Bregman divergences: Perspectives and generalizations
Below is a selection of generalizations and studies of Bregman divergences.
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- symmetrized Bregman divergence/symmetrized Fenchel-Young divergence:
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"Sided and symmetrized Bregman centroids." IEEE transactions on Information Theory 55.6 (2009): 2882-2904.
- representational Bregman divergence:
- 2504.05654
- "The dual Voronoi diagrams with respect to representational Bregman divergences."
2009 Sixth International Symposium on Voronoi Diagrams. IEEE, 2009.
- "Variational representations of annealing paths: Bregman information under monotonic embedding."
Information Geometry 7.1 (2024): 193-228.
- curved Bregman divergence:
- total Bregman divergence:
- "Total Bregman divergence and its applications to DTI analysis."
IEEE Transactions on medical imaging 30.2 (2010): 475-483.
- "Total Bregman divergence and its applications to shape retrieval."
2010 IEEE Computer Society Conference on Computer Vision and Pattern Recognition. IEEE, 2010.
- conformal Bregman divergence:
- "On conformal divergences and their population minimizers." IEEE Transactions on Information Theory 62.1 (2015): 527-538.
- duo pseudo-Bregman divergence:
- "Statistical divergences between densities of truncated exponential families with nested supports: Duo Bregman and duo Jensen divergences." Entropy 24.3 (2022): 421.
- matrix Bregman divergence:
- "Mining matrix data with Bregman matrix divergences for portfolio selection."
Matrix Information Geometry. Berlin, Heidelberg: Springer Berlin Heidelberg, 2012. 373-402.
- comparative Bregman divergence:
- "Generalizing skew Jensen divergences and Bregman divergences with comparative convexity."
IEEE Signal Processing Letters 24.8 (2017): 1123-1127.
- chord Bregman divergence:
- "The Bregman chord divergence." Geometric Science of Information: 4th International Conference,
GSI 2019, Toulouse, France, August 27–29, 2019, Proceedings 4. Springer International Publishing, 2019.
- tangent Bregman divergence:
- "The Bregman chord divergence." Geometric Science of Information: 4th International Conference,
GSI 2019, Toulouse, France, August 27–29, 2019, Proceedings 4. Springer International Publishing, 2019.
- Bregman-Chernoff divergence:
- "Revisiting Chernoff information with likelihood ratio exponential families." Entropy 24.10 (2022): 1400.
- Jensen-Bregman divergence:
- "Jensen-Bregman Voronoi diagrams and centroidal tessellations." 2010 International Symposium on Voronoi Diagrams in Science and Engineering. IEEE, 2010.
- symplectic Bregman divergence:
- "Symplectic Bregman Divergences." Entropy 26.12 (2024): 1101.
- quasi-convex Bregman divergence:
- "Quasiconvex Jensen Divergences and Quasiconvex Bregman Divergences." Workshop on Joint Structures and Common Foundations of Statistical Physics, Information Geometry and Inference for Learning.
Cham: Springer International Publishing, 2020.
April 2025.