{"id":"https://openalex.org/W7160594198","doi":"https://doi.org/10.1007/978-981-95-7084-3_24","title":"MMAP: A Multi-Magnification and\u00a0Prototype-Aware Architecture for\u00a0Predicting Spatial Gene Expression","display_name":"MMAP: A Multi-Magnification and\u00a0Prototype-Aware Architecture for\u00a0Predicting Spatial Gene Expression","publication_year":2026,"publication_date":"2026-01-01","ids":{"openalex":"https://openalex.org/W7160594198","doi":"https://doi.org/10.1007/978-981-95-7084-3_24"},"language":"en","primary_location":{"id":"doi:10.1007/978-981-95-7084-3_24","is_oa":false,"landing_page_url":"https://doi.org/10.1007/978-981-95-7084-3_24","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":["arxiv","crossref"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://arxiv.org/pdf/2510.11344","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5072484054","display_name":"Hai Nguyen","orcid":"https://orcid.org/0000-0002-5170-6228"},"institutions":[{"id":"https://openalex.org/I4210109845","display_name":"Vinmec International Hospital","ror":"https://ror.org/01q2pxs68","country_code":"VN","type":"healthcare","lineage":["https://openalex.org/I4210109845"]},{"id":"https://openalex.org/I4210148301","display_name":"Institute of Mathematics","ror":"https://ror.org/04jr71r83","country_code":"VN","type":"facility","lineage":["https://openalex.org/I4210148301","https://openalex.org/I70349855"]},{"id":"https://openalex.org/I94518387","display_name":"Hanoi University of Science and Technology","ror":"https://ror.org/04nyv3z04","country_code":"VN","type":"education","lineage":["https://openalex.org/I94518387"]}],"countries":["VN"],"is_corresponding":true,"raw_author_name":"Hai Dang Nguyen","raw_affiliation_strings":["Anatomic Pathology Division, Laboratory Department, Vinmec Times City International Hospital, Vinmec Healthcare System, Hanoi, Vietnam","Institute for AI Innovation and Societal Impact, Hanoi University of Science and Technology, Hanoi, Vietnam"],"raw_orcid":"https://orcid.org/0009-0008-5752-1049","affiliations":[{"raw_affiliation_string":"Anatomic Pathology Division, Laboratory Department, Vinmec Times City International Hospital, Vinmec Healthcare System, Hanoi, Vietnam","institution_ids":["https://openalex.org/I4210109845"]},{"raw_affiliation_string":"Institute for AI Innovation and Societal Impact, Hanoi University of Science and Technology, Hanoi, Vietnam","institution_ids":["https://openalex.org/I94518387","https://openalex.org/I4210148301"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5135683958","display_name":"Nguyen Dang Huy Pham","orcid":null},"institutions":[{"id":"https://openalex.org/I4210100829","display_name":"Le Hong Phong High School for the Gifted","ror":"https://ror.org/014028r32","country_code":"VN","type":"education","lineage":["https://openalex.org/I4210100829"]}],"countries":["VN"],"is_corresponding":false,"raw_author_name":"Nguyen Dang Huy Pham","raw_affiliation_strings":["Amsterdam High School for the Gifted, Hanoi, Vietnam"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Amsterdam High School for the Gifted, Hanoi, Vietnam","institution_ids":["https://openalex.org/I4210100829"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5043524211","display_name":"Thuy Nguyen","orcid":"https://orcid.org/0000-0002-5370-6205"},"institutions":[{"id":"https://openalex.org/I4210148301","display_name":"Institute of Mathematics","ror":"https://ror.org/04jr71r83","country_code":"VN","type":"facility","lineage":["https://openalex.org/I4210148301","https://openalex.org/I70349855"]},{"id":"https://openalex.org/I94518387","display_name":"Hanoi University of Science and Technology","ror":"https://ror.org/04nyv3z04","country_code":"VN","type":"education","lineage":["https://openalex.org/I94518387"]}],"countries":["VN"],"is_corresponding":false,"raw_author_name":"The Minh Duc Nguyen","raw_affiliation_strings":["Institute for AI Innovation and Societal Impact, Hanoi University of Science and Technology, Hanoi, Vietnam"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Institute for AI Innovation and Societal Impact, Hanoi University of Science and Technology, Hanoi, Vietnam","institution_ids":["https://openalex.org/I94518387","https://openalex.org/I4210148301"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5135642347","display_name":"Dac Thai