{"id":"https://openalex.org/W2990599334","doi":"https://doi.org/10.23919/softcom.2019.8903859","title":"Classification using Discriminative Restricted Boltzmann Machines on Spark","display_name":"Classification using Discriminative Restricted Boltzmann Machines on Spark","publication_year":2019,"publication_date":"2019-09-01","ids":{"openalex":"https://openalex.org/W2990599334","doi":"https://doi.org/10.23919/softcom.2019.8903859","mag":"2990599334"},"language":"en","primary_location":{"id":"doi:10.23919/softcom.2019.8903859","is_oa":false,"landing_page_url":"https://doi.org/10.23919/softcom.2019.8903859","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2019 International Conference on Software, Telecommunications and Computer Networks (SoftCOM)","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/A5011165836","display_name":"Maria Varsamou","orcid":null},"institutions":[{"id":"https://openalex.org/I174878644","display_name":"University of Patras","ror":"https://ror.org/017wvtq80","country_code":"GR","type":"education","lineage":["https://openalex.org/I174878644"]}],"countries":["GR"],"is_corresponding":true,"raw_author_name":"Maria Varsamou","raw_affiliation_strings":["University of Patras,Department of Electrical and Computer Engineering,Patras,Greece,26504","Department of Electrical and Computer Engineering, University of Patras, Patras, Greece"],"affiliations":[{"raw_affiliation_string":"University of Patras,Department of Electrical and Computer Engineering,Patras,Greece,26504","institution_ids":["https://openalex.org/I174878644"]},{"raw_affiliation_string":"Department of Electrical and Computer Engineering, University of Patras, Patras, Greece","institution_ids":["https://openalex.org/I174878644"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5060135944","display_name":"Theodore Antonakopoulos","orcid":"https://orcid.org/0000-0002-7863-1051"},"institutions":[{"id":"https://openalex.org/I174878644","display_name":"University of Patras","ror":"https://ror.org/017wvtq80","country_code":"GR","type":"education","lineage":["https://openalex.org/I174878644"]}],"countries":["GR"],"is_corresponding":false,"raw_author_name":"Theodore Antonakopoulos","raw_affiliation_strings":["University of Patras,Department of Electrical and Computer Engineering,Patras,Greece,26504","Department of Electrical and Computer Engineering, University of Patras, Patras, Greece"],"affiliations":[{"raw_affiliation_string":"University of Patras,Department of Electrical and Computer Engineering,Patras,Greece,26504","institution_ids":["https://openalex.org/I174878644"]},{"raw_affiliation_string":"Department of Electrical and Computer Engineering, University of Patras, Patras, Greece","institution_ids":["https://openalex.org/I174878644"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":["https://openalex.org/A5011165836"],"corresponding_institution_ids":["https://openalex.org/I174878644"],"apc_list":null,"apc_paid":null,"fwci":0.5061,"has_fulltext":false,"cited_by_count":7,"citation_normalized_percentile":{"value":0.69997604,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":98},"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"6"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10036","display_name":"Advanced Neural Network Applications","score":0.9993000030517578,"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"}},"topics":[{"id":"https://openalex.org/T10036","display_name":"Advanced Neural Network Applications","score":0.9993000030517578,"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"}},{"id":"https://openalex.org/T10320","display_name":"Neural Networks and Applications","score":0.9987999796867371,"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/T11612","display_name":"Stochastic Gradient Optimization Techniques","score":0.9987000226974487,"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/spark","display_name":"SPARK (programming language)","score":0.833354115486145},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.8178907632827759},{"id":"https://openalex.org/keywords/discriminative-model","display_name":"Discriminative model","score":0.7918373942375183},{"id":"https://openalex.org/keywords/restricted-boltzmann-machine","display_name":"Restricted Boltzmann machine","score":0.7603374719619751},{"id":"https://openalex.org/keywords/boltzmann-machine","display_name":"Boltzmann machine","score":0.7428810000419617},{"id":"https://openalex.org/keywords/block","display_name":"Block (permutation group theory)","score":0.6651410460472107},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.6118239760398865},{"id":"https://openalex.org/keywords/analytics","display_name":"Analytics","score":0.5866005420684814},{"id":"https://openalex.org/keywords/gradient-descent","display_name":"Gradient descent","score":0.5806035399436951},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.5750318169593811},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.5532384514808655},{"id":"https://openalex.org/keywords/deep-learning","display_name":"Deep