{"id":"https://openalex.org/W2129861107","doi":"https://doi.org/10.1109/bmei.2009.5302035","title":"31P MRS Data Diagnosis of Hepatocellular Carcinoma Based on Support Vector Machine","display_name":"31P MRS Data Diagnosis of Hepatocellular Carcinoma Based on Support Vector Machine","publication_year":2009,"publication_date":"2009-01-01","ids":{"openalex":"https://openalex.org/W2129861107","doi":"https://doi.org/10.1109/bmei.2009.5302035","mag":"2129861107"},"language":"en","primary_location":{"id":"doi:10.1109/bmei.2009.5302035","is_oa":false,"landing_page_url":"https://doi.org/10.1109/bmei.2009.5302035","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2009 2nd International Conference on Biomedical Engineering and Informatics","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/A5033918314","display_name":"Tingting Fu","orcid":"https://orcid.org/0000-0001-7741-5528"},"institutions":[{"id":"https://openalex.org/I4210098777","display_name":"Fujian Research Institute of Light Industry","ror":"https://ror.org/00xphjh14","country_code":"CN","type":"facility","lineage":["https://openalex.org/I4210098777"]},{"id":"https://openalex.org/I4210159816","display_name":"Shandong Eye Hospital","ror":"https://ror.org/05htkf588","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210159816"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Tingting Fu","raw_affiliation_strings":["Institute of Intelligence Information Processing, School of Information Science and Technology, Shandong Institute of Light Industry, Jinan, China","Sch. of Inf. Sci. & Technol., Shandong Inst. of Light Ind., Jinan, China"],"affiliations":[{"raw_affiliation_string":"Institute of Intelligence Information Processing, School of Information Science and Technology, Shandong Institute of Light Industry, Jinan, China","institution_ids":["https://openalex.org/I4210159816"]},{"raw_affiliation_string":"Sch. of Inf. Sci. & Technol., Shandong Inst. of Light Ind., Jinan, China","institution_ids":["https://openalex.org/I4210098777"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100773849","display_name":"Yihui Liu","orcid":"https://orcid.org/0009-0000-7703-6560"},"institutions":[{"id":"https://openalex.org/I4210098777","display_name":"Fujian Research Institute of Light Industry","ror":"https://ror.org/00xphjh14","country_code":"CN","type":"facility","lineage":["https://openalex.org/I4210098777"]},{"id":"https://openalex.org/I4210159816","display_name":"Shandong Eye Hospital","ror":"https://ror.org/05htkf588","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210159816"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yihui Liu","raw_affiliation_strings":["Institute of Intelligence Information Processing, School of Information Science and Technology, Shandong Institute of Light Industry, Jinan, China","Sch. of Inf. Sci. & Technol., Shandong Inst. of Light Ind., Jinan, China"],"affiliations":[{"raw_affiliation_string":"Institute of Intelligence Information Processing, School of Information Science and Technology, Shandong Institute of Light Industry, Jinan, China","institution_ids":["https://openalex.org/I4210159816"]},{"raw_affiliation_string":"Sch. of Inf. Sci. & Technol., Shandong Inst. of Light Ind., Jinan, China","institution_ids":["https://openalex.org/I4210098777"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5033606456","display_name":"Jinyong Cheng","orcid":"https://orcid.org/0000-0003-3432-4831"},"institutions":[{"id":"https://openalex.org/I4210098777","display_name":"Fujian Research Institute of Light Industry","ror":"https://ror.org/00xphjh14","country_code":"CN","type":"facility","lineage":["https://openalex.org/I4210098777"]},{"id":"https://openalex.org/I4210159816","display_name":"Shandong Eye Hospital","ror":"https://ror.org/05htkf588","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210159816"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jinyong Cheng","raw_affiliation_strings":["Institute of Intelligence Information Processing, School of Information Science and Technology, Shandong Institute of Light Industry, Jinan, China","Sch. of Inf. Sci. & Technol., Shandong Inst. of Light Ind., Jinan, China"],"affiliations":[{"raw_affiliation_string":"Institute of Intelligence Information Processing, School of Information Science and Technology, Shandong Institute of Light Industry, Jinan, China","institution_ids":["https://openalex.org/I4210159816"]},{"raw_affiliation_string":"Sch. of Inf. Sci. & Technol., Shandong Inst. of Light