{"id":"https://openalex.org/W2085271210","doi":"https://doi.org/10.1109/comsnets.2015.7098684","title":"Link pattern prediction in opportunistic networks with kernel regression","display_name":"Link pattern prediction in opportunistic networks with kernel regression","publication_year":2015,"publication_date":"2015-01-01","ids":{"openalex":"https://openalex.org/W2085271210","doi":"https://doi.org/10.1109/comsnets.2015.7098684","mag":"2085271210"},"language":"en","primary_location":{"id":"doi:10.1109/comsnets.2015.7098684","is_oa":false,"landing_page_url":"https://doi.org/10.1109/comsnets.2015.7098684","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2015 7th International Conference on Communication Systems and Networks (COMSNETS)","raw_type":"proceedings-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":false,"oa_status":"closed","oa_url":null,"any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5006464250","display_name":"Di Huang","orcid":"https://orcid.org/0000-0001-5059-1185"},"institutions":[{"id":"https://openalex.org/I200769079","display_name":"Hong Kong University of Science and Technology","ror":"https://ror.org/00q4vv597","country_code":"HK","type":"education","lineage":["https://openalex.org/I200769079"]}],"countries":["HK"],"is_corresponding":false,"raw_author_name":"Di Huang","raw_affiliation_strings":["The Hong Kong University of Science and Technology, Hong Kong",", The Hong Kong University of Science and Technology, Hong Kong"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"The Hong Kong University of Science and Technology, Hong Kong","institution_ids":["https://openalex.org/I200769079"]},{"raw_affiliation_string":", The Hong Kong University of Science and Technology, Hong Kong","institution_ids":["https://openalex.org/I200769079"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5102748712","display_name":"Sanfeng Zhang","orcid":"https://orcid.org/0000-0001-6626-0487"},"institutions":[{"id":"https://openalex.org/I1327237609","display_name":"Ministry of Education of the People's Republic of China","ror":"https://ror.org/01mv9t934","country_code":"CN","type":"government","lineage":["https://openalex.org/I1327237609","https://openalex.org/I4210127390"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Sanfeng Zhang","raw_affiliation_strings":["Ministry of Education, Southeast University","Key Laboratory of Computer Networks and Informatin Integration (Southeast University) Ministry of Education, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Ministry of Education, Southeast University","institution_ids":[]},{"raw_affiliation_string":"Key Laboratory of Computer Networks and Informatin Integration (Southeast University) Ministry of Education, China","institution_ids":["https://openalex.org/I1327237609"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5029925982","display_name":"Pan Hui","orcid":"https://orcid.org/0000-0002-0848-2599"},"institutions":[{"id":"https://openalex.org/I200769079","display_name":"Hong Kong University of Science and Technology","ror":"https://ror.org/00q4vv597","country_code":"HK","type":"education","lineage":["https://openalex.org/I200769079"]}],"countries":["HK"],"is_corresponding":false,"raw_author_name":"Pan Hui","raw_affiliation_strings":["The Hong Kong University of Science and Technology, Hong Kong",", The Hong Kong University of Science and Technology, Hong Kong"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"The Hong Kong University of Science and Technology, Hong Kong","institution_ids":["https://openalex.org/I200769079"]},{"raw_affiliation_string":", The Hong Kong University of Science and Technology, Hong Kong","institution_ids":["https://openalex.org/I200769079"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5100382815","display_name":"Chen Zhou","orcid":"https://orcid.org/0000-0002-0431-6024"},"institutions":[{"id":"https://openalex.org/I1327237609","display_name":"Ministry of Education of the People's Republic of China","ror":"https://ror.org/01mv9t934","country_code":"CN","type":"government","lineage":["https://openalex.org/I1327237609","https://openalex.org/I4210127390"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zhou Chen","raw_affiliation_strings":["Ministry of Education, Southeast University","Key Laboratory of Computer Networks and Informatin Integration (Southeast University) Ministry of Education, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Ministry of Education, Southeast