{"id":1378,"date":"2018-08-01T16:39:34","date_gmt":"2018-08-01T16:39:34","guid":{"rendered":"http:\/\/cricca.disi.unitn.it\/montresor\/?page_id=1378"},"modified":"2018-08-01T21:07:30","modified_gmt":"2018-08-01T21:07:30","slug":"distributed-optimization","status":"publish","type":"page","link":"http:\/\/cricca.disi.unitn.it\/montresor\/research\/topics\/distributed-optimization\/","title":{"rendered":"Distributed optimization"},"content":{"rendered":"

<\/a>Distributed optimization<\/h4>\n

Scientists wor\u00adking in the area of distri\u00adbu\u00adted func\u00adtion opti\u00admi\u00adza\u00adtion have to deal with a huge varie\u00adty of opti\u00admi\u00adza\u00adtion tech\u00adni\u00adques and algo\u00adri\u00adthms. Most of the exi\u00adsting research in this domain make use of tightly-cou\u00adpled systems that either have strict syn\u00adchro\u00adni\u00adza\u00adtion requi\u00adre\u00admen\u00adts or com\u00adple\u00adte\u00adly rely on a cen\u00adtral ser\u00adver, which coor\u00addi\u00adna\u00adtes the work of clien\u00adts and acts as a sta\u00adte repo\u00adsi\u00adto\u00adry. The pos\u00adsi\u00adbi\u00adli\u00adty of per\u00adfor\u00adming such opti\u00admi\u00adza\u00adtion tasks in a P2P<\/span> decen\u00adtra\u00adli\u00adzed net\u00adwork of sol\u00advers has been inve\u00adsti\u00adga\u00adted and explo\u00adred, obtai\u00adning qui\u00adte pro\u00admi\u00adsing results.<\/p>\n

Marco Biazzini, a for\u00admer Ph.D. stu\u00addent of mine, desi\u00adgned and deve\u00adlo\u00adped P2Poem, a \u2018P2P<\/span> Optimization Epidemic Middleware\u2019 that aims to brid\u00adge the gap bet\u00adween the issues rela\u00adted to the desi\u00adgn and deploy\u00adment of lar\u00adge-sca\u00adle P2P<\/span> systems and the need to easi\u00adly deploy and exe\u00adcu\u00adte opti\u00admi\u00adza\u00adtion tasks in such a distri\u00adbu\u00adted envi\u00adron\u00adment. His work has been publi\u00adshed in seve\u00adral con\u00adfe\u00adren\u00adces [IPDPS08<\/span><\/a>] [GECCO09<\/span><\/a>] [AEC09<\/span><\/a>] [ICPADS10<\/span><\/a>] and sum\u00adma\u00adri\u00adzed in a jour\u00adnal paper [PPNA13<\/span><\/a>].<\/p>\n

\n

[IPDPS08<\/span>]   <\/span><\/span><\/a>Marco Biazzini, Alberto Montresor, and Mauro Brunato. Towards a decen\u00adtra\u00adli\u00adzed archi\u00adtec\u00adtu\u00adre for opti\u00admi\u00adza\u00adtion. In Proc. of the 22nd IEEE<\/span><\/span> Int. Parallel and Distributed Processing Symposium (IPDPS<\/span>\u201908)<\/span>. IEEE<\/span>, Miami, FL<\/span>, USA<\/span>, April 2008. [PDF<\/span>]<\/a>, [Bibtex]<\/a>.<\/p>\n

[GECCO09<\/span>]   <\/span><\/span><\/a>Marco Biazzini, Bal\u00e1zs B\u00e1nhelyi, Alberto Montresor, and M\u00e1rk Jelasity. Distributed hyper-heu\u00adri\u00adstics for real para\u00adme\u00adter opti\u00admi\u00adza\u00adtion. In Proc. of the 11th Genetic and Evolutionary Computation Conference<\/span> (GECCO<\/span>\u201909)<\/span>, pages 1339\u20131346. ACM<\/span>, Montreal, Qu\u00e9bec, Canada, July 2009. ISBN<\/span> 978\u20131\u201360558\u2013325\u20139. [PDF<\/span>]<\/a>, [Bibtex]<\/a>.<\/p>\n

