR). 2001.
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Fast stabbing of boxes in high dimensions. Theor. Comput. Sci. 246(1-2): 53-72 (2000)
- Randomized adaptive algorithms for mosaicing systems.
IEICE TRANSACTIONS on Information and Systems 83.7 (2000): 1386-1394.
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On point covers of c-oriented polygons. CCCG 1998
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Grouping and Querying: A Paradigm to Get Output-Sensitive Algorithms. JCDCG 1998: 250-257
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Randomized Adaptive Algorithms for Mosaicing Systems. MVA 1998: 11-14
1996
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Output-Sensitive Peeling of Convex and Maximal Layers. Inf. Process. Lett. 59(5): 255-259 (1996)
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Fast Stabbing of Boxes in High Dimensions. CCCG 1996: 87-92