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Lossy compression of statistical data using quantum annealer

We present a new lossy compression algorithm for statistical floating-point data through a representation learning with binary variables. The algorithm finds a set of basis vectors and their binary coefficients that precisely reconstruct the original data. The optimization for the basis vectors is p...

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Detalles Bibliográficos
Autores principales: Yoon, Boram, Nguyen, Nga T. T., Chang, Chia Cheng, Rrapaj, Ermal
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Nature Publishing Group UK 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8907274/
https://www.ncbi.nlm.nih.gov/pubmed/35264581
http://dx.doi.org/10.1038/s41598-022-07539-z