{"id":"https://openalex.org/W2204197839","doi":"https://doi.org/10.1007/978-3-540-73133-7_13","title":"A Brief Survey of Machine Learning Methods for Classification in Networked Data and an Application to Suspicion Scoring","display_name":"A Brief Survey of Machine Learning Methods for Classification in Networked Data and an Application to Suspicion Scoring","publication_year":2008,"publication_date":"2008-04-11","ids":{"openalex":"https://openalex.org/W2204197839","doi":"https://doi.org/10.1007/978-3-540-73133-7_13","mag":"2204197839"},"language":"en","primary_location":{"id":"doi:10.1007/978-3-540-73133-7_13","is_oa":false,"landing_page_url":"https://doi.org/10.1007/978-3-540-73133-7_13","pdf_url":null,"source":{"id":"https://openalex.org/S106296714","display_name":"Lecture notes in computer science","issn_l":"0302-9743","issn":["0302-9743","1611-3349"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"book series"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Lecture Notes in Computer Science","raw_type":"book-chapter"},"type":"book-chapter","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/A5047798029","display_name":"Sofus A. Macskassy","orcid":null},"institutions":[{"id":"https://openalex.org/I2801840469","display_name":"Torch Technologies (United States)","ror":"https://ror.org/00nrhr905","country_code":"US","type":"company","lineage":["https://openalex.org/I2801840469"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"Sofus Attila Macskassy","raw_affiliation_strings":["Fetch Technologies, 2041 Rosecrans Ave, Suite 245, El Segundo, CA 90245,"],"affiliations":[{"raw_affiliation_string":"Fetch Technologies, 2041 Rosecrans Ave, Suite 245, El Segundo, CA 90245,","institution_ids":["https://openalex.org/I2801840469"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5037283651","display_name":"Foster Provost","orcid":"https://orcid.org/0000-0002-0307-3884"},"institutions":[{"id":"https://openalex.org/I57206974","display_name":"New York University","ror":"https://ror.org/0190ak572","country_code":"US","type":"education","lineage":["https://openalex.org/I57206974"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Foster Provost","raw_affiliation_strings":["New York University, Stern School of Business, 44 W. 4th Street, New York, NY 10012,"],"affiliations":[{"raw_affiliation_string":"New York University, Stern School of Business, 44 W. 4th Street, New York, NY 10012,","institution_ids":["https://openalex.org/I57206974"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":["https://openalex.org/A5047798029"],"corresponding_institution_ids":["https://openalex.org/I2801840469"],"apc_list":{"value":5000,"currency":"EUR","value_usd":5392},"apc_paid":null,"fwci":11.052,"has_fulltext":false,"cited_by_count":23,"citation_normalized_percentile":{"value":0.98264048,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":89,"max":96},"biblio":{"volume":null,"issue":null,"first_page":"172","last_page":"175"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10064","display_name":"Complex Network Analysis Techniques","score":0.9962999820709229,"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":0.9962999820709229,"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/T11303","display_name":"Bayesian Modeling and Causal Inference","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/T11273","display_name":"Advanced Graph Neural Networks","score":0.9919999837875366,"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/machine-learning","display_name":"Machine learning","score":0.7305730581283569},{"id":"https://openalex.org/keywords/inference","display_name":"Inference","score":0.7230874300003052},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.6920821666717529},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6898337602615356},{"id":"https://openalex.org/keywords/benchmark","display_name":"Benchmark (surveying)","score":0.6377125382423401},{"id":"https://openalex.org/keywords/context","display_name":"Context (archaeology)","score":0.5295708179473877},{"id":"https://openalex.org/keywords/domain","display_name":"Domain (mathematical analysis)","score":0.5077356100082397},{"id":"https://openalex.org/keywords/resource","display_name":"Resource (disambiguation)","score":0.48042798042297363},{"id":"https://openalex.org/keywords/field","display_name":"Field (mathematics)","score":0.41954368352890015},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.36146625876426697},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.0674000084400177}],"concepts":[{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.7305730581283569},{"id":"https://openalex.org/C2776214188","wikidata":"https://www.wikidata.org/wiki/Q408386","display_name":"Inference","level":2,"score":0.7230874300003052},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6920821666717529},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6898337602615356},{"id":"https://openalex.org/C185798385","wikidata":"https://www.wikidata.org/wiki/Q1161707","display_name":"Benchmark (surveying)","level":2,"score":0.6377125382423401},{"id":"https://openalex.org/C2779343474","wikidata":"https://www.wikidata.org/wiki/Q3109175","display_name":"Context (archaeology)","level":2,"score":0.5295708179473877},{"id":"https://openalex.org/C36503486","wikidata":"https://www.wikidata.org/wiki/Q11235244","display_name":"Domain (mathematical