publiés prochainement [18], et s'intéressent à l'approximation de la distance à la mesure d'une part et au calcul du diagramme de persistance des distances de puissance d'autre part. L'approximation de la distance à la mesure est obtenue par une méthode originale, Les chapitres 4 et 5 sont le fruit de la collaboration ,
et 8 présentent des travaux connexes analysant les conditions d'échantillonnage utilisées au chapitre 7 et les propriétés de l'estimateur introduit dans ce même chapitre. Le chapitre 8 présente également une ouverture en direction du traitement des données incomplètes. Bibliography [1] https ,
Classification of hepatic lesions using the matching metric, Computer Vision and Image Understanding, vol.121, pp.36-42, 2014. ,
DOI : 10.1016/j.cviu.2013.10.014
Fast probabilistic algorithms for hamiltonian circuits and matchings, Proceedings of the ninth annual ACM symposium on Theory of computing, pp.30-41, 1977. ,
EFFICIENT DATA STRUCTURE FOR REPRESENTING AND SIMPLIFYING SIMPLICIAL COMPLEXES IN HIGH DIMENSIONS, International Journal of Computational Geometry & Applications, vol.22, issue.04, pp.279-303, 2012. ,
DOI : 10.1142/S0218195912600060
URL : https://hal.archives-ouvertes.fr/hal-00785082
Geometric relations among voronoi diagrams, Geometriae Dedicata, vol.27, issue.1, pp.65-75, 1988. ,
Clear and Compress: Computing Persistent Homology in Chunks, 2013. ,
DOI : 10.1007/978-3-319-04099-8_7
Automatic Recognition and Tagging of Topologically Different Regimes in Dynamical Systems, The interdisciplinary journal of Discontinuity, Nonlinearity, and Complexity, vol.3, issue.4, 2013. ,
DOI : 10.5890/DNC.2014.12.004
Smooth surface reconstruction via natural neighbour interpolation of distance functions, Proceedings of the sixteenth annual symposium on Computational geometry, pp.223-232, 2000. ,
URL : https://hal.archives-ouvertes.fr/inria-00072662
The compressed annotation matrix: An efficient data structure for computing persistent cohomology, Algorithms? ESA 2013, pp.695-706, 2013. ,
URL : https://hal.archives-ouvertes.fr/hal-00761468
Manifold Reconstruction in Arbitrary Dimensions Using Witness Complexes, Discrete & Computational Geometry, vol.33, issue.2, pp.37-70, 2009. ,
DOI : 10.1007/s00454-009-9175-1
URL : https://hal.archives-ouvertes.fr/hal-00488434
Computing Persistent Homology with Various Coefficient Fields in a Single Pass, European Symposium on Algorithms, 2014. ,
DOI : 10.1007/978-3-662-44777-2_16
URL : https://hal.archives-ouvertes.fr/hal-00922572
Algorithmic geometry, 1998. ,
DOI : 10.1017/CBO9781139172998
Statistical topology using persistence landscapes. arXiv preprint arXiv:1207, 2012. ,
Topological analysis of scalar fields with outliers ,
URL : https://hal.archives-ouvertes.fr/hal-01092874
Efficient and robust persistent homology for measures, Proceedings of the 26th ACM-SIAM symposium on Discrete algorithms. SIAM, 2015. ,
DOI : 10.1016/j.comgeo.2016.07.001
URL : https://hal.archives-ouvertes.fr/hal-01074566
Zigzag persistence. Foundations of computational mathematics, pp.367-405, 2010. ,
DOI : 10.1007/s10208-010-9066-0
URL : http://dx.doi.org/10.1007/s10208-010-9066-0
Zigzag persistent homology and realvalued functions, Proceedings of the twenty-fifth annual symposium on Computational geometry, pp.247-256, 2009. ,
Delaunay Triangulation Based Surface Reconstruction, Effective Computational Geometry for Curves and Surfaces, pp.231-276 ,
DOI : 10.1007/978-3-540-33259-6_6
URL : https://hal.archives-ouvertes.fr/inria-00070609
