{"id":"https://openalex.org/W2620805462","doi":"https://doi.org/10.1007/978-3-319-60447-3_7","title":"Markov Random Walk vs. Higher-Order Factorization Machines: A Comparison of State-of-the-Art Recommender Algorithms","display_name":"Markov Random Walk vs. Higher-Order Factorization Machines: A Comparison of State-of-the-Art Recommender Algorithms","publication_year":2017,"publication_date":"2017-01-01","ids":{"openalex":"https://openalex.org/W2620805462","doi":"https://doi.org/10.1007/978-3-319-60447-3_7","mag":"2620805462"},"language":"en","primary_location":{"id":"doi:10.1007/978-3-319-60447-3_7","is_oa":false,"landing_page_url":"https://doi.org/10.1007/978-3-319-60447-3_7","pdf_url":null,"source":{"id":"https://openalex.org/S2764900261","display_name":"Communications in computer and information science","issn_l":"1865-0929","issn":["1865-0929","1865-0937"],"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":"Communications in Computer and Information 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/A5049829497","display_name":"Julian Knoll","orcid":"https://orcid.org/0000-0001-8216-3046"},"institutions":[{"id":"https://openalex.org/I4210100612","display_name":"Georg Simon Ohm University of Applied Sciences Nuremberg","ror":"https://ror.org/00nggaz43","country_code":"DE","type":"education","lineage":["https://openalex.org/I4210100612"]}],"countries":["DE"],"is_corresponding":true,"raw_author_name":"Julian Knoll","raw_affiliation_strings":["Technische Hochschule N\u00fcrnberg Georg Simon Ohm, Ke\u00dflerplatz 12, 90489, Nuremberg, Germany"],"affiliations":[{"raw_affiliation_string":"Technische Hochschule N\u00fcrnberg Georg Simon Ohm, Ke\u00dflerplatz 12, 90489, Nuremberg, Germany","institution_ids":["https://openalex.org/I4210100612"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5030912984","display_name":"David K\u00f6ckritz","orcid":null},"institutions":[{"id":"https://openalex.org/I4210100612","display_name":"Georg Simon Ohm University of Applied Sciences Nuremberg","ror":"https://ror.org/00nggaz43","country_code":"DE","type":"education","lineage":["https://openalex.org/I4210100612"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"David K\u00f6ckritz","raw_affiliation_strings":["Technische Hochschule N\u00fcrnberg Georg Simon Ohm, Ke\u00dflerplatz 12, 90489, Nuremberg, Germany"],"affiliations":[{"raw_affiliation_string":"Technische Hochschule N\u00fcrnberg Georg Simon Ohm, Ke\u00dflerplatz 12, 90489, Nuremberg, Germany","institution_ids":["https://openalex.org/I4210100612"]}]},{"author_position":"last","author":{"id":null,"display_name":"Rainer Gro\u00df","orcid":null},"institutions":[{"id":"https://openalex.org/I4210100612","display_name":"Georg Simon Ohm University of Applied Sciences Nuremberg","ror":"https://ror.org/00nggaz43","country_code":"DE","type":"education","lineage":["https://openalex.org/I4210100612"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Rainer Gro\u00df","raw_affiliation_strings":["Technische Hochschule N\u00fcrnberg Georg Simon Ohm, Ke\u00dflerplatz 12, 90489, Nuremberg, Germany"],"affiliations":[{"raw_affiliation_string":"Technische Hochschule N\u00fcrnberg Georg Simon Ohm, Ke\u00dflerplatz 12, 90489, Nuremberg, Germany","institution_ids":["https://openalex.org/I4210100612"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5049829497"],"corresponding_institution_ids":["https://openalex.org/I4210100612"],"apc_list":null,"apc_paid":null,"fwci":0.455,"has_fulltext":false,"cited_by_count":1,"citation_normalized_percentile":{"value":0.62502761,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":94},"biblio":{"volume":null,"issue":null,"first_page":"87","last_page":"103"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10203","display_name":"Recommender Systems and Techniques","score":0.9998999834060669,"subfield":{"id":"https://openalex.org/subfields/1710","display_name":"Information Systems"},"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/T10203","display_name":"Recommender Systems and Techniques","score":0.9998999834060669,"subfield":{"id":"https://openalex.org/subfields/1710","display_name":"Information Systems"},"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/T12101","display_name":"Advanced Bandit Algorithms Research","score":0.9962999820709229,"subfield":{"id":"https://openalex.org/subfields/1803","display_name":"Management Science and Operations Research"},"field":{"id":"https://openalex.org/fields/18","display_name":"Decision Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T11409","display_name":"Advanced Wireless Network Optimization","score":0.9776999950408936,"subfield":{"id":"https://openalex.org/subfields/2208","display_name":"Electrical and Electronic Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/recommender-system","display_name":"Recommender system","score":0.9127581119537354},{"id":"https://openalex.org/keywords/random-walk","display_name":"Random walk","score":0.8369069695472717},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7653439044952393},{"id":"https://openalex.org/keywords/markov-chain","display_name":"Markov