Probabilistic tools for high-dimensional geometric inference, topological data analysis, and large-scale networks.

2019/35/D/ST6/04525

Keywords

Descriptors

  • ST6_006: Algorytmika, algorytmy równoległe, rozproszone i sieciowe, algorytmiczna teoria gier
  • ST1_013: Rachunek prawdopodobieństwa i statystyka matematyczna
  • ST1_014: Matematyka dyskretna i kombinatoryka

Panel

ST6 – Computer science and informatics: informatics and information systems, computer science, scientific computing, intelligent systems

Host institution

Uniwersytet Warszawski, Wydział Matematyki, Informatyki i Mechaniki

Voivodeship: mazowieckie

Other projects carried out by the institution »

Principal investigator (from the host institution)

dr Kunal Dutta

Number of co-investigators in the project: 2

Call

SONATA 15 – announced on 2019-09-16

Amount awarded
356 400 PLN
Project start date
2020-07-20
Project end date
2025-07-19
Project duration
60 months (the same as in the proposal)
Project status
Project settled

Project description

Download the project description in a pdf file

Note — project descriptions were prepared by the authors of the applications themselves and placed in the system in an unchanged form.

Information in the final report

Articles in post-conference publications (4)

  1. On Edge Collapse of Random Simplicial Complexes

    Authors:
    Jean-Daniel Boissonnat, Kunal Dutta, Soumik Dutta, Siddharth Pritam
    Conference:
    Proceedings of the 40th International Symposium on Computational Geometry, SoCG 2024, June 11-14, 2024, Athens, Greece (year: 2024, volume: 40th International Symposium on Computational Geometry, SoCG 2024, pages: 21:1-21:16), Publisher: LIPIcs
    Date:
    conference June 11-14, 2024
    Status:
    Published
    DOI:
    10.4230/LIPIcs.SoCG.2024.21 – link to the publication
  2. A Euclidean Embedding for Computing Persistent Homology with Gaussian Kernels

    Authors:
    Jean-Daniel Boissonnat, Kunal Dutta
    Conference:
    Proceedings of the 32nd Annual European Symposium on Algorithms (ESA 2024) (year: 2024, volume: 32nd Annual European Symposium on Algorithms (ESA 2024), pages: 29:1-29:18), Publisher: LIPIcs
    Date:
    conference September 2-4, 2024
    Status:
    Published
    DOI:
    10.4230/LIPIcs.ESA.2024.29 – link to the publication
  3. DiffRed: Dimensionality Reduction guided by stable rank

    Authors:
    Gagan Raj Gupta, Prarabdh Shukla, Kunal Dutta
    Conference:
    Proceedings of Machine Learning Research, International Conference on Artificial Intelligence and Statistics (AISTATS), 2-4 May 2024, Palau de Congressos, Valencia, Spain (year: 2024, volume: AISTATS 2024, International Conference on Artificial Intelligence and Statistics, 2024, pages: PMLR 238:3430-238:3438), Publisher: PMLR
    Date:
    conference May 2-4, 2024
    Status:
    Published
    DOI:
    link to the publication
  4. Uniform Brackets, Containers, and Combinatorial Macbeath Regions

    Authors:
    Kunal Dutta, Arijit Ghosh, Shay Moran
    Conference:
    13th Innovations in Theoretical Computer Science Conference (ITCS 2022). Editor: Mark Braverman (year: 2022, volume: ITCS 2022, pages: 59:1 - 59:10), Publisher: LIPICS
    Date:
    conference 31.01.2022 to 04.02.2022
    Status:
    Published
    DOI:
    10.4230/LIPIcs.ITCS.2022.59 – link to the publication

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Graphic design and implementation: Jakub Piotrowski