Ind., Jinan, China","institution_ids":["https://openalex.org/I4210098777"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100409530","display_name":"Qiang Liu","orcid":"https://orcid.org/0000-0003-2922-3518"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Qiang Liu","raw_affiliation_strings":["Department of Magnetic Resonance Imaging, Shandong Medical Imaging Research Institute, Jinan, China","Dept. of Magn. Resonance Imaging, Shandong Med. Imaging Res. Inst., Jinan, China"],"affiliations":[{"raw_affiliation_string":"Department of Magnetic Resonance Imaging, Shandong Medical Imaging Research Institute, Jinan, China","institution_ids":[]},{"raw_affiliation_string":"Dept. of Magn. Resonance Imaging, Shandong Med. Imaging Res. Inst., Jinan, China","institution_ids":[]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5065986790","display_name":"Baopeng Li","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Baopeng Li","raw_affiliation_strings":["Department of Magnetic Resonance Imaging, Shandong Medical Imaging Research Institute, Jinan, China","Dept. of Magn. Resonance Imaging, Shandong Med. Imaging Res. Inst., Jinan, China"],"affiliations":[{"raw_affiliation_string":"Department of Magnetic Resonance Imaging, Shandong Medical Imaging Research Institute, Jinan, China","institution_ids":[]},{"raw_affiliation_string":"Dept. of Magn. Resonance Imaging, Shandong Med. Imaging Res. Inst., Jinan, China","institution_ids":[]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5033918314"],"corresponding_institution_ids":["https://openalex.org/I4210098777","https://openalex.org/I4210159816"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.16532384,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"6 b","issue":null,"first_page":"1","last_page":"4"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12647","display_name":"Traditional Chinese Medicine Studies","score":0.9797000288963318,"subfield":{"id":"https://openalex.org/subfields/2707","display_name":"Complementary and alternative medicine"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}},"topics":[{"id":"https://openalex.org/T12647","display_name":"Traditional Chinese Medicine Studies","score":0.9797000288963318,"subfield":{"id":"https://openalex.org/subfields/2707","display_name":"Complementary and alternative medicine"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}},{"id":"https://openalex.org/T12254","display_name":"Machine Learning in Bioinformatics","score":0.9782000184059143,"subfield":{"id":"https://openalex.org/subfields/1312","display_name":"Molecular Biology"},"field":{"id":"https://openalex.org/fields/13","display_name":"Biochemistry, Genetics and Molecular Biology"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}},{"id":"https://openalex.org/T11396","display_name":"Artificial Intelligence in Healthcare","score":0.9549999833106995,"subfield":{"id":"https://openalex.org/subfields/3605","display_name":"Health Information Management"},"field":{"id":"https://openalex.org/fields/36","display_name":"Health Professions"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/support-vector-machine","display_name":"Support vector machine","score":0.841580331325531},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.6758255958557129},{"id":"https://openalex.org/keywords/kernel","display_name":"Kernel (algebra)","score":0.5045839548110962},{"id":"https://openalex.org/keywords/hepatocellular-carcinoma","display_name":"Hepatocellular carcinoma","score":0.47712138295173645},{"id":"https://openalex.org/keywords/polynomial","display_name":"Polynomial","score":0.4627416729927063},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.45107147097587585},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.44591712951660156},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.3523613214492798},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.3313952386379242},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.31326282024383545},{"id":"https://openalex.org/keywords/combinatorics","display_name":"Combinatorics","score":0.18688297271728516},{"id":"https://openalex.org/keywords/biology","display_name":"Biology","score":0.14251026511192322},{"id":"https://openalex.org/keywords/mathematical-analysis","display_name":"Mathematical analysis","score":0.11504170298576355},{"id":"https://openalex.org/keywords/cancer-research","display_name":"Cancer research","score":0.07185426354408264}],"concepts":[{"id":"https://openalex.org/C12267149","wikidata":"https://www.wikidata.org/wiki/Q282453","display_name":"Support