{"id":"https://openalex.org/W2134777102","doi":"https://doi.org/10.1145/2694859.2694865","title":"Novel clustering and analysis techniques for mining spatio-temporal data","display_name":"Novel clustering and analysis techniques for mining spatio-temporal data","publication_year":2014,"publication_date":"2014-11-04","ids":{"openalex":"https://openalex.org/W2134777102","doi":"https://doi.org/10.1145/2694859.2694865","mag":"2134777102"},"language":"en","primary_location":{"id":"doi:10.1145/2694859.2694865","is_oa":false,"landing_page_url":"https://doi.org/10.1145/2694859.2694865","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 1st ACM SIGSPATIAL PhD Workshop","raw_type":"proceedings-article"},"type":"conference-paper","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/A5100326125","display_name":"Yongli Zhang","orcid":"https://orcid.org/0000-0001-9574-515X"},"institutions":[{"id":"https://openalex.org/I44461941","display_name":"University of Houston","ror":"https://ror.org/048sx0r50","country_code":"US","type":"education","lineage":["https://openalex.org/I44461941"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Yongli Zhang","raw_affiliation_strings":["University of Houston, Houston, Texas","Univ. of Houston, Houston, Texas#TAB#"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Houston, Houston, Texas","institution_ids":["https://openalex.org/I44461941"]},{"raw_affiliation_string":"Univ. of Houston, Houston, Texas#TAB#","institution_ids":["https://openalex.org/I44461941"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5056584154","display_name":"Christoph F. Eick","orcid":"https://orcid.org/0000-0002-6798-103X"},"institutions":[{"id":"https://openalex.org/I44461941","display_name":"University of Houston","ror":"https://ror.org/048sx0r50","country_code":"US","type":"education","lineage":["https://openalex.org/I44461941"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Christoph F. Eick","raw_affiliation_strings":["University of Houston, Houston, Texas","Univ. of Houston, Houston, Texas#TAB#"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Houston, Houston, Texas","institution_ids":["https://openalex.org/I44461941"]},{"raw_affiliation_string":"Univ. of Houston, Houston, Texas#TAB#","institution_ids":["https://openalex.org/I44461941"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I44461941"],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":false,"cited_by_count":3,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"5"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11819","display_name":"Data-Driven Disease Surveillance","score":0.9969000220298767,"subfield":{"id":"https://openalex.org/subfields/2713","display_name":"Epidemiology"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}},"topics":[{"id":"https://openalex.org/T11819","display_name":"Data-Driven Disease Surveillance","score":0.9969000220298767,"subfield":{"id":"https://openalex.org/subfields/2713","display_name":"Epidemiology"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}},{"id":"https://openalex.org/T11980","display_name":"Human Mobility and Location-Based Analysis","score":0.9944999814033508,"subfield":{"id":"https://openalex.org/subfields/3313","display_name":"Transportation"},"field":{"id":"https://openalex.org/fields/33","display_name":"Social Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T11106","display_name":"Data Management and Algorithms","score":0.9900000095367432,"subfield":{"id":"https://openalex.org/subfields/1711","display_name":"Signal Processing"},"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/cluster-analysis","display_name":"Cluster analysis","score":0.8462048768997192},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7270208597183228},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.6101365685462952},{"id":"https://openalex.org/keywords/domain","display_name":"Domain (mathematical analysis)","score":0.5169962644577026},{"id":"https://openalex.org/keywords/temporal-database","display_name":"Temporal database","score":0.4461958706378937},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.334636390209198},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.29487287998199463}],"concepts":[{"id":"https://openalex.org/C73555534","wikidata":"https://www.wikidata.org/wiki/Q622825","display_name":"Cluster