analysis)","level":2,"score":0.5077356100082397},{"id":"https://openalex.org/C206345919","wikidata":"https://www.wikidata.org/wiki/Q20380951","display_name":"Resource (disambiguation)","level":2,"score":0.48042798042297363},{"id":"https://openalex.org/C9652623","wikidata":"https://www.wikidata.org/wiki/Q190109","display_name":"Field (mathematics)","level":2,"score":0.41954368352890015},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.36146625876426697},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.0674000084400177},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"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/C205649164","wikidata":"https://www.wikidata.org/wiki/Q1071","display_name":"Geography","level":0,"score":0.0},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.0},{"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/C13280743","wikidata":"https://www.wikidata.org/wiki/Q131089","display_name":"Geodesy","level":1,"score":0.0},{"id":"https://openalex.org/C202444582","wikidata":"https://www.wikidata.org/wiki/Q837863","display_name":"Pure mathematics","level":1,"score":0.0}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.1007/978-3-540-73133-7_13","is_oa":false,"landing_page_url":"https://doi.org/10.1007/978-3-540-73133-7_13","pdf_url":null,"source":{"id":"https://openalex.org/S106296714","display_name":"Lecture notes in computer science","issn_l":"0302-9743","issn":["0302-9743","1611-3349"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"book series"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Lecture Notes in Computer Science","raw_type":"book-chapter"},{"id":"pmh:oai:CiteSeerX.psu:10.1.1.74.966","is_oa":false,"landing_page_url":"http://citeseerx.ist.psu.edu/viewdoc/summary?doi=10.1.1.74.966","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"http://www.research.rutgers.edu/~sofmac/paper/sna2006/macskassy-sna2006.pdf","raw_type":"text"},{"id":"pmh:oai:CiteSeerX.psu:10.1.1.79.7882","is_oa":false,"landing_page_url":"http://citeseerx.ist.psu.edu/viewdoc/summary?doi=10.1.1.79.7882","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"http://www.research.rutgers.edu/~sofmac/paper/sna2006/macskassy-lncs2006.pdf","raw_type":"text"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":67,"referenced_works":["https://openalex.org/W79315950","https://openalex.org/W195150910","https://openalex.org/W1497163089","https://openalex.org/W1507285216","https://openalex.org/W1507385449","https://openalex.org/W1513861746","https://openalex.org/W1517113043","https://openalex.org/W1529149406","https://openalex.org/W1545331097","https://openalex.org/W1554544485","https://openalex.org/W1585385982","https://openalex.org/W1666347389","https://openalex.org/W1800493452","https://openalex.org/W1908728294","https://openalex.org/W1933130724","https://openalex.org/W1965761421","https://openalex.org/W1977970897","https://openalex.org/W1979622972","https://openalex.org/W2020999234","https://openalex.org/W2028137574","https://openalex.org/W2042123098","https://openalex.org/W2058718434","https://openalex.org/W2061130579","https://openalex.org/W2061526129","https://openalex.org/W2061529719","https://openalex.org/W2076008912","https://openalex.org/W2078029048","https://openalex.org/W2096942889","https://openalex.org/W2097915776","https://openalex.org/W2106122512","https://openalex.org/W2107601582","https://openalex.org/W2107792892","https://openalex.org/W2108420379","https://openalex.org/W2110111529","https://openalex.org/W2110560119","https://openalex.org/W2111557120","https://openalex.org/W2114220616","https://openalex.org/W2120340025","https://openalex.org/W2121250409","https://openalex.org/W2123827533","https://openalex.org/W2124965089","https://openalex.org/W2126185296","https://openalex.org/W2130354913","https://openalex.org/W2132353975","https://openalex.org/W2133576408","https://openalex.org/W2135863341","https://openalex.org/W2136549265","https://openalex.org/W2137253512","https://openalex.org/W2139823104","https://openalex.org/W2143516773","https://openalex.org/W2147880316","https://openalex.org/W2148603752","https://openalex.org/W2153387921","https://openalex.org/W2159793005","https://openalex.org/W2162630660","https://openalex.org/W2164179075","https://openalex.org/W2167044614","https://openalex.org/W2169757306","https://openalex.org/W2187973725","https://openalex.org/W2482531687","https://openalex.org/W2560674852","https://openalex.org/W2605441573","https://openalex.org/W2962735828","https://openalex.org/W3149838063","https://openalex.org/W4238579860","https://openalex.org/W4253934678","https://openalex.org/W4285719527"],"related_works":["https://openalex.org/W2378211422","https://openalex.org/W4321353415","https://openalex.org/W2745001401","https://openalex.org/W2130974462","https://openalex.org/W2028665553","https://openalex.org/W2086519370","https://openalex.org/W4246352526","https://openalex.org/W2121910908","https://openalex.org/W915438175","https://openalex.org/W4230315250"],"abstract_inverted_index":null,"counts_by_year":[{"year":2024,"cited_by_count":1},{"year":2022,"cited_by_count":1},{"year":2020,"cited_by_count":1},{"year":2019,"cited_by_count":1},{"year":2018,"cited_by_count":1},{"year":2017,"cited_by_count":1},{"year":2016,"cited_by_count":1},{"year":2013,"cited_by_count":1},{"year":2012,"cited_by_count":2}],"updated_date":"2026-04-04T16:13:02.066488","created_date":"2025-10-10T00:00:00"}