Accelerating incremental gradient optimization with curvature information

Abstract This paper studies an acceleration technique for incremental aggregated gradient (IAG) method through the use of curvature information for solving strongly convex finite sum optimization problems. These optimization problems of interest arise in large-scale learning applications. Our techn...

पूर्ण विवरण

ग्रंथसूची विवरण
मुख्य लेखकों: Wai, Hoi-To, Shi, Wei, Uribe, César A, Nedić, Angelia, Scaglione, Anna
अन्य लेखक: Massachusetts Institute of Technology. Laboratory for Information and Decision Systems
स्वरूप: लेख
भाषा:English
प्रकाशित: Springer US 2021
ऑनलाइन पहुंच:https://hdl.handle.net/1721.1/131862