[AEC09<\/span>] Bal\u00e1zs B\u00e1nhelyi, Marco Biazzini, Alberto Montresor, and M\u00e1rk Jelasity. Peer-to-peer opti\u00admi\u00adza\u00adtion in lar\u00adge unre\u00adlia\u00adble net\u00adworks with branch-and-bound and par\u00adti\u00adcle swarms. In Applications of Evolutionary Computing, Lecture Notes in Computer Science, pages 87\u201392. Springer, July 2009. An exten\u00added ver\u00adsion of the paper can be found here <\/a>. [PDF<\/span>]<\/a>, [Bibtex]<\/a>.<\/p>\n

[ICPADS10<\/span>]   <\/span><\/span><\/a>Marco Biazzini and Alberto Montresor. Gossiping dif\u00adfe\u00adren\u00adtial evo\u00adlu\u00adtion: a decen\u00adtra\u00adli\u00adzed heu\u00adri\u00adstic for func\u00adtion opti\u00admi\u00adza\u00adtion in p2p net\u00adworks. In Proc. of the 16th Int. Conference on Parallel and Distributed<\/span> Systems (ICPADS<\/span>\u201910)<\/span>. IEEE<\/span>, December 2010. [PDF<\/span>]<\/a>, [Bibtex]<\/a>.<\/p>\n

[PPNA13<\/span>]   <\/span><\/span>Marco Biazzini and Alberto Montresor. P2POEM<\/span>: Function opti\u00admi\u00adza\u00adtion in P2P<\/span> net\u00adworks. Peer-to-Peer Networking and Application<\/span>, 6(2):213\u2013232, 2013. [PDF<\/span>]<\/a>, [Bibtex]<\/a>.<\/p>\n

<\/h4>\n","protected":false},"excerpt":{"rendered":"

Distributed opti\u00admi\u00adza\u00adtion Scientists wor\u00adking in the area of distri\u00adbu\u00adted func\u00adtion opti\u00admi\u00adza\u00adtion have to deal with a huge varie\u00adty of opti\u00admi\u00adza\u00adtion tech\u00adni\u00adques and algo\u00adri\u00adthms. Most of the exi\u00adsting research in this domain make use of tightly-cou\u00ad\u00adpled systems that either have strict syn\u00adchro\u00adni\u00adza\u00adtion requi\u00adre\u00admen\u00adts or com\u00adple\u00adte\u00adly rely on a cen\u00adtral ser\u00adver, which coor\u00addi\u00adna\u00adtes the work of clients [\u2026]<\/p>\n","protected":false},"author":1,"featured_media":0,"parent":1394,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"","meta":{"wp_typography_post_enhancements_disabled":false,"footnotes":""},"class_list":["post-1378","page","type-page","status-publish","hentry","post"],"_links":{"self":[{"href":"http:\/\/cricca.disi.unitn.it\/montresor\/wp-json\/wp\/v2\/pages\/1378","targetHints":{"allow":["GET"]}}],"collection":[{"href":"http:\/\/cricca.disi.unitn.it\/montresor\/wp-json\/wp\/v2\/pages"}],"about":[{"href":"http:\/\/cricca.disi.unitn.it\/montresor\/wp-json\/wp\/v2\/types\/page"}],"author":[{"embeddable":true,"href":"http:\/\/cricca.disi.unitn.it\/montresor\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"http:\/\/cricca.disi.unitn.it\/montresor\/wp-json\/wp\/v2\/comments?post=1378"}],"version-history":[{"count":5,"href":"http:\/\/cricca.disi.unitn.it\/montresor\/wp-json\/wp\/v2\/pages\/1378\/revisions"}],"predecessor-version":[{"id":1443,"href":"http:\/\/cricca.disi.unitn.it\/montresor\/wp-json\/wp\/v2\/pages\/1378\/revisions\/1443"}],"up":[{"embeddable":true,"href":"http:\/\/cricca.disi.unitn.it\/montresor\/wp-json\/wp\/v2\/pages\/1394"}],"wp:attachment":[{"href":"http:\/\/cricca.disi.unitn.it\/montresor\/wp-json\/wp\/v2\/media?parent=1378"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}