vector machine","level":2,"score":0.841580331325531},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6758255958557129},{"id":"https://openalex.org/C74193536","wikidata":"https://www.wikidata.org/wiki/Q574844","display_name":"Kernel (algebra)","level":2,"score":0.5045839548110962},{"id":"https://openalex.org/C2778019345","wikidata":"https://www.wikidata.org/wiki/Q1148337","display_name":"Hepatocellular carcinoma","level":2,"score":0.47712138295173645},{"id":"https://openalex.org/C90119067","wikidata":"https://www.wikidata.org/wiki/Q43260","display_name":"Polynomial","level":2,"score":0.4627416729927063},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.45107147097587585},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.44591712951660156},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.3523613214492798},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.3313952386379242},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.31326282024383545},{"id":"https://openalex.org/C114614502","wikidata":"https://www.wikidata.org/wiki/Q76592","display_name":"Combinatorics","level":1,"score":0.18688297271728516},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.14251026511192322},{"id":"https://openalex.org/C134306372","wikidata":"https://www.wikidata.org/wiki/Q7754","display_name":"Mathematical analysis","level":1,"score":0.11504170298576355},{"id":"https://openalex.org/C502942594","wikidata":"https://www.wikidata.org/wiki/Q3421914","display_name":"Cancer research","level":1,"score":0.07185426354408264}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/bmei.2009.5302035","is_oa":false,"landing_page_url":"https://doi.org/10.1109/bmei.2009.5302035","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2009 2nd International Conference on Biomedical Engineering and Informatics","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/3","score":0.46000000834465027,"display_name":"Good health and well-being"}],"awards":[],"funders":[{"id":"https://openalex.org/F4320329039","display_name":"Project of Shandong Province Higher Educational Science and Technology Program","ror":null}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":14,"referenced_works":["https://openalex.org/W183560851","https://openalex.org/W259338706","https://openalex.org/W1563088657","https://openalex.org/W1971827670","https://openalex.org/W1998268028","https://openalex.org/W2029772080","https://openalex.org/W2040210540","https://openalex.org/W2098862343","https://openalex.org/W2109992473","https://openalex.org/W2118286367","https://openalex.org/W2140190241","https://openalex.org/W2148603752","https://openalex.org/W2158091940","https://openalex.org/W3023786531"],"related_works":["https://openalex.org/W2417822880","https://openalex.org/W628600844","https://openalex.org/W1570838273","https://openalex.org/W2410885201","https://openalex.org/W2385390897","https://openalex.org/W3172842848","https://openalex.org/W2418745692","https://openalex.org/W2404951810","https://openalex.org/W2800415451","https://openalex.org/W2337719538"],"abstract_inverted_index":{"SVM":[0,29,74,91],"(support":[1],"vector":[2],"machine)":[3],"is":[4,10,18,83,114],"a":[5],"new":[6],"machine-learning":[7],"technique":[8],"which":[9],"developed":[11],"based":[12,31,75,93,111,117],"on":[13,32,76,94,112,118],"statistical":[14],"theory":[15],"and":[16,56,69,78,108],"it":[17],"applied":[19],"in":[20,24,106],"the":[21,64,70,109],"various":[22],"fields":[23],"recent":[25],"years.":[26],"We":[27],"use":[28],"model":[30,92],"<sup":[33,39,95],"xmlns:mml=\"http://www.w3.org/1998/Math/MathML\"":[34,40,96],"xmlns:xlink=\"http://www.w3.org/1999/xlink\">31</sup>":[35,41,97],"P":[36,98],"MRS":[37,99],"(":[38],"Phosphorus":[42],"magnetic":[43],"resonance":[44],"spectroscopy)":[45],"data":[46,100],"to":[47],"distinguish":[48],"three":[49,65],"categories":[50,66],"of":[51,63,73,87,104],"hepatocellular":[52],"carcinoma,":[53],"hepatic":[54,58],"cirrhosis":[55],"normal":[57],"tissue.":[59],"The":[60,85],"recognition":[61],"accuracy":[62,72],"was":[67],"obtained,":[68],"classification":[71],"polynomial":[77,113],"radial":[79,119],"basis":[80,120],"function":[81,121],"kernel":[82],"compared.":[84],"result":[86],"experiments":[88],"shows":[89],"that":[90],"provides":[101],"diagnostic":[102],"prediction":[103],"liver":[105],"vivo,":[107],"performance":[110],"better":[115],"than":[116],"kernel.":[122]},"counts_by_year":[],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}