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Found 156 Documents (Results 1–100)

Stability is stable: connections between replicability, privacy, and adaptive generalization. (English) Zbl 07844609

Saha, Barna (ed.) et al., Proceedings of the 55th annual ACM SIGACT symposium on theory of computing, STOC ’23, Orlando, FL, USA, June 20–23, 2023. New York, NY: Association for Computing Machinery (ACM). 520-527 (2023).
MSC:  68Qxx
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SOCKS: a stochastic optimal control and reachability toolbox using kernel methods. (English) Zbl 07807729

Proceedings of the 25th ACM international conference on hybrid systems: computation and control, HSCC 2022, part of CPS-IoT week, Milan, Italy and virtual, May 4–6, 2022. New York, NY: Association for Computing Machinery (ACM). Paper No. 21, 12 p. (2022).
MSC:  68Q45 68Q60 93C30
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A statistical learning theory approach for the analysis of the trade-off between sample size and precision in truncated ordinary least squares. (English) Zbl 1527.62051

Nikeghbali, Ashkan (ed.) et al., High-dimensional optimization and probability. With a view towards data science. Cham: Springer. Springer Optim. Appl. 191, 241-252 (2022).
MSC:  62J05
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Partial differential equation regularization for supervised machine learning. (English) Zbl 1478.65141

Brenner, Susanne C. (ed.) et al., 75 years of mathematics of computation. Symposium celebrating 75 years of mathematics of computation, Institute for Computational and Experimental Research in Mathematics, ICERM, Providence, RI, USA, November 1–3, 2018. Providence, RI: American Mathematical Society (AMS). Contemp. Math. 754, 177-195 (2020).
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Generalization error in deep learning. (English) Zbl 1494.68240

Boche, Holger (ed.) et al., Compressed sensing and its applications. Selected papers of the third international MATHEON conference, TU Berlin, Berlin, Germany, December 4–8, 2017. Cham: Birkhäuser. Appl. Numer. Harmon. Anal., 153-193 (2019).
MSC:  68T07
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