Nguyen","orcid":null},"institutions":[{"id":"https://openalex.org/I157725225","display_name":"University of Illinois Urbana-Champaign","ror":"https://ror.org/047426m28","country_code":"US","type":"education","lineage":["https://openalex.org/I157725225"]},{"id":"https://openalex.org/I4210148301","display_name":"Institute of Mathematics","ror":"https://ror.org/04jr71r83","country_code":"VN","type":"facility","lineage":["https://openalex.org/I4210148301","https://openalex.org/I70349855"]},{"id":"https://openalex.org/I94518387","display_name":"Hanoi University of Science and Technology","ror":"https://ror.org/04nyv3z04","country_code":"VN","type":"education","lineage":["https://openalex.org/I94518387"]}],"countries":["US","VN"],"is_corresponding":false,"raw_author_name":"Dac Thai Nguyen","raw_affiliation_strings":["Institute for AI Innovation and Societal Impact, Hanoi University of Science and Technology, Hanoi, Vietnam","University of Illinois Urbana-Champaign, Champaign, IL, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Institute for AI Innovation and Societal Impact, Hanoi University of Science and Technology, Hanoi, Vietnam","institution_ids":["https://openalex.org/I94518387","https://openalex.org/I4210148301"]},{"raw_affiliation_string":"University of Illinois Urbana-Champaign, Champaign, IL, USA","institution_ids":["https://openalex.org/I157725225"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5135703826","display_name":"Hang Thi Nguyen","orcid":null},"institutions":[{"id":"https://openalex.org/I4210109845","display_name":"Vinmec International Hospital","ror":"https://ror.org/01q2pxs68","country_code":"VN","type":"healthcare","lineage":["https://openalex.org/I4210109845"]},{"id":"https://openalex.org/I4210148301","display_name":"Institute of Mathematics","ror":"https://ror.org/04jr71r83","country_code":"VN","type":"facility","lineage":["https://openalex.org/I4210148301","https://openalex.org/I70349855"]},{"id":"https://openalex.org/I94518387","display_name":"Hanoi University of Science and Technology","ror":"https://ror.org/04nyv3z04","country_code":"VN","type":"education","lineage":["https://openalex.org/I94518387"]}],"countries":["VN"],"is_corresponding":true,"raw_author_name":"Hang Thi Nguyen","raw_affiliation_strings":["Anatomic Pathology Division, Laboratory Department, Vinmec Times City International Hospital, Vinmec Healthcare System, Hanoi, Vietnam","Institute for AI Innovation and Societal Impact, Hanoi University of Science and Technology, Hanoi, Vietnam"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Anatomic Pathology Division, Laboratory Department, Vinmec Times City International Hospital, Vinmec Healthcare System, Hanoi, Vietnam","institution_ids":["https://openalex.org/I4210109845"]},{"raw_affiliation_string":"Institute for AI Innovation and Societal Impact, Hanoi University of Science and Technology, Hanoi, Vietnam","institution_ids":["https://openalex.org/I94518387","https://openalex.org/I4210148301"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5125557185","display_name":"Duong M. Nguyen","orcid":null},"institutions":[{"id":"https://openalex.org/I157725225","display_name":"University of Illinois Urbana-Champaign","ror":"https://ror.org/047426m28","country_code":"US","type":"education","lineage":["https://openalex.org/I157725225"]},{"id":"https://openalex.org/I4210148301","display_name":"Institute of Mathematics","ror":"https://ror.org/04jr71r83","country_code":"VN","type":"facility","lineage":["https://openalex.org/I4210148301","https://openalex.org/I70349855"]},{"id":"https://openalex.org/I94518387","display_name":"Hanoi University of Science and Technology","ror":"https://ror.org/04nyv3z04","country_code":"VN","type":"education","lineage":["https://openalex.org/I94518387"]}],"countries":["US","VN"],"is_corresponding":false,"raw_author_name":"Duong M. Nguyen","raw_affiliation_strings":["Institute for AI Innovation and Societal Impact, Hanoi University of Science and Technology, Hanoi, Vietnam","University of Illinois Urbana-Champaign, Champaign, IL, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Institute for AI Innovation and Societal Impact, Hanoi University of Science and Technology, Hanoi, Vietnam","institution_ids":["https://openalex.org/I94518387","https://openalex.org/I4210148301"]},{"raw_affiliation_string":"University of Illinois