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Measuring Complexity of Learning Schemes Using Hessian-Schatten Total Variation
Work
Year: 2023
Type: article
Abstract: In this paper, we introduce the Hessian-Schatten total variation (HTV)---a novel seminorm that quantifies the total ``rugosity"" of multivariate functions.Our motivation for defining HTV is to assess ... more
Source: SIAM Journal on Mathematics of Data Science
Authors Shayan Aziznejad, Joaquim Campos, Michaël Unser
Institutions Centre d'Imagerie BioMedicale, École Polytechnique Fédérale de Lausanne
Cites: 43
Cited by: 4
Related to: 10
FWCI: 0.854
Citation percentile (by year/subfield): 79.69
Topic: Neural Networks and Applications
Subfield: Artificial Intelligence
Field: Computer Science
Domain: Physical Sciences
Open Access status: green
Funders Schweizerischer Nationalfonds zur Förderung der Wissenschaftlichen Forschung, European Research Council
Grant IDS 200020 184646/1, 101020573