Local persistent homology based distance between maps

We define a topology-based distance metric between road networks embedded in the plane. This distance measure is based on local persistent homology, and employs a local distance signature that enables identification and visualization of local differences between the road networks. This paper is motivated by the need to recognize changes in road networks over time and to assess the quality of different map construction algorithms. One particular challenge is evaluating the results when no ground truth is known. However, we demonstrate that we can overcome this hurdle by using a statistical technique known as the bootstrap.

[1]  Brittany Terese Fasy,et al.  A Path-Based Distance for Street Map Comparison , 2013, ACM Trans. Spatial Algorithms Syst..

[2]  Steve Oudot,et al.  The Structure and Stability of Persistence Modules , 2012, Springer Briefs in Mathematics.

[3]  Mario Vento,et al.  Thirty Years Of Graph Matching In Pattern Recognition , 2004, Int. J. Pattern Recognit. Artif. Intell..

[4]  K. Borsuk On the imbedding of systems of compacta in simplicial complexes , 1948 .

[5]  M. Ahmed,et al.  A Comparison and Evaluation of Map Construction Algorithms , 2014, ArXiv.

[6]  Herbert Edelsbrunner,et al.  Computational Topology - an Introduction , 2009 .

[7]  Mikhail Belkin,et al.  Data Skeletonization via Reeb Graphs , 2011, NIPS.

[8]  Leonidas J. Guibas,et al.  Metric graph reconstruction from noisy data , 2011, SoCG '11.

[9]  Yin Wang,et al.  Mining large-scale, sparse GPS traces for map inference: comparison of approaches , 2012, KDD.

[10]  James Biagioni,et al.  Map inference in the face of noise and disparity , 2012, SIGSPATIAL/GIS.

[11]  R. Ho Algebraic Topology , 2022 .

[12]  James Biagioni,et al.  Inferring Road Maps from Global Positioning System Traces , 2012 .

[13]  David Cohen-Steiner,et al.  Inferring Local Homology from Sampled Stratified Spaces , 2007, 48th Annual IEEE Symposium on Foundations of Computer Science (FOCS'07).

[14]  Debashis Kushary,et al.  Bootstrap Methods and Their Application , 2000, Technometrics.

[15]  Leonidas J. Guibas,et al.  Road network reconstruction for organizing paths , 2010, SODA '10.

[16]  Carola Wenk,et al.  Constructing Street Networks from GPS Trajectories , 2012, ESA.

[17]  Kimberly N. Wilson,et al.  Electronic Version , 2003 .

[18]  Dieter Pfoser,et al.  On vehicle tracking data-based road network generation , 2012, SIGSPATIAL/GIS.

[19]  David Cohen-Steiner,et al.  Stability of Persistence Diagrams , 2005, Discret. Comput. Geom..