{"id":"https://openalex.org/W2602599182","doi":"https://doi.org/10.13016/m2cv6z","title":"A Probabilistic Approach to Modeling Socio-Behavioral Interactions","display_name":"A Probabilistic Approach to Modeling Socio-Behavioral Interactions","publication_year":2016,"publication_date":"2016-01-01","ids":{"openalex":"https://openalex.org/W2602599182","doi":"https://doi.org/10.13016/m2cv6z","mag":"2602599182"},"language":"en","primary_location":{"id":"pmh:oai:drum.lib.umd.edu:1903/18964","is_oa":false,"landing_page_url":"https://doi.org/10.13016/M2CV6Z","pdf_url":null,"source":{"id":"https://openalex.org/S4306401518","display_name":"University Libraries (University of Maryland)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I66946132","host_organization_name":"University of Maryland, College Park","host_organization_lineage":["https://openalex.org/I66946132"],"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":"Dissertation"},"type":"dissertation","indexed_in":["datacite"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://doi.org/10.13016/m2cv6z","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5101696376","display_name":"Arti Ramesh","orcid":"https://orcid.org/0000-0001-8840-8163"},"institutions":[],"countries":[],"is_corresponding":true,"raw_author_name":"Ramesh, Arti","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]}],"institutions":[],"countries_distinct_count":0,"institutions_distinct_count":0,"corresponding_author_ids":["https://openalex.org/A5101696376"],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":false,"cited_by_count":1,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11122","display_name":"Online Learning and Analytics","score":0.9995999932289124,"subfield":{"id":"https://openalex.org/subfields/1706","display_name":"Computer Science Applications"},"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/T11122","display_name":"Online Learning and Analytics","score":0.9995999932289124,"subfield":{"id":"https://openalex.org/subfields/1706","display_name":"Computer Science Applications"},"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/T12761","display_name":"Data Stream Mining Techniques","score":0.9761999845504761,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"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/T10664","display_name":"Sentiment Analysis and Opinion Mining","score":0.9757000207901001,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"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/personalization","display_name":"Personalization","score":0.61806321144104},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6119879484176636},{"id":"https://openalex.org/keywords/world-wide-web","display_name":"World Wide Web","score":0.41746699810028076},{"id":"https://openalex.org/keywords/the-internet","display_name":"The Internet","score":0.411074161529541},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.35294803977012634},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.3235170245170593}],"concepts":[{"id":"https://openalex.org/C183003079","wikidata":"https://www.wikidata.org/wiki/Q1000371","display_name":"Personalization","level":2,"score":0.61806321144104},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6119879484176636},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.41746699810028076},{"id":"https://openalex.org/C110875604","wikidata":"https://www.wikidata.org/wiki/Q75","display_name":"The Internet","level":2,"score":0.411074161529541},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.35294803977012634},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3235170245170593}],"mesh":[],"locations_count":3,"locations":[{"id":"pmh:oai:drum.lib.umd.edu:1903/18964","is_oa":false,"landing_page_url":"https://doi.org/10.13016/M2CV6Z","pdf_url":null,"source":{"id":"https://openalex.org/S4306401518","display_name":"University Libraries (University of Maryland)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I66946132","host_organization_name":"University of Maryland, College Park","host_organization_lineage":["https://openalex.org/I66946132"],"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":"Dissertation"},{"id":"mag:2602599182","is_oa":false,"landing_page_url":"https://drum.lib.umd.edu/handle/1903/18964","pdf_url":null,"source":null,"license":null,"license_id":null,"version":null,"is_accepted":false,"is_published":null,"raw_source_name":null,"raw_type":null},{"id":"doi:10.13016/m2cv6z","is_oa":true,"landing_page_url":"https://doi.org/10.13016/m2cv6z","pdf_url":null,"source":{"id":"https://openalex.org/S4306402644","display_name":"Digital Repository at the University of Maryland (University of Maryland College Park)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I66946132","host_organization_name":"University of Maryland, College Park","host_organization_lineage":["https://openalex.org/I66946132"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":null,"is_accepted":false,"is_published":null,"raw_source_name":null,"raw_type":"Collection"}],"best_oa_location":{"id":"doi:10.13016/m2cv6z","is_oa":true,"landing_page_url":"https://doi.org/10.13016/m2cv6z","pdf_url":null,"source":{"id":"https://openalex.org/S4306402644","display_name":"Digital Repository at the University of Maryland (University of Maryland College Park)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I66946132","host_organization_name":"University of Maryland, College Park","host_organization_lineage":["https://openalex.org/I66946132"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":null,"is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"Collection"},"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/4","display_name":"Quality