{"id":"https://openalex.org/W2168279140","doi":"https://doi.org/10.1109/sahcn.2009.5168952","title":"On The Accuracy of TCP Throughput Prediction for Opportunistic Wireless Networks","display_name":"On The Accuracy of TCP Throughput Prediction for Opportunistic Wireless Networks","publication_year":2009,"publication_date":"2009-06-01","ids":{"openalex":"https://openalex.org/W2168279140","doi":"https://doi.org/10.1109/sahcn.2009.5168952","mag":"2168279140"},"language":"en","primary_location":{"id":"doi:10.1109/sahcn.2009.5168952","is_oa":false,"landing_page_url":"https://doi.org/10.1109/sahcn.2009.5168952","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2009 6th Annual IEEE Communications Society Conference on Sensor, Mesh and Ad Hoc Communications and Networks","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/A5008783327","display_name":"Mariyam Mirza","orcid":null},"institutions":[{"id":"https://openalex.org/I135310074","display_name":"University of Wisconsin\u2013Madison","ror":"https://ror.org/01y2jtd41","country_code":"US","type":"education","lineage":["https://openalex.org/I135310074"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"Mariyam Mirza","raw_affiliation_strings":["University of Wisconsin, Madison, USA"],"affiliations":[{"raw_affiliation_string":"University of Wisconsin, Madison, USA","institution_ids":["https://openalex.org/I135310074"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5027812931","display_name":"Kevin Springborn","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Kevin Springborn","raw_affiliation_strings":["Nemean Networks, USA"],"affiliations":[{"raw_affiliation_string":"Nemean Networks, USA","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5105422222","display_name":"Suman Banerjee","orcid":null},"institutions":[{"id":"https://openalex.org/I135310074","display_name":"University of Wisconsin\u2013Madison","ror":"https://ror.org/01y2jtd41","country_code":"US","type":"education","lineage":["https://openalex.org/I135310074"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Suman Banerjee","raw_affiliation_strings":["University of Wisconsin, Madison, USA"],"affiliations":[{"raw_affiliation_string":"University of Wisconsin, Madison, USA","institution_ids":["https://openalex.org/I135310074"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5043427561","display_name":"Paul Barford","orcid":"https://orcid.org/0000-0001-7874-1819"},"institutions":[{"id":"https://openalex.org/I135310074","display_name":"University of Wisconsin\u2013Madison","ror":"https://ror.org/01y2jtd41","country_code":"US","type":"education","lineage":["https://openalex.org/I135310074"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Paul Barford","raw_affiliation_strings":["University of Wisconsin, Madison, USA"],"affiliations":[{"raw_affiliation_string":"University of Wisconsin, Madison, USA","institution_ids":["https://openalex.org/I135310074"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5053269586","display_name":"Michael Blodgett","orcid":null},"institutions":[{"id":"https://openalex.org/I135310074","display_name":"University of Wisconsin\u2013Madison","ror":"https://ror.org/01y2jtd41","country_code":"US","type":"education","lineage":["https://openalex.org/I135310074"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Michael Blodgett","raw_affiliation_strings":["University of Wisconsin, Madison, USA"],"affiliations":[{"raw_affiliation_string":"University of Wisconsin, Madison, USA","institution_ids":["https://openalex.org/I135310074"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5103428074","display_name":"Xiaojin Zhu","orcid":null},"institutions":[{"id":"https://openalex.org/I135310074","display_name":"University of Wisconsin\u2013Madison","ror":"https://ror.org/01y2jtd41","country_code":"US","type":"education","lineage":["https://openalex.org/I135310074"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Xiaojin Zhu","raw_affiliation_strings":["University of Wisconsin, Madison, USA"],"affiliations":[{"raw_affiliation_string":"University of