Proximity of persistence modules and their diagrams, Proceedings of the 25th annual symposium on Computational geometry, SCG '09, pp.237-246, 2009. ,
DOI : 10.1145/1542362.1542407
URL : https://hal.archives-ouvertes.fr/inria-00292566
Gromov-Hausdorff Stable Signatures for Shapes using Persistence, Computer Graphics Forum, vol.33, issue.5, pp.1393-1403, 2009. ,
DOI : 10.1111/j.1467-8659.2009.01516.x
URL : https://hal.archives-ouvertes.fr/hal-00772413
A Sampling Theory for Compact Sets in Euclidean Space, Discrete & Computational Geometry, vol.18, issue.3, pp.461-479, 2009. ,
DOI : 10.1007/s00454-009-9144-8
URL : https://hal.archives-ouvertes.fr/hal-00864493
Geometric Inference for Probability Measures, Foundations of Computational Mathematics, vol.40, issue.2, pp.733-751, 2011. ,
DOI : 10.1007/s10208-011-9098-0
URL : https://hal.archives-ouvertes.fr/hal-00772444
Persistence stability for geometric complexes, Geometriae Dedicata, vol.33, issue.2, pp.1-22, 2013. ,
DOI : 10.1007/s10711-013-9937-z
URL : https://hal.archives-ouvertes.fr/hal-00923560
Subsampling methods for persistent homology. arXiv preprint arXiv:1406, 1901. ,
URL : https://hal.archives-ouvertes.fr/hal-01073073
On the bootstrap for persistence diagrams and landscapes. arXiv preprint, 2013. ,
URL : https://hal.archives-ouvertes.fr/hal-00879982
Stochastic Convergence of Persistence Landscapes and Silhouettes, Annual Symposium on Computational Geometry, SOCG'14, 2013. ,
DOI : 10.1145/2582112.2582128
URL : https://hal.archives-ouvertes.fr/hal-00923684
Convergence rates for persistence diagram estimation in topological data analysis, Proceedings of The 31st International Conference on Machine Learning, pp.163-171, 2014. ,
URL : https://hal.archives-ouvertes.fr/hal-01284275
Scalar Field Analysis over Point Cloud Data, Discrete & Computational Geometry, vol.33, issue.2, pp.743-775, 2011. ,
DOI : 10.1007/s00454-011-9360-x
URL : https://hal.archives-ouvertes.fr/hal-00772430
Persistence-based clustering in riemannian manifolds, Journal of the ACM (JACM), vol.60, issue.6, p.41, 2013. ,
URL : https://hal.archives-ouvertes.fr/hal-01094872
Topology guaranteeing manifold reconstruction using distance function to noisy data, Proceedings of the twenty-second annual symposium on Computational geometry , SCG '06, pp.112-118, 2006. ,
DOI : 10.1145/1137856.1137876
Towards persistence-based reconstruction in euclidean spaces, Proceedings of the twenty-fourth annual symposium on Computational geometry , SCG '08, pp.232-241, 2008. ,
DOI : 10.1145/1377676.1377719
URL : https://hal.archives-ouvertes.fr/inria-00197543
The discrepancy method: randomness and complexity, 2000. ,
DOI : 10.1017/CBO9780511626371
Manifold reconstruction from point samples, Proceedings of the sixteenth annual ACM-SIAM symposium on Discrete algorithms, pp.1018-1027, 2005. ,
Persistence diagrams of cortical surface data, Information Processing in Medical Imaging, pp.386-397, 2009. ,
Applications of random sampling in computational geometry, ii, Discrete & Computational Geometry, vol.4, issue.1, pp.387-421, 1989. ,
Stability of Persistence Diagrams, Discrete & Computational Geometry, vol.37, issue.1, pp.103-120, 2007. ,
DOI : 10.1007/s00454-006-1276-5
Mean shift: A robust approach toward feature space analysis. Pattern Analysis and Machine Intelligence, IEEE Transactions on, vol.24, issue.5, pp.603-619, 2002. ,
Decomposition of pointwise finite-dimensional persistence modules. arXiv preprint, 2012. ,
CGAL Editorial Board, 4.2 edition, p.3, 2013. ,
Dualities in persistent (co)homology, Inverse Problems, vol.27, issue.12, p.124003, 2011. ,
