Concepedia

Andrea Caponnetto

AC

12

Publications

2.8K

Citations

12

H-Index

1997

Active since

Affiliations

University of Genoa(Current)

Istituto Nazionale di Fisica Nucleare, Sezione di Genova

University of California, Berkeley

University of Modena and Reggio Emilia

Massachusetts Institute of Technology

Andrea Caponnetto is an author at University of Genoa specializing in engineering, inverse problems, and machine learning.

Top concepts

EngineeringInverse ProblemsMachine LearningApproximation TheoryComputer SciencePattern RecognitionSupervised LearningData ScienceFunctional AnalysisMathematical Programming

Publications per year

1997–2010

12

Publications

12

On Early Stopping in Gradient Descent Learning

Yuan Yao, Lorenzo Rosasco, Andrea Caponnetto · Constructive Approximation · 2007 · 968 citations

Engineering, Machine Learning, Computational Learning Theory +4

Optimal Rates for the Regularized Least-Squares Algorithm

Andrea Caponnetto, Ernesto De Vito · Foundations of Computational Mathematics · 2006 · 566 citations · Full text

Mathematical Programming, Numerical Analysis, Engineering +7

Are Loss Functions All the Same?

Lorenzo Rosasco, Ernesto De Vito, Andrea Caponnetto et al. · Neural Computation · 2004 · 502 citations · Full text

Classification Method, Different Loss Functions, Convex Loss Function +13

Learning from Examples as an Inverse Problem

Ernesto De Vito, Lorenzo Rosasco, Andrea Caponnetto et al. · Journal of Machine Learning Research · 2005 · 200 citations

Artificial Intelligence, Mathematical Programming, Inverse Problem +15

Model Selection for Regularized Least-Squares Algorithm in Learning Theory

Ernesto De Vito, Andrea Caponnetto, Lorenzo Rosasco · Foundations of Computational Mathematics · 2004 · 166 citations · Full text

Computational Learning Theory, Machine Learning, Inverse Problems +2

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