arXiv Open Access 2016

Gradient Descent Converges to Minimizers

Jason D. Lee Max Simchowitz Michael I. Jordan Benjamin Recht

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Abstrak

We show that gradient descent converges to a local minimizer, almost surely with random initialization. This is proved by applying the Stable Manifold Theorem from dynamical systems theory.

Topik & Kata Kunci

stat.ML cs.LG math.OC

Penulis (4)

Jason D. Lee

Max Simchowitz

Michael I. Jordan

Benjamin Recht

Format Sitasi

APA MLA BibTeX

Lee, J.D., Simchowitz, M., Jordan, M.I., Recht, B. (2016). Gradient Descent Converges to Minimizers. https://arxiv.org/abs/1602.04915

Akses Cepat

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Informasi Jurnal

Tahun Terbit: 2016
Bahasa: en
Sumber Database: arXiv
Akses: Open Access ✓