University","institution_ids":[]},{"raw_affiliation_string":"Key Laboratory of Computer Networks and Informatin Integration (Southeast University) Ministry of Education, China","institution_ids":["https://openalex.org/I1327237609"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":4,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":1.052,"has_fulltext":false,"cited_by_count":6,"citation_normalized_percentile":{"value":0.80639497,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":96},"biblio":{"volume":"383","issue":null,"first_page":"1","last_page":"8"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11896","display_name":"Opportunistic and Delay-Tolerant Networks","score":1.0,"subfield":{"id":"https://openalex.org/subfields/1705","display_name":"Computer Networks and Communications"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T11896","display_name":"Opportunistic and Delay-Tolerant Networks","score":1.0,"subfield":{"id":"https://openalex.org/subfields/1705","display_name":"Computer Networks and Communications"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T11478","display_name":"Caching and Content Delivery","score":0.994700014591217,"subfield":{"id":"https://openalex.org/subfields/1705","display_name":"Computer Networks and Communications"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T13194","display_name":"ICT in Developing Communities","score":0.9851999878883362,"subfield":{"id":"https://openalex.org/subfields/1710","display_name":"Information Systems"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.8184853196144104},{"id":"https://openalex.org/keywords/reachability","display_name":"Reachability","score":0.560571014881134},{"id":"https://openalex.org/keywords/network-packet","display_name":"Network packet","score":0.5250313878059387},{"id":"https://openalex.org/keywords/kernel","display_name":"Kernel (algebra)","score":0.5104547739028931},{"id":"https://openalex.org/keywords/computer-network","display_name":"Computer network","score":0.49627238512039185},{"id":"https://openalex.org/keywords/routing","display_name":"Routing (electronic design automation)","score":0.4242824614048004},{"id":"https://openalex.org/keywords/distributed-computing","display_name":"Distributed computing","score":0.383223295211792},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.12905922532081604}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8184853196144104},{"id":"https://openalex.org/C136643341","wikidata":"https://www.wikidata.org/wiki/Q1361526","display_name":"Reachability","level":2,"score":0.560571014881134},{"id":"https://openalex.org/C158379750","wikidata":"https://www.wikidata.org/wiki/Q214111","display_name":"Network packet","level":2,"score":0.5250313878059387},{"id":"https://openalex.org/C74193536","wikidata":"https://www.wikidata.org/wiki/Q574844","display_name":"Kernel (algebra)","level":2,"score":0.5104547739028931},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.49627238512039185},{"id":"https://openalex.org/C74172769","wikidata":"https://www.wikidata.org/wiki/Q1446839","display_name":"Routing (electronic design automation)","level":2,"score":0.4242824614048004},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.383223295211792},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.12905922532081604},{"id":"https://openalex.org/C114614502","wikidata":"https://www.wikidata.org/wiki/Q76592","display_name":"Combinatorics","level":1,"score":0.0},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/comsnets.2015.7098684","is_oa":false,"landing_page_url":"https://doi.org/10.1109/comsnets.2015.7098684","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2015 7th International Conference on Communication Systems and Networks (COMSNETS)","raw_type":"proceedings-article"},{"id":"pmh:oai:repository.hkust.edu.hk:1783.1-71363","is_oa":false,"landing_page_url":"http://lbdiscover.ust.hk/uresolver?url_ver=Z39.88-2004&rft_val_fmt=info:ofi/fmt:kev:mtx:journal&rfr_id=info:sid/HKUST:SPI&rft.genre=article&rft.issn=2155-2487&rft.volume=&rft.issue=&rft.date=2015&rft.spage=&rft.aulast=Huang&rft.aufirst=&rft.atitle=Link%20Pattern%20Prediction%20in%20Opportunistic%20Networks%20with%20Kernel%20Regression&rft.title=2015%207th%20International%20Conference%20on%20Communication%20Systems%20and%20Networks%20(COMSNETS%202015)%3A%20Proceedings","pdf_url":null,"source":{"id":"https://openalex.org/S4306401796","display_name":"Rare & Special e-Zone (The Hong Kong University of Science and Technology)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I200769079","host_organization_name":"Hong Kong University of Science and Technology","host_organization_lineage":["https://openalex.org/I200769079"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"Conference paper"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":35,"referenced_works":["https://openalex.org/W78024371","https://openalex.org/W1966518282","https://openalex.org/W1971713783","https://openalex.org/W1979104937","https://openalex.org/W1994321911","https://openalex.org/W1995341435","https://openalex.org/W2002169759","https://openalex.org/W2005528339","https://openalex.org/W2007444087","https://openalex.org/W2010634640","https://openalex.org/W2037933327","https://openalex.org/W2039157284","https://openalex.org/W2044670660","https://openalex.org/W2065260679","https://openalex.org/W2068273572","https://openalex.org/W2083454089","https://openalex.org/W2086469521","https://openalex.org/W2096789431","https://openalex.org/W2110724311","https://openalex.org/W2125957038","https://openalex.org/W2140964069","https://openalex.org/W2142522527","https://openalex.org/W2144269471","https://openalex.org/W2145636261","https://openalex.org/W2148899275","https://openalex.org/W2163288162","https://openalex.org/W2167718801","https://openalex.org/W2169090952","https://openalex.org/W2213533165","https://openalex.org/W2768375068","https://openalex.org/W2797602122","https://openalex.org/W4232932184","https://openalex.org/W6603186900","https://openalex.org/W6681490161","https://openalex.org/W6688285680"],"related_works":["https://openalex.org/W2127267268","https://openalex.org/W2136512912","https://openalex.org/W2067910792","https://openalex.org/W2156446763","https://openalex.org/W2150194458","https://openalex.org/W2143461633","https://openalex.org/W4321471459","https://openalex.org/W2889071233","https://openalex.org/W2380814829","https://openalex.org/W2387511021"],"abstract_inverted_index":{"Opportunistic":[0],"networks":[1],"(OppNets)":[2],"have":[3,60],"emerged":[4],"as":[5],"prospective":[6,181],"network":[7,121],"architecture":[8,174],"due":[9],"to":[10,46,61,93,149,184],"the":[11,22,87,120,133,169],"popularization":[12],"of":[13,40,67,89,135],"mobile":[14,95],"devices":[15],"and":[16,48,63,75,158,178],"little":[17,38],"monetary":[18],"cost.":[19],"Routing":[20],"is":[21,37],"major":[23],"concern":[24],"in":[25,35],"designing":[26],"OppNets.":[27],"The":[28],"main":[29],"obstacle":[30],"for":[31,108,175],"routing":[32],"protocol":[33],"design":[34],"OppNets":[36,59,79,182],"knowledge":[39],"future":[41,90],"link":[42,91,109,136],"patterns,":[43],"which":[44,70],"leads":[45],"blind":[47],"unpredictable":[49],"packet":[50,56],"forwarding":[51],"behavior.":[52],"To":[53,81],"achieve":[54],"better":[55],"delivery":[57],"rate,":[58],"retain":[62],"deliver":[64],"multiple":[65],"copies":[66],"a":[68,77],"message,":[69],"consumes":[71],"more":[72,164],"devices'":[73],"energy":[74],"causes":[76],"lackluster":[78],"service.":[80],"this":[82,98],"end,":[83,170],"we":[84,100,124,171],"aim":[85],"at":[86],"prediction":[88,146,157,162],"patterns":[92],"explore":[94],"connectivity.":[96],"In":[97,168],"paper,":[99],"propose":[101,172],"PreKR-the":[102],"kernel":[103,130],"regression":[104,131],"based":[105],"estimation":[106],"framework":[107],"pattern":[110],"prediction.":[111],"We":[112,151],"initially":[113],"extract":[114],"best":[115],"features":[116,128],"that":[117,141,154],"can":[118],"represent":[119],"evolution.":[122],"Then":[123],"models":[125],"historical":[126],"structural":[127],"by":[129],"with":[132],"output":[134],"probability.":[137],"Experimental":[138],"results":[139],"show":[140,185],"our":[142],"method":[143],"outperforms":[144],"state-of-the-art":[145],"methods":[147],"up":[148],"25%.":[150],"also":[152],"find":[153],"both":[155],"reachability":[156],"high":[159],"degree":[160],"nodes":[161],"reach":[163],"than":[165],"90%":[166],"accuracy.":[167],"heterogeneous":[173],"PreKR":[176,187],"deployment":[177],"investigate":[179],"two":[180],"applications":[183],"how":[186],"improve":[188],"system":[189],"performance.":[190]},"counts_by_year":[{"year":2021,"cited_by_count":1},{"year":2019,"cited_by_count":2},{"year":2017,"cited_by_count":1},{"year":2016,"cited_by_count":1},{"year":2015,"cited_by_count":1}],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2025-10-10T00:00:00"}