analysis","level":2,"score":0.8462048768997192},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7270208597183228},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.6101365685462952},{"id":"https://openalex.org/C36503486","wikidata":"https://www.wikidata.org/wiki/Q11235244","display_name":"Domain (mathematical analysis)","level":2,"score":0.5169962644577026},{"id":"https://openalex.org/C77277458","wikidata":"https://www.wikidata.org/wiki/Q1969246","display_name":"Temporal database","level":2,"score":0.4461958706378937},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.334636390209198},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.29487287998199463},{"id":"https://openalex.org/C134306372","wikidata":"https://www.wikidata.org/wiki/Q7754","display_name":"Mathematical analysis","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":1,"locations":[{"id":"doi:10.1145/2694859.2694865","is_oa":false,"landing_page_url":"https://doi.org/10.1145/2694859.2694865","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 1st ACM SIGSPATIAL PhD Workshop","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/13","score":0.6000000238418579,"display_name":"Climate action"}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":18,"referenced_works":["https://openalex.org/W80917968","https://openalex.org/W1762731526","https://openalex.org/W1821242282","https://openalex.org/W1971022913","https://openalex.org/W1977942363","https://openalex.org/W1993041190","https://openalex.org/W2002151188","https://openalex.org/W2003398197","https://openalex.org/W2003604830","https://openalex.org/W2023706795","https://openalex.org/W2023846135","https://openalex.org/W2027592990","https://openalex.org/W2047216628","https://openalex.org/W2060346657","https://openalex.org/W2068761245","https://openalex.org/W2093038664","https://openalex.org/W2151573792","https://openalex.org/W2401719835"],"related_works":["https://openalex.org/W2804364458","https://openalex.org/W4298130764","https://openalex.org/W2132641928","https://openalex.org/W4310225030","https://openalex.org/W2090259340","https://openalex.org/W2083665254","https://openalex.org/W2393816671","https://openalex.org/W2158836806","https://openalex.org/W1926736923","https://openalex.org/W2942177010"],"abstract_inverted_index":{"Due":[0],"to":[1,113,117,133],"the":[2,59,62,74,78,102,109,115,125,175,183],"advances":[3],"in":[4,50,154,166,174],"remote":[5],"sensing":[6],"and":[7,14,22,42,65,68,86,91,100,128,130,139,162],"sensor":[8],"networks,":[9],"different":[10],"types":[11],"of":[12,61,108,120],"dynamic":[13],"spatio-temporal":[15,52,83,157],"datasets":[16,27,142],"become":[17],"increasingly":[18],"available.":[19],"Extracting":[20],"spatial":[21,63],"temporal":[23,66],"patterns":[24],"from":[25],"such":[26,36],"is":[28,112],"very":[29],"important":[30],"as":[31,37],"it":[32],"has":[33],"many":[34],"applications,":[35],"understanding":[38],"climate":[39],"change,":[40],"geo-targeting,":[41],"environment":[43],"protection.":[44],"Traditional":[45],"clustering":[46,51,84,158],"techniques":[47,94],"are":[48],"inefficient":[49],"data":[53],"because":[54],"they":[55],"do":[56,69],"not":[57,70],"incorporate":[58],"idiosyncrasies":[60],"domain":[64],"domain,":[67],"consider":[71],"interactions":[72],"between":[73],"two":[75,156],"domains.":[76],"In":[77],"presented":[79],"dissertation":[80,110,185],"research,":[81],"novel":[82],"algorithms":[85,127,159],"frameworks":[87,129],"will":[88,95,143],"be":[89,96,144],"investigated,":[90],"post-processing":[92],"analysis":[93],"developed":[97],"which":[98,155],"visualize":[99],"characterize":[101],"obtained":[103],"clusters.":[104],"The":[105],"second":[106],"goal":[107],"research":[111],"apply":[114],"framework":[116],"challenging":[118],"problems":[119],"our":[121],"society":[122],"while":[123],"evaluating":[124],"proposed":[126],"making":[131],"contributions":[132],"their":[134],"solution.":[135],"Namely,":[136],"traffic":[137],"fatality":[138],"air":[140],"pollution":[141,172],"used":[145],"for":[146,182],"this":[147],"purpose.":[148],"We":[149],"also":[150],"present":[151],"preliminary":[152],"work":[153],"called":[160],"ST-SSN":[161],"ST-SEP-SSN":[163],"were":[164],"evaluated":[165],"a":[167,180],"case":[168],"study":[169],"involving":[170],"ozone":[171],"events":[173],"Houston-Galveston-Brazoria":[176],"(HGB)":[177],"area,":[178],"providing":[179],"motivation":[181],"planned":[184],"research.":[186]},"counts_by_year":[{"year":2018,"cited_by_count":1},{"year":2017,"cited_by_count":2}],"updated_date":"2026-07-14T23:27:15.235271","created_date":"2025-10-10T00:00:00"}