{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,2,25]],"date-time":"2026-02-25T18:01:52Z","timestamp":1772042512398,"version":"3.50.1"},"reference-count":30,"publisher":"IEEE","content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":[],"published-print":{"date-parts":[[2017,5]]},"DOI":"10.1109\/infocom.2017.8057118","type":"proceedings-article","created":{"date-parts":[[2017,10,5]],"date-time":"2017-10-05T16:28:21Z","timestamp":1507220901000},"page":"1-9","source":"Crossref","is-referenced-by-count":76,"title":["Proactive VNF provisioning with multi-timescale cloud resources: Fusing online learning and online optimization"],"prefix":"10.1109","author":[{"given":"Xiaoxi","family":"Zhang","sequence":"first","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Chuan","family":"Wu","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Zongpeng","family":"Li","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Francis C.M.","family":"Lau","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"263","reference":[{"key":"ref30","first-page":"1281","article-title":"Follow the Leader If You Can, Hedge If You Must","volume":"15","author":"rooij","year":"2014","journal-title":"The Journal of Machine Learning Research"},{"key":"ref10","year":"0","journal-title":"EC2 — Amazon Web Services"},{"key":"ref11","year":"0","journal-title":"Microsoft Azure"},{"key":"ref12","doi-asserted-by":"publisher","DOI":"10.1561\/2200000018"},{"key":"ref13","article-title":"Online Convex Programming and Generalized Infinitesimal Gradient Ascent","author":"zinkevich","year":"2003","journal-title":"Proc of International Conference on Machine Learning (ICML-05)"},{"key":"ref14","doi-asserted-by":"publisher","DOI":"10.1145\/2745844.2745854"},{"key":"ref15","doi-asserted-by":"publisher","DOI":"10.1145\/2896377.2901464"},{"key":"ref16","doi-asserted-by":"publisher","DOI":"10.1109\/CNSM.2014.7014205"},{"key":"ref17","doi-asserted-by":"publisher","DOI":"10.1109\/INFOCOM.2015.7218511"},{"key":"ref18","doi-asserted-by":"publisher","DOI":"10.1145\/2896377.2901452"},{"key":"ref19","article-title":"To Reserve or Not to Reserve: Optimal Online Multi-Instance Acquisition in IaaS Clouds","author":"wang","year":"2013","journal-title":"USENIX ICAC"},{"key":"ref28","year":"0","journal-title":"Amazon EMR Trace"},{"key":"ref4","year":"0","journal-title":"TNOVA"},{"key":"ref3","year":"0","journal-title":"Network Functions Virtualisation Use Cases"},{"key":"ref27","year":"2016","journal-title":"Proactive VNF Provisioning with Multi-timescale Cloud Resources"},{"key":"ref6","year":"0","journal-title":"New NFV Vendor Ecosystem Usual Suspects Cisco Juniper ALU HP"},{"key":"ref29","author":"faizul bari","year":"2015","journal-title":"On orchestrating virtual network functions in NFV"},{"key":"ref5","year":"0","journal-title":"Network Function Virtualization Rebuilding Network Functions and Open Architectures"},{"key":"ref8","article-title":"Online VNF Scaling","author":"wang","year":"2016","journal-title":"Proc of IEEE CLOUD"},{"key":"ref7","year":"0","journal-title":"NFV Market on Pace to Hit $11 Billion"},{"key":"ref2","year":"0","journal-title":"Service Function Chaining Use Cases In Data Centers IETF Draft"},{"key":"ref1","year":"0","journal-title":"Network Function Virtualization"},{"key":"ref9","doi-asserted-by":"publisher","DOI":"10.1109\/CloudNet.2015.7335318"},{"key":"ref20","doi-asserted-by":"publisher","DOI":"10.1007\/978-0-387-30162-4_378"},{"key":"ref22","year":"0","journal-title":"Provider Provisioned VPN Terminology"},{"key":"ref21","year":"0","journal-title":"Reserved Instances — AWS EC2"},{"key":"ref24","year":"0","journal-title":"Bro Cluster"},{"key":"ref23","year":"0","journal-title":"Benchmarking Terminology for Firewall Performance"},{"key":"ref26","author":"stallings","year":"2015","journal-title":"Foundations of Modern Networking SDN NFV QoE IoT and Cloud"},{"key":"ref25","year":"0","journal-title":"AWS Developer Forums Auto-renewal of reserved instances?"}],"event":{"name":"IEEE INFOCOM 2017 - IEEE Conference on Computer Communications","location":"Atlanta, GA, USA","start":{"date-parts":[[2017,5,1]]},"end":{"date-parts":[[2017,5,4]]}},"container-title":["IEEE INFOCOM 2017 - IEEE Conference on Computer Communications"],"original-title":[],"link":[{"URL":"http:\/\/xplorestaging.ieee.org\/ielx7\/8049192\/8056940\/08057118.pdf?arnumber=8057118","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2017,10,27]],"date-time":"2017-10-27T17:33:26Z","timestamp":1509125606000},"score":1,"resource":{"primary":{"URL":"http:\/\/ieeexplore.ieee.org\/document\/8057118\/"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2017,5]]},"references-count":30,"URL":"https:\/\/doi.org\/10.1109\/infocom.2017.8057118","relation":{},"subject":[],"published":{"date-parts":[[2017,5]]}}}