DOI : 10.1088/0266-5611/27/12/124003
Persistent Cohomology and Circular Coordinates, Discrete & Computational Geometry, vol.33, issue.2, pp.737-759, 2011. ,
DOI : 10.1007/s00454-011-9344-x
Comparison of Pattern Detection Methods in Microarray Time Series of the Segmentation Clock, PLoS ONE, vol.375, issue.8, p.2856, 2008. ,
DOI : 10.1371/journal.pone.0002856.s013
Curve and surface reconstruction: Algorithms with mathematical analysis, 2011. ,
Computing topological persistence for simplicial maps. arXiv preprint, 2012. ,
Topology from data via geodesic complexes, 2009. ,
Approximating cycles in a shortest basis of the first homology group from point data, Inverse Problems, vol.27, issue.12, p.124004, 2011. ,
Graph induced complex on point data, Proceedings of the 29th annual symposium on Symposuim on computational geometry, pp.107-116, 2013. ,
Riemannian geometry, 1992. ,
Asymptotics for transportation cost in high dimensions, Journal of Theoretical Probability, vol.7, issue.1, pp.97-118, 1995. ,
DOI : 10.1007/BF02213456
A New Directional Weighted Median Filter for Removal of Random-Valued Impulse Noise, IEEE Signal Processing Letters, vol.14, issue.3, pp.193-196, 1969. ,
DOI : 10.1109/LSP.2006.884014
The union of balls and its dual shape, Proceedings of the ninth annual symposium on Computational geometry, pp.218-231, 1993. ,
Computational topology: an introduction, 2010. ,
DOI : 10.1090/mbk/069
Characterizing scales of genetic recombination and antibiotic resistance in pathogenic bacteria using topological data analysis, 2014. ,
A density-based algorithm for discovering clusters in large spatial databases with noise, Kdd, pp.226-231, 1996. ,
Statistical inference for persistent homology: Confidence sets for persistence diagrams. arXiv preprint, 2013. ,
Curvature measures. Transactions of the, pp.418-491, 1959. ,
A survey of dimension reduction techniques, 2002. ,
Riemannian geometry, 1990. ,
URL : https://hal.archives-ouvertes.fr/hal-00002870
Exploring uses of persistent homology for statistical analysis of landmark-based shape data, Journal of Multivariate Analysis, vol.101, issue.9, pp.2184-2199, 2010. ,
DOI : 10.1016/j.jmva.2010.04.016
Konstantin Mischaikow , and Vidit Nanda. A topological measurement of protein compressibility. preprint, 2013. ,
The volume of a small geodesic ball of a Riemannian manifold., The Michigan Mathematical Journal, vol.20, issue.4, pp.329-344, 1974. ,
DOI : 10.1307/mmj/1029001150
Witnessed k-Distance, Discrete & Computational Geometry, vol.40, issue.2, pp.22-45, 2013. ,
DOI : 10.1007/s00454-012-9465-x
URL : https://hal.archives-ouvertes.fr/hal-00872490
A distribution-free theory of nonparametric regression, 2002. ,
DOI : 10.1007/b97848
Algebraic topology, 2002. ,
Topological Analysis of Variance and the Maxillary Complex, Journal of the American Statistical Association, vol.33, issue.498, pp.477-492, 2012. ,
DOI : 10.1080/01621459.2011.641430
Surface reconstruction from unorganized points, 1992. ,
Persistent homology of complex networks, Journal of Statistical Mechanics: Theory and Experiment, vol.2009, issue.03, p.3034, 2009. ,
DOI : 10.1088/1742-5468/2009/03/P03034
Mean rates of convergence of empirical measures in the Wasserstein metric, Journal of Computational and Applied Mathematics, vol.55, issue.3, pp.261-273, 1994. ,
DOI : 10.1016/0377-0427(94)90033-7
k-nn regression adapts to local intrinsic dimension, Advances in Neural Information Processing Systems, pp.729-737, 2011. ,