Urbana-Champaign, Champaign, IL, USA","institution_ids":["https://openalex.org/I157725225"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5072484054","https://openalex.org/A5135703826"],"corresponding_institution_ids":["https://openalex.org/I4210109845","https://openalex.org/I4210148301","https://openalex.org/I94518387"],"apc_list":{"value":5000,"currency":"EUR","value_usd":5392},"apc_paid":null,"fwci":0.0,"has_fulltext":true,"cited_by_count":0,"citation_normalized_percentile":{"value":0.83848797,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"381","last_page":"395"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11289","display_name":"Single-cell and spatial transcriptomics","score":0.9366000294685364,"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"}},"topics":[{"id":"https://openalex.org/T11289","display_name":"Single-cell and spatial transcriptomics","score":0.9366000294685364,"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/T12859","display_name":"Cell Image Analysis Techniques","score":0.027899999171495438,"subfield":{"id":"https://openalex.org/subfields/1304","display_name":"Biophysics"},"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/T10885","display_name":"Gene expression and cancer classification","score":0.01510000042617321,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/feature","display_name":"Feature (linguistics)","score":0.5717999935150146},{"id":"https://openalex.org/keywords/granularity","display_name":"Granularity","score":0.570900022983551},{"id":"https://openalex.org/keywords/spatial-analysis","display_name":"Spatial analysis","score":0.5223000049591064},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.5220999717712402},{"id":"https://openalex.org/keywords/modality","display_name":"Modality (human\u2013computer interaction)","score":0.5214999914169312},{"id":"https://openalex.org/keywords/expression","display_name":"Expression (computer science)","score":0.4388999938964844},{"id":"https://openalex.org/keywords/set","display_name":"Set (abstract data type)","score":0.42809998989105225},{"id":"https://openalex.org/keywords/mean-squared-error","display_name":"Mean squared error","score":0.4250999987125397},{"id":"https://openalex.org/keywords/architecture","display_name":"Architecture","score":0.391400009393692},{"id":"https://openalex.org/keywords/key","display_name":"Key (lock)","score":0.36399999260902405}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8339999914169312},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5856999754905701},{"id":"https://openalex.org/C2776401178","wikidata":"https://www.wikidata.org/wiki/Q12050496","display_name":"Feature (linguistics)","level":2,"score":0.5717999935150146},{"id":"https://openalex.org/C177774035","wikidata":"https://www.wikidata.org/wiki/Q1246948","display_name":"Granularity","level":2,"score":0.570900022983551},{"id":"https://openalex.org/C159620131","wikidata":"https://www.wikidata.org/wiki/Q1938983","display_name":"Spatial analysis","level":2,"score":0.5223000049591064},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.5220999717712402},{"id":"https://openalex.org/C2780226545","wikidata":"https://www.wikidata.org/wiki/Q6888030","display_name":"Modality (human\u2013computer interaction)","level":2,"score":0.5214999914169312},{"id":"https://openalex.org/C90559484","wikidata":"https://www.wikidata.org/wiki/Q778379","display_name":"Expression (computer science)","level":2,"score":0.4388999938964844},{"id":"https://openalex.org/C177264268","wikidata":"https://www.wikidata.org/wiki/Q1514741","display_name":"Set (abstract data type)","level":2,"score":0.42809998989105225},{"id":"https://openalex.org/C139945424","wikidata":"https://www.wikidata.org/wiki/Q1940696","display_name":"Mean squared error","level":2,"score":0.4250999987125397},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.42489999532699585},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.3935999870300293},{"id":"https://openalex.org/C123657996","wikidata":"https://www.wikidata.org/wiki/Q12271","display_name":"Architecture","level":2,"score":0.391400009393692},{"id":"https://openalex.org/C26517878","wikidata":"https://www.wikidata.org/wiki/Q228039","display_name":"Key (lock)","level":2,"score":0.36399999260902405},{"id":"https://openalex.org/C2984842247","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep neural