Skip to main content
Log in

Optimising the Topological Information of the \(A_\infty \)-Persistence Groups

  • Published:
Discrete & Computational Geometry Aims and scope Submit manuscript

Abstract

Persistent homology typically studies the evolution of homology groups \(H_p(X)\) (with coefficients in a field) along a filtration of topological spaces. \(A_\infty \)-persistence extends this theory by analysing the evolution of subspaces such as \(V :=\text {Ker}\,{\Delta _n}_{| H_p(X)} \subseteq H_p(X)\), where \(\{\Delta _m\}_{m\ge 1}\) denotes a structure of \(A_\infty \)-coalgebra on \(H_*(X)\). In this paper we illustrate how \(A_\infty \)-persistence can be useful beyond persistent homology by discussing the topological meaning of V, which is the most basic form of \(A_\infty \)-persistence group. In addition, we explore how to choose \(A_\infty \)-coalgebras along a filtration to make the \(A_\infty \)-persistence groups carry more faithful information.

This is a preview of subscription content, log in via an institution to check access.

Access this article

Price excludes VAT (USA)
Tax calculation will be finalised during checkout.

Instant access to the full article PDF.

Fig. 1
Fig. 2
Fig. 3

Similar content being viewed by others

References

  1. Adcock, A., Rubin, D., Carlsson, G.: Classification of hepatic lesions using the matching metric. Comput. Vis. Image Underst. 121, 36–42 (2014)

    Article  Google Scholar 

  2. Belchí, F., Buijs, U., Moreno-Fernández, J.M., Murillo, A.: Higher order Whitehead products and \({L}_\infty \)-structures on the homology of a DGL. Linear Algebra Appl. 520, 16–31 (2017)

    Article  MathSciNet  MATH  Google Scholar 

  3. Belchí, F., Murillo, A.: \({A}_\infty \)-persistence. Appl. Algebra Eng. Commun. Comput. 26(1–2), 121–139 (2015)

    Article  MathSciNet  MATH  Google Scholar 

  4. Belchí, F., Pirashvili, M., Conway, J., Bennett, M., Djukanovic, R., Brodzki, J.: Lung topology characteristics in patients with chronic obstructive pulmonary disease. Sci. Rep. 8(1), 5341 (2018)

    Article  Google Scholar 

  5. Belchí, F., Stefanou, A.: \(A_\infty \) persistent homology estimates the topology from pointcloud datasets. arXiv:1902.09138 (2019)

  6. Carlsson, G., de Silva, V.: Zigzag persistence. Found. Comput. Math. 10(4), 367–405 (2010)

    Article  MathSciNet  MATH  Google Scholar 

  7. Carlsson, G., Ishkhanov, T., de Silva, V., Zomorodian, A.: On the local behavior of spaces of natural images. Int. J. Comput. Vis. 76(1), 1–12 (2008)

    Article  MathSciNet  Google Scholar 

  8. de Silva, V., Ghrist, R.: Coverage in sensor networks via persistent homology. Algebr. Geom. Topol. 7, 339–358 (2007)

    Article  MathSciNet  MATH  Google Scholar 

  9. Edelsbrunner, E., Letscher, D., Zomorodian, A.: Topological persistence and simplification. Discrete Comput. Geom. 28(4), 511–533 (2002)

    Article  MathSciNet  MATH  Google Scholar 

  10. Félix, Y., Halperin, S., Thomas, J.-C.: Rational Homotopy Theory. Graduate Texts in Mathematics, vol. 205. Springer, New York (2001)

    Book  Google Scholar 

  11. Gameiro, M., Hiraoka, Y., Izumi, S., Kramar, M., Mischaikow, K., Nanda, V.: A topological measurement of protein compressibility. Jpn. J. Ind. Appl. Math. 32(1), 1–17 (2015)

    Article  MathSciNet  MATH  Google Scholar 

  12. Greub, W., Halperin, S., Vanstone, R.: Connections, Curvature and Cohomology, vol. III: Cohomology of Principal Bundles and Homogeneous Spaces. Pure and Applied Mathematics, vol. 47. Academic Press, New York (1976)

    MATH  Google Scholar 

  13. Hatcher, A.: Algebraic Topology. Cambridge University Press, Cambridge (2002)

    MATH  Google Scholar 

  14. Kadeishvili, T.V.: On the homology theory of fibre spaces. Russ. Math. Surv. 35(3), 231–238 (1980)

    Article  MATH  Google Scholar 

  15. Kontsevich, M., Soibelman, Y.: Deformations of algebras over operads and the Deligne conjecture. In: Dito, G., Sternheimer, D. (eds.) Conférence Moshé Flato 1999: Quantization, Deformations, and Symmetries, vol. 1, pp. 255–307. Kluwer, Dordrecht (2000)