Persistence of force networks in compressed granular media, Physical Review E, vol.87, issue.4, p.42207, 2013. ,
DOI : 10.1103/PhysRevE.87.042207
Persistent brain network homology from the perspective of dendrogram, Medical Imaging IEEE Transactions on, issue.12, pp.312267-2277, 2012. ,
Persistence-Based Structural Recognition, 2014 IEEE Conference on Computer Vision and Pattern Recognition, 1995. ,
DOI : 10.1109/CVPR.2014.257
URL : https://hal.archives-ouvertes.fr/hal-01073075
Least squares quantization in pcm Information Theory, IEEE Transactions on, vol.28, issue.2, pp.129-137, 1982. ,
Denoising of salt-and-pepper noise corrupted image using modified directional-weighted-median filter, Pattern Recognition Letters, vol.33, issue.10, pp.1287-1295, 2012. ,
DOI : 10.1016/j.patrec.2012.03.025
Lower bounds for k-distance approximation, Proceedings of the 29th annual symposium on Symposuim on computational geometry, SoCG '13, pp.435-440, 2013. ,
DOI : 10.1145/2462356.2462367
Zigzag persistent homology in matrix multiplication time, Proceedings of the twenty-seventh Annual Symposium on Computational Geometry, pp.216-225, 2011. ,
ANN: Library for approximate nearest neighbour searching, 1998. ,
Elements of algebraic topology, 1984. ,
Topology based data analysis identifies a subgroup of breast cancers with a unique mutational profile and excellent survival, Proceedings of the National Academy of Sciences, vol.108, issue.17, pp.7265-7270, 2011. ,
DOI : 10.1073/pnas.1102826108
A Topological Approach to Hierarchical Segmentation using Mean Shift, 2007 IEEE Conference on Computer Vision and Pattern Recognition, pp.1-8, 2007. ,
DOI : 10.1109/CVPR.2007.383228
Topological Strata of Weighted Complex Networks, PLoS ONE, vol.37, issue.6, p.66506, 2013. ,
DOI : 10.1371/journal.pone.0066506.s001
Real and complex analysis (3rd), 1986. ,
Linear-size approximations to the vietoris?rips filtration, Discrete & Computational Geometry, vol.49, issue.4, pp.778-796, 2013. ,
Topological analysis of population activity in visual cortex, Journal of Vision, vol.8, issue.8, p.11, 2008. ,
DOI : 10.1167/8.8.11
Persistencebased segmentation of deformable shapes, Computer Vision and Pattern Recognition Workshops 2010 IEEE Computer Society Conference on, pp.45-52, 2010. ,
URL : https://hal.archives-ouvertes.fr/hal-00772475
The persistent cosmic web and its filamentary structure - I. Theory and implementation, Monthly Notices of the Royal Astronomical Society, vol.414, issue.1, pp.350-383, 2011. ,
DOI : 10.1111/j.1365-2966.2011.18394.x
The persistent cosmic web and its filamentary structure - II. Illustrations, Monthly Notices of the Royal Astronomical Society, vol.414, issue.1, pp.384-403, 2011. ,
DOI : 10.1111/j.1365-2966.2011.18395.x
A global geometric framework for nonlinear dimensionality reduction, Science, vol.290, issue.5500, pp.2319-2323, 2000. ,
Topics in optimal transportation. Number 58, 2003. ,
A tutorial on spectral clustering, Statistics and computing, vol.17, issue.4, pp.395-416, 2007. ,
A new impulse detection and filtering method for removal of wide range impulse noises, Pattern Recognition, vol.42, issue.9, pp.2194-2202, 2009. ,
DOI : 10.1016/j.patcog.2009.01.022
Persistence landscape of functional signal and its application to epileptic electroencaphalogram data ,
Image segmentation evaluation: A survey of unsupervised methods. computer vision and image understanding, pp.260-280, 2008. ,
Computing Persistent Homology, Discrete & Computational Geometry, vol.33, issue.2, pp.249-274, 2005. ,
DOI : 10.1007/s00454-004-1146-y