learning","score":0.4499458372592926},{"id":"https://openalex.org/keywords/big-data","display_name":"Big data","score":0.44793617725372314},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.3300495445728302},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.22961363196372986}],"concepts":[{"id":"https://openalex.org/C2781215313","wikidata":"https://www.wikidata.org/wiki/Q3493345","display_name":"SPARK (programming language)","level":2,"score":0.833354115486145},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8178907632827759},{"id":"https://openalex.org/C97931131","wikidata":"https://www.wikidata.org/wiki/Q5282087","display_name":"Discriminative model","level":2,"score":0.7918373942375183},{"id":"https://openalex.org/C199354608","wikidata":"https://www.wikidata.org/wiki/Q7316287","display_name":"Restricted Boltzmann machine","level":3,"score":0.7603374719619751},{"id":"https://openalex.org/C192576344","wikidata":"https://www.wikidata.org/wiki/Q194706","display_name":"Boltzmann machine","level":3,"score":0.7428810000419617},{"id":"https://openalex.org/C2777210771","wikidata":"https://www.wikidata.org/wiki/Q4927124","display_name":"Block (permutation group theory)","level":2,"score":0.6651410460472107},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6118239760398865},{"id":"https://openalex.org/C79158427","wikidata":"https://www.wikidata.org/wiki/Q485396","display_name":"Analytics","level":2,"score":0.5866005420684814},{"id":"https://openalex.org/C153258448","wikidata":"https://www.wikidata.org/wiki/Q1199743","display_name":"Gradient descent","level":3,"score":0.5806035399436951},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.5750318169593811},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.5532384514808655},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.4499458372592926},{"id":"https://openalex.org/C75684735","wikidata":"https://www.wikidata.org/wiki/Q858810","display_name":"Big data","level":2,"score":0.44793617725372314},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.3300495445728302},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.22961363196372986},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.0},{"id":"https://openalex.org/C2524010","wikidata":"https://www.wikidata.org/wiki/Q8087","display_name":"Geometry","level":1,"score":0.0},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.23919/softcom.2019.8903859","is_oa":false,"landing_page_url":"https://doi.org/10.23919/softcom.2019.8903859","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2019 International Conference on Software, Telecommunications and Computer Networks (SoftCOM)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/10","score":0.7400000095367432,"display_name":"Reduced inequalities"}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":10,"referenced_works":["https://openalex.org/W44815768","https://openalex.org/W1964155876","https://openalex.org/W2105577021","https://openalex.org/W2198403777","https://openalex.org/W2296430519","https://openalex.org/W2797862701","https://openalex.org/W2803909072","https://openalex.org/W2962844195","https://openalex.org/W2984509121","https://openalex.org/W6675770872"],"related_works":["https://openalex.org/W4283272532","https://openalex.org/W2952018105","https://openalex.org/W2119341610","https://openalex.org/W2916681395","https://openalex.org/W2556473569","https://openalex.org/W4302433642","https://openalex.org/W2529583158","https://openalex.org/W2108438604","https://openalex.org/W2193475944","https://openalex.org/W2601133591"],"abstract_inverted_index":{"Apache":[0],"Spark":[1],"is":[2],"a":[3,48,58,68,73],"popular":[4],"open-source":[5],"framework":[6],"for":[7,21,31,64],"distributed":[8],"execution":[9],"of":[10,52,85],"data":[11],"analytics":[12],"and":[13,33],"machine":[14],"learning":[15,54],"tasks,":[16],"but":[17],"with":[18,44,57],"limited":[19],"support":[20],"neural":[22,65],"networks.":[23,66],"In":[24],"this":[25],"work,":[26],"we":[27,38,71],"investigate":[28],"the":[29,40,83],"reasons":[30],"that":[32],"based":[34],"on":[35],"our":[36,86],"findings":[37],"extend":[39],"native":[41],"MLLib":[42],"library":[43],"Restricted":[45],"Boltzmann":[46],"Machines,":[47],"common":[49],"building":[50],"block":[51],"deep":[53],"architectures,":[55],"along":[56],"gradient":[59],"descent":[60],"optimization":[61],"procedure":[62],"suitable":[63],"As":[67],"case":[69],"study,":[70],"developed":[72],"handwritten":[74],"digit":[75],"recognition":[76],"application":[77],"using":[78],"discriminative":[79],"RBMs":[80],"to":[81],"demonstrate":[82],"performance":[84],"implementation.":[87]},"counts_by_year":[{"year":2024,"cited_by_count":1},{"year":2023,"cited_by_count":1},{"year":2022,"cited_by_count":5}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
