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The challenge of linear-time Boltzmann sampling

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Authors : Sportiello, Andrea (Author of the conference)
CIRM (Publisher )

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Abstract : Let $X_{n}$ be an ensemble of combinatorial structures of size $N$, equipped with a measure. Consider the algorithmic problem of exactly sampling from this measure. When this ensemble has a ‘combinatorial specification, the celebrated Boltzmann sampling algorithm allows to solve this problem with a complexity which is, typically, of order $N(3/2)$. Here, a factor $N$ is inherent to the problem, and implied by the Shannon bound on the average number of required random bits, while the extra factor $N$.

Keywords : exact sampling; complexity of algorithms; random structures

MSC Codes :
05A05 - Permutations, words, matrices
05A15 - Exact enumeration problems, generating functions
05A18 - Partitions of sets
05C30 - Enumeration in graph theory

Additional resources :
https://www.cirm-math.fr/RepOrga/1940/Slides/Sportiello.pdf

    Information on the Video

    Film maker : Hennenfent, Guillaume
    Language : English
    Available date : 26/07/2019
    Conference Date : 24/06/2019
    Subseries : Research talks
    arXiv category : Combinatorics ; Data Structures and Algorithms
    Mathematical Area(s) : Computer Science ; Combinatorics ; Probability & Statistics
    Format : MP4 (.mp4) - HD
    Video Time : 01:02:10
    Targeted Audience : Researchers
    Download : https://videos.cirm-math.fr/2019-06-24_Sportiello.mp4

Information on the Event

Event Title : AofA: Probabilistic, Combinatorial and Asymptotic Methods for the Analysis of Algorithms / AofA: méthodes probabilistes, combinatoires et asymptotiques pour l analyse d algorithmes
Event Organizers : Bassino, Frédérique ; Martínez, Conrado ; Salvy, Bruno
Dates : 24/06/2019 - 28/06/2019
Event Year : 2019
Event URL : https://conferences.cirm-math.fr/1940.html

Citation Data

DOI : 10.24350/CIRM.V.19540303
Cite this video as: Sportiello, Andrea (2019). The challenge of linear-time Boltzmann sampling. CIRM. Audiovisual resource. doi:10.24350/CIRM.V.19540303
URI : http://dx.doi.org/10.24350/CIRM.V.19540303

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