    MATH  Google Scholar 

  16. Loday, J.-L., Vallette, B.: Algebraic Operads. Grundlehren der Mathematischen Wissenschaften, vol. 346. Springer, Heidelberg (2012)

    MATH  Google Scholar 

  17. Lu, D.-M., Palmieri, J.H., Wu, Q.-S., Zhang, J.J.: \({A}\)-infinity structure on Ext-algebras. J. Pure Appl. Algebra 213, 2017–2037 (2009)

    Article  MathSciNet  MATH  Google Scholar 

  18. Massey, W.S.: Some higher order cohomology operations. In: International Symposium on Algebraic Topology, pp. 145–154. Universidad Nacional Autónoma de México and UNESCO, Mexico City (1958)

  19. Massey, W.S.: Higher order linking numbers. J. Knot Theory Ramifications 7(3), 393–414 (1998)

    Article  MathSciNet  MATH  Google Scholar 

  20. Moreno-Fernández, J.M.: \({A}_\infty \) structures and Massey products. arXiv:1705.06897 (2017)

  21. Perea, J.A.: Persistent homology of toroidal sliding window embeddings. In: 2016 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), pp. 6435–6439 (2016)

  22. Perea, J.A., Carlsson, G.: A Klein-bottle-based dictionary for texture representation. Int. J. Comput. Vis. 107(1), 75–97 (2014)

    Article  MathSciNet  MATH  Google Scholar 

  23. Pirashvili, M., Steinberg, L., Belchi Guillamon, F., Niranjan, M., Frey, J.G., Brodzki, J.: Improved understanding of aqueous solubility modeling through topological data analysis. J. Cheminformatics 10(1), 54 (2018)

    Article  Google Scholar 

  24. Quillen, D.: Rational homotopy theory. Ann. Math. 90, 205–295 (1969)

    Article  MathSciNet  MATH  Google Scholar 

  25. Rolfsen, D.: Knots and Links. Mathematics Lecture Series, vol. 7. Publish or Perish, Berkeley (1976)

    MATH  Google Scholar 

  26. Stasheff, J.D.: \(H\)-Spaces from a Homotopy Point of View. Lecture Notes in Mathematics, vol. 161. Springer, Berlin (1970)

    Book  MATH  Google Scholar 

  27. Tanré, D.: Homotopie Rationnelle: Modèles de Chen, Quillen, Sullivan. Lecture Notes in Mathematics, vol. 1025. Springer, Berlin (1983)

    Book  MATH  Google Scholar 

  28. Tausz, A., Carlsson, G.: Applications of zigzag persistence to topological data analysis. arXiv:1108.3545 (2011)

  29. Uehara, H., Massey, W.S.: The Jacobi identity for Whitehead products. In: Fox, R., et al. (eds.) Algebraic Geometry and Topology. A Symposium in Honor of S. Lefschetz, pp. 361–377. Princeton University Press, Princeton (1957)

    Chapter  Google Scholar 

  30. Zomorodian, A., Carlsson, G.: Computing persistent homology. Discrete Comput. Geom. 33(2), 249–274 (2005)

    Article  MathSciNet  MATH  Google Scholar 

Download references

Acknowledgements

I would like to thank Prof. Aniceto Murillo and Prof. Jim Stasheff for their valuable feedback on this work.

Author information

Authors and Affiliations

Authors

Corresponding author

Correspondence to Francisco Belchí.

Additional information

Editor in Charge: János Pach

Publisher's Note

Springer Nature remains neutral with regard to jurisdictional claims in published maps and institutional affiliations.

This work has been supported by the Spanish MINECO Grants MTM2010-18089 and MTM2013-41762-P, by the Junta de Andalucía Grant FQM-213 and by the UK’s EPSRC Grant Joining the dots: from data to insight, EP/N014189/1.

Rights and permissions

Reprints and permissions

About this article

Check for updates. Verify currency and authenticity via CrossMark

Cite this article

Belchí, F. Optimising the Topological Information of the \(A_\infty \)-Persistence Groups. Discrete Comput Geom 62, 29–54 (2019). https://doi.org/10.1007/s00454-019-00094-x

Download citation

  • Received:

  • Revised:

  • Accepted:

  • Published:

  • Issue Date:

  • DOI: https://doi.org/10.1007/s00454-019-00094-x

Keywords

Mathematics Subject Classification

Navigation