Wisconsin, Madison, USA","institution_ids":["https://openalex.org/I135310074"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5008783327"],"corresponding_institution_ids":["https://openalex.org/I135310074"],"apc_list":null,"apc_paid":null,"fwci":0.7251,"has_fulltext":false,"cited_by_count":15,"citation_normalized_percentile":{"value":0.76752335,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":97},"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"9"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11158","display_name":"Wireless Networks and Protocols","score":0.9998999834060669,"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/T11158","display_name":"Wireless Networks and Protocols","score":0.9998999834060669,"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/T11896","display_name":"Opportunistic and Delay-Tolerant Networks","score":0.9994999766349792,"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/T10246","display_name":"Mobile Ad Hoc Networks","score":0.9988999962806702,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/throughput","display_name":"Throughput","score":0.795056939125061},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7548437118530273},{"id":"https://openalex.org/keywords/computer-network","display_name":"Computer network","score":0.6888710260391235},{"id":"https://openalex.org/keywords/wireless-network","display_name":"Wireless network","score":0.6368770599365234},{"id":"https://openalex.org/keywords/wireless","display_name":"Wireless","score":0.5149827599525452},{"id":"https://openalex.org/keywords/distributed-computing","display_name":"Distributed computing","score":0.35781997442245483},{"id":"https://openalex.org/keywords/telecommunications","display_name":"Telecommunications","score":0.1686084270477295}],"concepts":[{"id":"https://openalex.org/C157764524","wikidata":"https://www.wikidata.org/wiki/Q1383412","display_name":"Throughput","level":3,"score":0.795056939125061},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7548437118530273},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.6888710260391235},{"id":"https://openalex.org/C108037233","wikidata":"https://www.wikidata.org/wiki/Q11375","display_name":"Wireless network","level":3,"score":0.6368770599365234},{"id":"https://openalex.org/C555944384","wikidata":"https://www.wikidata.org/wiki/Q249","display_name":"Wireless","level":2,"score":0.5149827599525452},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.35781997442245483},{"id":"https://openalex.org/C76155785","wikidata":"https://www.wikidata.org/wiki/Q418","display_name":"Telecommunications","level":1,"score":0.1686084270477295}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.1109/sahcn.2009.5168952","is_oa":false,"landing_page_url":"https://doi.org/10.1109/sahcn.2009.5168952","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2009 6th Annual IEEE Communications Society Conference on Sensor, Mesh and Ad Hoc Communications and Networks","raw_type":"proceedings-article"},{"id":"pmh:oai:CiteSeerX.psu:10.1.1.216.7607","is_oa":false,"landing_page_url":"http://citeseerx.ist.psu.edu/viewdoc/summary?doi=10.1.1.216.7607","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"http://www.cs.wisc.edu/~pb/secon09_final.pdf","raw_type":"text"},{"id":"pmh:oai:CiteSeerX.psu:10.1.1.470.6738","is_oa":false,"landing_page_url":"http://citeseerx.ist.psu.edu/viewdoc/summary?doi=10.1.1.470.6738","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"http://pages.cs.wisc.edu/~mirza/mirza_secon_2009.pdf","raw_type":"text"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[{"id":"https://openalex.org/F4320306076","display_name":"National Science Foundation","ror":"https://ror.org/021nxhr62"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":40,"referenced_works":["https://openalex.org/W1576520375","https://openalex.org/W1964357740","https://openalex.org/W1990920914","https://openalex.org/W2069291311","https://openalex.org/W2084625525","https://openalex.org/W2086976333","https://openalex.org/W2092628631","https://openalex.org/W2100662739","https://openalex.org/W2102310580","https://openalex.org/W2106453017","https://openalex.org/W2106869861","https://openalex.org/W2107401636","https://openalex.org/W2114785657","https://openalex.org/W2114948027","https://openalex.org/W2121634489","https://openalex.org/W2124478678","https://openalex.org/W2134925509","https://openalex.org