{"id":"https://openalex.org/W4285414494","doi":"https://doi.org/10.1109/access.2022.3190537","title":"Sparse Hierarchical Table Ensemble\u2013A Deep Learning Alternative for Tabular Data","display_name":"Sparse Hierarchical Table Ensemble\u2013A Deep Learning Alternative for Tabular Data","publication_year":2022,"publication_date":"2022-01-01","ids":{"openalex":"https://openalex.org/W4285414494","doi":"https://doi.org/10.1109/access.2022.3190537"},"language":"en","primary_location":{"id":"doi:10.1109/access.2022.3190537","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2022.3190537","pdf_url":"https://ieeexplore.ieee.org/ielx7/6287639/6514899/09828032.pdf","source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Access","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://ieeexplore.ieee.org/ielx7/6287639/6514899/09828032.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5019395245","display_name":"Guy Farjon","orcid":"https://orcid.org/0000-0002-1106-243X"},"institutions":[{"id":"https://openalex.org/I124227911","display_name":"Ben-Gurion University of the Negev","ror":"https://ror.org/05tkyf982","country_code":"IL","type":"education","lineage":["https://openalex.org/I124227911"]}],"countries":["IL"],"is_corresponding":true,"raw_author_name":"Guy Farjon","raw_affiliation_strings":["Department of Industrial Engineering and Management, Ben-Gurion University of the Negev, Be&#x2019;er Sheva, Israel","er Sheva, Israel"],"affiliations":[{"raw_affiliation_string":"Department of Industrial Engineering and Management, Ben-Gurion University of the Negev, Be&#x2019;er Sheva, Israel","institution_ids":["https://openalex.org/I124227911"]},{"raw_affiliation_string":"er Sheva, Israel","institution_ids":[]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5058399271","display_name":"Aharon Bar-Hillel","orcid":"https://orcid.org/0000-0002-7303-0687"},"institutions":[{"id":"https://openalex.org/I124227911","display_name":"Ben-Gurion University of the Negev","ror":"https://ror.org/05tkyf982","country_code":"IL","type":"education","lineage":["https://openalex.org/I124227911"]}],"countries":["IL"],"is_corresponding":false,"raw_author_name":"Aharon Bar-Hillel","raw_affiliation_strings":["Department of Industrial Engineering and Management, Ben-Gurion University of the Negev, Be&#x2019;er Sheva, Israel","er Sheva, Israel"],"affiliations":[{"raw_affiliation_string":"Department of Industrial Engineering and Management, Ben-Gurion University of the Negev, Be&#x2019;er Sheva, Israel","institution_ids":["https://openalex.org/I124227911"]},{"raw_affiliation_string":"er Sheva, Israel","institution_ids":[]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":["https://openalex.org/A5019395245"],"corresponding_institution_ids":["https://openalex.org/I124227911"],"apc_list":{"value":1850,"currency":"USD","value_usd":1850},"apc_paid":{"value":1850,"currency":"USD","value_usd":1850},"fwci":0.0,"has_fulltext":true,"cited_by_count":0,"citation_normalized_percentile":{"value":0.06768487,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"10","issue":null,"first_page":"75376","last_page":"75384"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11689","display_name":"Adversarial Robustness in Machine Learning","score":0.9983000159263611,"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"}},"topics":[{"id":"https://openalex.org/T11689","display_name":"Adversarial Robustness in Machine Learning","score":0.9983000159263611,"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/T11512","display_name":"Anomaly Detection Techniques and Applications","score":0.9979000091552734,"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/T10036","display_name":"Advanced Neural Network Applications","score":0.9977999925613403,"subfield":{"id":"https://openalex.org/subfields/1707","display_name":"Computer Vision and Pattern Recognition"},"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":0.8538970947265625},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.6354809403419495},{"id":"https://openalex.org/keywords/benchmark","display_name":"Benchmark (surveying)","score":0.6205899715423584},{"id":"https://openalex.org/keywords/deep-learning","display_name":"Deep learning","score":0.613717794418335},{"id":"https://openalex.org/keywords/inference","display_name":"Inference","score":0.5943664312362671},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.5434184670448303},{"id":"https://openalex.org/keywords/table","display_name":"Table (database)","score":0.4282037615776062},{"id":"https://openalex.org/keywords/ensemble-learning","display_name":"Ensemble learning","score":0.4248775243759155},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.30369672179222107}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8538970947265625},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6354809403419495},{"id":"https://openalex.org/C185798385","wikidata":"https://www.wikidata.org/wiki/Q1161707","display_name":"Benchmark (surveying)","level":2,"score":0.6205899715423584},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.613717794418335},{"id":"https://openalex.org/C2776214188","wikidata":"https://www.wikidata.org/wiki/Q408386","display_name":"Inference","level":2,"score":0.5943664312362671},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.5434184670448303},{"id":"https://openalex.org/C45235069","wikidata":"https://www.wikidata.org/wiki/Q278425","display_name":"Table (database)","level":2,"score":0.4282037615776062},{"id":"https://openalex.org/C45942800","wikidata":"https://www.wikidata.org/wiki/Q245652","display_name":"Ensemble learning","level":2,"score":0.4248775243759155},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.30369672179222107},{"id":"https://openalex.org/C205649164","wikidata":"https://www.wikidata.org/wiki/Q1071","display_name":"Geography","level":0,"score":0.0},{"id":"https://openalex.org/C13280743","wikidata":"https://www.wikidata.org/wiki/Q131089","display_name":"Geodesy","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/access.2022.3190537","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2022.3190537","pdf_url":"https://ieeexplore.ieee.org/ielx7/6287639/6514899/09828032.pdf","source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Access","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:0a91036f203a4b1f9031b0517e320eef","is_oa":true,"landing_page_url":"https://doaj.org/article/0a91036f203a4b1f9031b0517e320eef","pdf_url":null,"source":{"id":"https://openalex.org/S112646816","display_name":"SHILAP Revista de lepidopterolog\u00eda","issn_l":"0300-5267","issn":["0300-5267","2340-4078"],"is_oa":true,"is_in_doaj":true,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"IEEE Access, Vol 10, Pp 75376-75384 (2022)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1109/access.2022.3190537","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2022.3190537","pdf_url":"https://ieeexplore.ieee.org/ielx7/6287639/6514899/09828032.pdf","source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Access","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4285414494.pdf","grobid_xml":"https://content.openalex.org/works/W4285414494.grobid-xml"},"referenced_works_count":26,"referenced_works":["https://openalex.org/W1537595551","https://openalex.org/W2088804257","https://openalex.org/W2220384803","https://openalex.org/W2295598076","https://openalex.org/W2745244103","https://openalex.org/W2765407302","https://openalex.org/W2898085636","https://openalex.org/W2950858167","https://openalex.org/W3101704389","https://openalex.org/W3126865201","https://openalex.org/W3174086521","https://openalex.org/W3216660278","https://openalex.org/W4232714830","https://openalex.org/W6631190155","https://openalex.org/W6691766336","https://openalex.org/W6738304671","https://openalex.org/W6745609711","https://openalex.org/W6750729320","https://openalex.org/W6752497734","https://openalex.org/W6755298132","https://openalex.org/W6767303091","https://openalex.org/W6773764241","https://openalex.org/W6774581290","https://openalex.org/W6797867632","https://openalex.org/W6800065705","https://openalex.org/W6803804071"],"related_works":["https://openalex.org/W2378211422","https://openalex.org/W2745001401","https://openalex.org/W4321353415","https://openalex.org/W2130974462","https://openalex.org/W4318751837","https://openalex.org/W4382468411","https://openalex.org/W3124943098","https://openalex.org/W4308112567","https://openalex.org/W3162132941","https://openalex.org/W3128189270"],"abstract_inverted_index":{"Deep":[0],"learning":[1,41,50],"for":[2],"tabular":[3],"data":[4],"is":[5,24,70,120,136],"drawing":[6],"increasing":[7,107],"attention,":[8],"with":[9,96],"recent":[10],"work":[11,95],"attempting":[12],"to":[13,47,88,122],"boost":[14],"the":[15,73,76],"accuracy":[16,119],"of":[17,29,58,75,128],"neuron-based":[18],"networks.":[19],"However,":[20],"when":[21],"computational":[22,131],"capacity":[23],"low":[25],"as":[26],"in":[27],"Internet":[28],"Things":[30],"(IoT),":[31],"drone,":[32],"or":[33],"Natural":[34],"User":[35],"Interface":[36],"(NUI)":[37],"application,":[38],"such":[39],"deep":[40,49],"models":[42],"are":[43],"deserted.":[44],"We":[45],"offer":[46],"enable":[48],"capabilities":[51],"using":[52,83],"ferns":[53],"(oblivious":[54],"decision":[55],"trees)":[56],"instead":[57],"neurons,":[59],"by":[60],"constructing":[61],"a":[62,110],"<i>Sparse":[63],"Hierarchical":[64],"Table":[65],"Ensemble</i>":[66],"(S-HTE).":[67],"S-HTE":[68,98],"inference":[69],"dense":[71],"at":[72,138],"beginning":[74],"training":[77],"process":[78],"and":[79,103,113],"becomes":[80],"gradually":[81],"sparse":[82],"an":[84,89,126],"annealing":[85],"mechanism,":[86],"leading":[87],"efficient":[90],"final":[91],"predictor.":[92],"Unlike":[93],"previous":[94],"ferns,":[97],"learns":[99],"useful":[100],"internal":[101],"representations,":[102],"it":[104],"earns":[105],"from":[106],"depth.":[108],"Using":[109],"standard":[111],"classification":[112],"regression":[114],"benchmark,":[115],"we":[116],"show":[117],"its":[118],"comparable":[121],"alternatives,":[123],"while":[124],"having":[125],"order":[127],"magnitude":[129],"lower":[130],"complexity.":[132],"Our":[133],"PyTorch":[134],"implementation":[135],"available":[137],"https://anonymous.4open.science/r/HTE_CTE-60EB/.":[139]},"counts_by_year":[],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2022-07-14T00:00:00"}