{"id":"https://openalex.org/W2093873612","doi":"https://doi.org/10.1145/2637748.2638428","title":"Predicting the stability of user interaction ties in Twitter","display_name":"Predicting the stability of user interaction ties in Twitter","publication_year":2014,"publication_date":"2014-09-16","ids":{"openalex":"https://openalex.org/W2093873612","doi":"https://doi.org/10.1145/2637748.2638428","mag":"2093873612"},"language":"en","primary_location":{"id":"doi:10.1145/2637748.2638428","is_oa":false,"landing_page_url":"https://doi.org/10.1145/2637748.2638428","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 14th International Conference on Knowledge Technologies and Data-driven Business","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/A5082161026","display_name":"Bjoern-Elmar Macek","orcid":null},"institutions":[{"id":"https://openalex.org/I106157433","display_name":"University of Kassel","ror":"https://ror.org/04zc7p361","country_code":"DE","type":"education","lineage":["https://openalex.org/I106157433"]}],"countries":["DE"],"is_corresponding":true,"raw_author_name":"Bjoern-Elmar Macek","raw_affiliation_strings":["University of Kassel, Kassel, Germany"],"affiliations":[{"raw_affiliation_string":"University of Kassel, Kassel, Germany","institution_ids":["https://openalex.org/I106157433"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5011835245","display_name":"Martin Atzmueller","orcid":"https://orcid.org/0000-0002-2480-6901"},"institutions":[{"id":"https://openalex.org/I106157433","display_name":"University of Kassel","ror":"https://ror.org/04zc7p361","country_code":"DE","type":"education","lineage":["https://openalex.org/I106157433"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Martin Atzmueller","raw_affiliation_strings":["University of Kassel, Kassel, Germany"],"affiliations":[{"raw_affiliation_string":"University of Kassel, Kassel, Germany","institution_ids":["https://openalex.org/I106157433"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5053751744","display_name":"Gerd Stumme","orcid":"https://orcid.org/0000-0002-0570-7908"},"institutions":[{"id":"https://openalex.org/I106157433","display_name":"University of Kassel","ror":"https://ror.org/04zc7p361","country_code":"DE","type":"education","lineage":["https://openalex.org/I106157433"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Gerd Stumme","raw_affiliation_strings":["University of Kassel, Kassel, Germany"],"affiliations":[{"raw_affiliation_string":"University of Kassel, Kassel, Germany","institution_ids":["https://openalex.org/I106157433"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5082161026"],"corresponding_institution_ids":["https://openalex.org/I106157433"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":1,"citation_normalized_percentile":{"value":0.1354771,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":91,"max":95},"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"8"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10064","display_name":"Complex Network Analysis Techniques","score":0.9998000264167786,"subfield":{"id":"https://openalex.org/subfields/3109","display_name":"Statistical and Nonlinear Physics"},"field":{"id":"https://openalex.org/fields/31","display_name":"Physics and Astronomy"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T10064","display_name":"Complex Network Analysis Techniques","score":0.9998000264167786,"subfield":{"id":"https://openalex.org/subfields/3109","display_name":"Statistical and Nonlinear Physics"},"field":{"id":"https://openalex.org/fields/31","display_name":"Physics and Astronomy"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T13083","display_name":"Advanced Text Analysis Techniques","score":0.995199978351593,"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/T12205","display_name":"Time Series Analysis and Forecasting","score":0.9926999807357788,"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/computer-science","display_name":"Computer science","score":0.7707134485244751},{"id":"https://openalex.org/keywords/task","display_name":"Task (project management)","score":0.7336074709892273},{"id":"https://openalex.org/keywords/context","display_name":"Context (archaeology)","score":0.6788743734359741},{"id":"https://openalex.org/keywords/stability","display_name":"Stability (learning theory)","score":0.6326836347579956},{"id":"https://openalex.org/keywords/sampling","display_name":"Sampling (signal processing)","score":0.5793265104293823},{"id":"https://openalex.org/keywords/class","display_name":"Class (philosophy)","score":0.5712890028953552},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.4346921145915985},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.42137160897254944},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.382216215133667},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.0881451666355133}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7707134485244751},{"id":"https://openalex.org/C2780451532","wikidata":"https://www.wikidata.org/wiki/Q759676","display_name":"Task (project management)","level":2,"score":0.7336074709892273},{"id":"https://openalex.org/C2779343474","wikidata":"https://www.wikidata.org/wiki/Q3109175","display_name":"Context (archaeology)","level":2,"score":0.6788743734359741},{"id":"https://openalex.org/C112972136","wikidata":"https://www.wikidata.org/wiki/Q7595718","display_name":"Stability (learning theory)","level":2,"score":0.6326836347579956},{"id":"https://openalex.org/C140779682","wikidata":"https://www.wikidata.org/wiki/Q210868","display_name":"Sampling (signal processing)","level":3,"score":0.5793265104293823},{"id":"https://openalex.org/C2777212361","wikidata":"https://www.wikidata.org/wiki/Q5127848","display_name":"Class (philosophy)","level":2,"score":0.5712890028953552},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.4346921145915985},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.42137160897254944},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.382216215133667},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.0881451666355133},{"id":"https://openalex.org/C106131492","wikidata":"https://www.wikidata.org/wiki/Q3072260","display_name":"Filter (signal processing)","level":2,"score":0.0},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.0},{"id":"https://openalex.org/C151730666","wikidata":"https://www.wikidata.org/wiki/Q7205","display_name":"Paleontology","level":1,"score":0.0},{"id":"https://openalex.org/C201995342","wikidata":"https://www.wikidata.org/wiki/Q682496","display_name":"Systems engineering","level":1,"score":0.0},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1145/2637748.2638428","is_oa":false,"landing_page_url":"https://doi.org/10.1145/2637748.2638428","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 14th International Conference on Knowledge Technologies and Data-driven Business","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":30,"referenced_works":["https://openalex.org/W85350352","https://openalex.org/W161524434","https://openalex.org/W1493886470","https://openalex.org/W1539018624","https://openalex.org/W1964731129","https://openalex.org/W1994765180","https://openalex.org/W2008348094","https://openalex.org/W2020221730","https://openalex.org/W2024760831","https://openalex.org/W2037933327","https://openalex.org/W2038696097","https://openalex.org/W2051909164","https://openalex.org/W2061820396","https://openalex.org/W2091921805","https://openalex.org/W2112056172","https://openalex.org/W2112130747","https://openalex.org/W2118782025","https://openalex.org/W2122496402","https://openalex.org/W2124005542","https://openalex.org/W2130354913","https://openalex.org/W2137391072","https://openalex.org/W2139422417","https://openalex.org/W2145446394","https://openalex.org/W2148143831","https://openalex.org/W2148847267","https://openalex.org/W2156134119","https://openalex.org/W2169178923","https://openalex.org/W2785200189","https://openalex.org/W2963434785","https://openalex.org/W6606577250"],"related_works":["https://openalex.org/W2961085424","https://openalex.org/W4224009465","https://openalex.org/W4306674287","https://openalex.org/W4286629047","https://openalex.org/W4389443772","https://openalex.org/W4205958290","https://openalex.org/W4384212932","https://openalex.org/W2548721895","https://openalex.org/W2368454205","https://openalex.org/W2354233396"],"abstract_inverted_index":{"In":[0],"this":[1,43],"paper,":[2],"we":[3,27,45],"analyze":[4],"the":[5,29,33,36,47,63,90,101,109,126],"stability":[6],"of":[7,31,35,49,65,100,114],"user":[8,23,26],"interaction":[9,38],"within":[10],"Twitter":[11,112],"focusing":[12],"on":[13],"link":[14,39],"decay":[15,34],"prediction:":[16],"for":[17],"a":[18,68,72],"tweet":[19],"created":[20],"by":[21,95],"one":[22,93],"mentioning":[24],"another":[25],"study":[28],"task":[30],"predicting":[32],"corresponding":[37],"over":[40],"time.":[41],"For":[42],"task,":[44],"employ":[46],"history":[48],"timestamped":[50],"mention":[51],"interactions":[52],"between":[53],"both":[54],"users":[55],"as":[56],"time":[57],"series":[58],"features.":[59],"We":[60,117],"also":[61],"tackle":[62],"problem":[64],"efficiently":[66],"balancing":[67],"large":[69],"dataset":[70],"with":[71,123],"skewed":[73],"class":[74],"distribution,":[75],"which":[76],"arises":[77],"naturally":[78],"in":[79,92],"our":[80],"context.":[81],"The":[82],"proposed":[83],"impurity-based":[84],"supervised":[85],"sampling":[86],"(ISS)":[87],"approach":[88,105],"balances":[89],"data":[91,99],"pass":[94],"removing":[96],"trivial":[97],"training":[98],"overrepresented":[102],"class.":[103],"Our":[104],"is":[106],"evaluated":[107],"using":[108],"well":[110],"known":[111],"dump":[113],"2009":[115],"[25].":[116],"show,":[118],"that":[119],"ISS":[120],"outperforms":[121],"down-sampling":[122],"regard":[124],"to":[125],"resulting":[127],"predictor":[128],"performance.":[129]},"counts_by_year":[{"year":2025,"cited_by_count":1}],"updated_date":"2026-02-25T08:12:03.925757","created_date":"2025-10-10T00:00:00"}