Education","score":0.7300000190734863}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":40,"referenced_works":["https://openalex.org/W66373487","https://openalex.org/W92973652","https://openalex.org/W123317058","https://openalex.org/W582033733","https://openalex.org/W1511198016","https://openalex.org/W1597612134","https://openalex.org/W1860880244","https://openalex.org/W1880262756","https://openalex.org/W1964621773","https://openalex.org/W1977970897","https://openalex.org/W2012265254","https://openalex.org/W2017238344","https://openalex.org/W2037933327","https://openalex.org/W2044429219","https://openalex.org/W2045099409","https://openalex.org/W2089206393","https://openalex.org/W2096110600","https://openalex.org/W2101705355","https://openalex.org/W2107107106","https://openalex.org/W2108420397","https://openalex.org/W2113786470","https://openalex.org/W2123751690","https://openalex.org/W2128507180","https://openalex.org/W2129604374","https://openalex.org/W2131148439","https://openalex.org/W2132772540","https://openalex.org/W2142972908","https://openalex.org/W2143017621","https://openalex.org/W2145912399","https://openalex.org/W2146591355","https://openalex.org/W2162723805","https://openalex.org/W2167214196","https://openalex.org/W2250301877","https://openalex.org/W2289549408","https://openalex.org/W2303415673","https://openalex.org/W2399803916","https://openalex.org/W2546986214","https://openalex.org/W2951364397","https://openalex.org/W2953320089","https://openalex.org/W2963527058"],"related_works":["https://openalex.org/W2273819833","https://openalex.org/W159883877","https://openalex.org/W2336869495","https://openalex.org/W2610439740","https://openalex.org/W3122962492","https://openalex.org/W2903313674","https://openalex.org/W2538950711","https://openalex.org/W2128899929","https://openalex.org/W2405817496","https://openalex.org/W3011780853","https://openalex.org/W2295847541","https://openalex.org/W2885465192","https://openalex.org/W1409829860","https://openalex.org/W2337999280","https://openalex.org/W2747361333","https://openalex.org/W3211743058","https://openalex.org/W3162901026","https://openalex.org/W3011674132","https://openalex.org/W2592635333","https://openalex.org/W2168579059"],"abstract_inverted_index":{"In":[0,59,148,233],"our":[1],"ever-increasingly":[2],"connected":[3],"world,":[4],"it":[5],"is":[6],"essential":[7],"to":[8,99,216,243,271],"build":[9],"computational":[10,47],"models":[11,48,137,161,266],"that":[12,227],"represent,":[13],"reason,":[14],"and":[15,32,51,66,79,92,95,106,124,145,174,191,199,220,288],"model":[16,63,244,257],"the":[17,149,214,230,234,253,261],"underlying":[18],"characteristics":[19],"of":[20,135,152,159,203,208,237,255,276],"real-world":[21,279],"networks.":[22,82,250],"Data":[23],"generated":[24],"from":[25,85,121],"these":[26,86],"networks":[27,280],"are":[28],"often":[29],"heterogeneous,":[30,55],"interlinked,":[31],"exhibit":[33],"rich":[34,90],"multi-relational":[35,245],"graph":[36,57],"structures":[37],"having":[38],"unobserved":[39],"latent":[40],"characteristics.":[41],"My":[42,128,265],"work":[43],"focuses":[44],"on":[45,260],"building":[46],"for":[49,104,138,162],"representing":[50],"reasoning":[52],"about":[53],"rich,":[54],"interlinked":[56],"data.":[58,147],"my":[60],"research,":[61],"I":[62,155,240,251],"socio-behavioral":[64],"interactions":[65,141],"predict":[67],"user":[68,108,283,285],"behavior":[69],"patterns":[70],"in":[71,205,225,247,278],"two":[72],"important":[73],"online":[74,77,80,126,163,209,248],"interaction":[75,87,93],"platforms:":[76],"courses":[78,164],"professional":[81,249,262],"Structured":[83],"data":[84,111],"platforms":[88],"contain":[89],"behavioral":[91],"data,":[94,115],"provide":[96],"an":[97],"opportunity":[98],"design":[100],"machine":[101],"learning":[102],"methods":[103,212,242],"understanding":[105],"interpreting":[107],"behavior.":[109],"The":[110],"also":[112],"contains":[113],"unstructured":[114,146],"such":[116],"as":[117],"natural":[118],"language":[119],"text":[120],"forum":[122],"posts":[123],"other":[125],"discussions.":[127],"research":[129],"aims":[130],"at":[131],"constructing":[132],"a":[133,157,273],"family":[134,158],"probabilistic":[136,160],"modeling":[139,167,177,201],"social":[140],"involving":[142],"both":[143],"structured":[144],"early":[150],"part":[151,236],"this":[153,238,256],"thesis,":[154,239],"present":[156,241],"for:":[165],"1)":[166],"student":[168,172,178,218],"engagement,":[169],"2)":[170],"predicting":[171,282],"completion":[173],"dropouts,":[175],"3)":[176],"sentiment":[179],"toward":[180],"various":[181],"course":[182,193],"aspects":[183,194],"(e.g.,":[184,195],"content":[185],"vs.":[186],"logistics),":[187],"4)":[188],"detecting":[189],"coarse":[190],"fine-grained":[192],"grading,":[196],"video,":[197],"content),":[198],"5)":[200],"evolution":[202],"topics":[204],"repeated":[206],"offerings":[207],"courses.":[210],"These":[211],"have":[213,229],"potential":[215],"improve":[217],"experience":[219],"focus":[221],"limited":[222],"instructor":[223],"resources":[224],"ways":[226],"will":[228],"most":[231],"impact.":[232],"latter":[235],"influence":[246],"test":[252],"effectiveness":[254],"via":[258],"experimentation":[259],"network,":[263],"LinkedIn.":[264],"can":[267],"potentially":[268],"be":[269],"adapted":[270],"address":[272],"wide":[274],"range":[275],"problems":[277],"including":[281],"interests,":[284],"retention,":[286],"personalization,":[287],"making":[289],"recommendations.":[290]},"counts_by_year":[{"year":2019,"cited_by_count":1}],"updated_date":"2026-07-14T23:27:15.235271","created_date":"2025-10-10T00:00:00"}