chain","score":0.631151020526886},{"id":"https://openalex.org/keywords/factorization","display_name":"Factorization","score":0.6231105923652649},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.46054428815841675},{"id":"https://openalex.org/keywords/order","display_name":"Order (exchange)","score":0.45906808972358704},{"id":"https://openalex.org/keywords/markov-model","display_name":"Markov model","score":0.41945892572402954},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.41428226232528687},{"id":"https://openalex.org/keywords/hyperparameter","display_name":"Hyperparameter","score":0.41050979495048523},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.3352010250091553},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.19485121965408325},{"id":"https://openalex.org/keywords/statistics","display_name":"Statistics","score":0.06223517656326294}],"concepts":[{"id":"https://openalex.org/C557471498","wikidata":"https://www.wikidata.org/wiki/Q554950","display_name":"Recommender system","level":2,"score":0.9127581119537354},{"id":"https://openalex.org/C121194460","wikidata":"https://www.wikidata.org/wiki/Q856741","display_name":"Random walk","level":2,"score":0.8369069695472717},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7653439044952393},{"id":"https://openalex.org/C98763669","wikidata":"https://www.wikidata.org/wiki/Q176645","display_name":"Markov chain","level":2,"score":0.631151020526886},{"id":"https://openalex.org/C187834632","wikidata":"https://www.wikidata.org/wiki/Q188804","display_name":"Factorization","level":2,"score":0.6231105923652649},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.46054428815841675},{"id":"https://openalex.org/C182306322","wikidata":"https://www.wikidata.org/wiki/Q1779371","display_name":"Order (exchange)","level":2,"score":0.45906808972358704},{"id":"https://openalex.org/C163836022","wikidata":"https://www.wikidata.org/wiki/Q6771326","display_name":"Markov model","level":3,"score":0.41945892572402954},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.41428226232528687},{"id":"https://openalex.org/C8642999","wikidata":"https://www.wikidata.org/wiki/Q4171168","display_name":"Hyperparameter","level":2,"score":0.41050979495048523},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.3352010250091553},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.19485121965408325},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.06223517656326294},{"id":"https://openalex.org/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.0},{"id":"https://openalex.org/C10138342","wikidata":"https://www.wikidata.org/wiki/Q43015","display_name":"Finance","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1007/978-3-319-60447-3_7","is_oa":false,"landing_page_url":"https://doi.org/10.1007/978-3-319-60447-3_7","pdf_url":null,"source":{"id":"https://openalex.org/S2764900261","display_name":"Communications in computer and information science","issn_l":"1865-0929","issn":["1865-0929","1865-0937"],"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":"Communications in Computer and Information Science","raw_type":"book-chapter"},{"id":"pmh:oai:kobv.de-opus4-th-nuernberg:2806","is_oa":false,"landing_page_url":"https://opus4.kobv.de/opus4-ohm/frontdoor/index/index/docId/2806","pdf_url":null,"source":{"id":"https://openalex.org/S4306401730","display_name":"OHMdok (Technische Hochschule N\u00fcrnberg)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I4210100612","host_organization_name":"Georg Simon Ohm University of Applied Sciences Nuremberg","host_organization_lineage":["https://openalex.org/I4210100612"],"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":"doc-type:bookPart"}],"best_oa_location":null,"sustainable_development_goals":[{"score":0.44999998807907104,"id":"https://metadata.un.org/sdg/17","display_name":"Partnerships for the goals"}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":18,"referenced_works":["https://openalex.org/W1532371199","https://openalex.org/W1549014378","https://openalex.org/W1854214752","https://openalex.org/W1936329766","https://openalex.org/W1976320242","https://openalex.org/W2008886893","https://openalex.org/W2027186630","https://openalex.org/W2089349245","https://openalex.org/W2094286023","https://openalex.org/W2100235918","https://openalex.org/W2109268594","https://openalex.org/W2295739661","https://openalex.org/W2481247903","https://openalex.org/W2497633600","https://openalex.org/W2547714106","https://openalex.org/W2548699537","https://openalex.org/W2952449615","https://openalex.org/W4248672808"],"related_works":["https://openalex.org/W2140186469","https://openalex.org/W4390421286","https://openalex.org/W4280563792","https://openalex.org/W4389724018","https://openalex.org/W4318719684","https://openalex.org/W3183136280","https://openalex.org/W4318559728","https://openalex.org/W2775233965","https://openalex.org/W3114716045","https://openalex.org/W4360995913"],"abstract_inverted_index":null,"counts_by_year":[{"year":2018,"cited_by_count":1}],"updated_date":"2026-03-25T23:56:10.502304","created_date":"2025-10-10T00:00:00"}