/W2137775453","https://openalex.org/W2138543759","https://openalex.org/W2139264886","https://openalex.org/W2139954814","https://openalex.org/W2140490525","https://openalex.org/W2141299790","https://openalex.org/W2141405301","https://openalex.org/W2148559060","https://openalex.org/W2158650565","https://openalex.org/W2161630099","https://openalex.org/W2162598825","https://openalex.org/W2164837776","https://openalex.org/W2166625972","https://openalex.org/W2170547076","https://openalex.org/W2435603672","https://openalex.org/W3119651796","https://openalex.org/W3137555277","https://openalex.org/W4240825819","https://openalex.org/W4243641201","https://openalex.org/W6634442568","https://openalex.org/W6679831557","https://openalex.org/W6680723946","https://openalex.org/W6681013925"],"related_works":["https://openalex.org/W2136583354","https://openalex.org/W2111238207","https://openalex.org/W2760721665","https://openalex.org/W2107954672","https://openalex.org/W330130819","https://openalex.org/W2288610023","https://openalex.org/W2112044895","https://openalex.org/W3121416282","https://openalex.org/W2281389338","https://openalex.org/W2037453743"],"abstract_inverted_index":{"The":[0,121,172],"increasing":[1],"density":[2],"of":[3,16,25,46,54,131,190,196,198,239],"WiFi":[4],"access":[5,35],"points":[6],"(APs)":[7],"in":[8,80,88,125],"metropolitan":[9],"areas":[10],"is":[11,70,104,108,179],"enabling":[12],"an":[13],"opportunistic":[14,51,55],"model":[15,76],"wireless":[17,29,77],"networking,":[18],"whereby":[19],"a":[20,194],"\"guest\"":[21],"user":[22],"within":[23,193],"range":[24],"one":[26],"or":[27,97,142,146],"more":[28],"APs":[30],"can":[31,57,115,217],"gain":[32],"temporary":[33],"Internet":[34],"through":[36],"these":[37],"APs.":[38],"In":[39],"this":[40,214],"paper,":[41],"we":[42],"address":[43],"the":[44,83,89,118],"problem":[45],"TCP":[47],"throughput":[48,79,113,151],"prediction":[49,173],"for":[50,181,210,223],"networks.":[52],"Applications":[53],"networking":[56],"benefit":[58],"from":[59,72],"such":[60],"predictions":[61,114,191,207],"by":[62,101,220],"adapting":[63],"to":[64,75,109,166,188],"prevailing":[65],"network":[66,78,95],"conditions.":[67],"Our":[68,106],"approach":[69],"different":[71],"prior":[73],"efforts":[74],"that":[81,139,175,186,206],"only":[82],"two":[84,197],"communicating":[85],"endpoints":[86],"participate":[87],"prediction,":[90],"and":[91,134,137,158,229],"no":[92],"information":[93],"about":[94],"topology":[96],"traffic":[98],"loads":[99],"generated":[100],"interfering":[102],"sources":[103],"required.":[105],"goal":[107],"understand":[110],"how":[111],"accurate":[112],"be":[116,218],"under":[117],"above":[119],"assumptions.":[120],"physical":[122],"environment":[123],"considered":[124],"our":[126,176],"study":[127],"includes":[128],"varying":[129],"degrees":[130],"interference,":[132],"indoor":[133],"outdoor":[135],"networks,":[136],"nodes":[138,234],"are":[140,164,192,208,235],"stationary":[141],"moving":[143],"at":[144,237],"walking":[145],"driving":[147,236],"speeds.":[148],"We":[149,184],"use":[150],"predictors":[152],"based":[153],"on":[154,203],"time":[155],"series":[156],"analysis":[157],"machine":[159],"learning":[160],"techniques,":[161],"as":[162,224,226],"they":[163],"well-suited":[165],"predicting":[167],"phenomena":[168],"with":[169],"unknown":[170],"variables.":[171],"accuracy":[174,204],"methods":[177],"yield":[178],"cause":[180],"cautious":[182],"optimism.":[183],"find":[185],"80%":[187],"100%":[189],"factor":[195],"actual":[199],"throughput.":[200],"This":[201],"bound":[202,215],"means":[205],"useful":[209],"certain":[211],"applications,":[212],"because":[213],"(a)":[216],"achieved":[219],"measurements":[221],"lasting":[222],"little":[225],"0.3":[227],"seconds,":[228],"(b)":[230],"holds":[231],"even":[232],"when":[233],"speeds":[238],"15-25":[240],"mph.":[241]},"counts_by_year":[{"year":2022,"cited_by_count":1},{"year":2021,"cited_by_count":1},{"year":2020,"cited_by_count":3},{"year":2019,"cited_by_count":2},{"year":2018,"cited_by_count":1},{"year":2016,"cited_by_count":2},{"year":2015,"cited_by_count":2},{"year":2014,"cited_by_count":1}],"updated_date":"2026-04-05T17:49:38.594831","created_date":"2025-10-10T00:00:00"}