networks","level":3,"score":0.3634999990463257},{"id":"https://openalex.org/C83665646","wikidata":"https://www.wikidata.org/wiki/Q42139305","display_name":"Feature vector","level":2,"score":0.34290000796318054},{"id":"https://openalex.org/C117220453","wikidata":"https://www.wikidata.org/wiki/Q5172842","display_name":"Correlation","level":2,"score":0.3409999907016754},{"id":"https://openalex.org/C2776214188","wikidata":"https://www.wikidata.org/wiki/Q408386","display_name":"Inference","level":2,"score":0.3294999897480011},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.3271999955177307},{"id":"https://openalex.org/C2780451532","wikidata":"https://www.wikidata.org/wiki/Q759676","display_name":"Task (project management)","level":2,"score":0.32589998841285706},{"id":"https://openalex.org/C115961682","wikidata":"https://www.wikidata.org/wiki/Q860623","display_name":"Image (mathematics)","level":2,"score":0.3228999972343445},{"id":"https://openalex.org/C126042441","wikidata":"https://www.wikidata.org/wiki/Q1324888","display_name":"Frame (networking)","level":2,"score":0.3158999979496002},{"id":"https://openalex.org/C125411270","wikidata":"https://www.wikidata.org/wiki/Q18653","display_name":"Encoding (memory)","level":2,"score":0.3116999864578247},{"id":"https://openalex.org/C160633673","wikidata":"https://www.wikidata.org/wiki/Q355198","display_name":"Pixel","level":2,"score":0.3089999854564667},{"id":"https://openalex.org/C2780092901","wikidata":"https://www.wikidata.org/wiki/Q3433612","display_name":"Correlation coefficient","level":2,"score":0.3066999912261963},{"id":"https://openalex.org/C150060386","wikidata":"https://www.wikidata.org/wiki/Q7574054","display_name":"Spatial correlation","level":2,"score":0.29319998621940613},{"id":"https://openalex.org/C66746571","wikidata":"https://www.wikidata.org/wiki/Q1134833","display_name":"ENCODE","level":3,"score":0.287200003862381},{"id":"https://openalex.org/C55078378","wikidata":"https://www.wikidata.org/wiki/Q1136628","display_name":"Pearson product-moment correlation coefficient","level":2,"score":0.2793999910354614},{"id":"https://openalex.org/C193415008","wikidata":"https://www.wikidata.org/wiki/Q639681","display_name":"Network architecture","level":2,"score":0.27059999108314514},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.26829999685287476},{"id":"https://openalex.org/C169903167","wikidata":"https://www.wikidata.org/wiki/Q3985153","display_name":"Test set","level":2,"score":0.26109999418258667},{"id":"https://openalex.org/C83546350","wikidata":"https://www.wikidata.org/wiki/Q1139051","display_name":"Regression","level":2,"score":0.2581999897956848},{"id":"https://openalex.org/C52622490","wikidata":"https://www.wikidata.org/wiki/Q1026626","display_name":"Feature extraction","level":2,"score":0.2524000108242035},{"id":"https://openalex.org/C2779227376","wikidata":"https://www.wikidata.org/wiki/Q6505497","display_name":"Layer (electronics)","level":2,"score":0.25200000405311584},{"id":"https://openalex.org/C100921725","wikidata":"https://www.wikidata.org/wiki/Q1650811","display_name":"Spatial frequency","level":2,"score":0.2500999867916107},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.2500999867916107}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1007/978-981-95-7084-3_24","is_oa":false,"landing_page_url":"https://doi.org/10.1007/978-981-95-7084-3_24","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:arXiv.org:2510.11344","is_oa":true,"landing_page_url":"https://arxiv.org/abs/2510.11344","pdf_url":"https://arxiv.org/pdf/2510.11344","source":{"id":"https://openalex.org/S4393918464","display_name":"ArXiv.org","issn_l":"2331-8422","issn":["2331-8422"],"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"text"}],"best_oa_location":{"id":"pmh:oai:arXiv.org:2510.11344","is_oa":true,"landing_page_url":"https://arxiv.org/abs/2510.11344","pdf_url":"https://arxiv.org/pdf/2510.11344","source":{"id":"https://openalex.org/S4393918464","display_name":"ArXiv.org","issn_l":"2331-8422","issn":["2331-8422"],"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"text"},"sustainable_development_goals":[{"display_name":"Sustainable cities and communities","score":0.4424028694629669,"id":"https://metadata.un.org/sdg/11"}],"awards":[],"funders":[],"has_content":{"pdf":true,"grobid_xml":false},"content_urls":{"pdf":"https://content.openalex.org/works/W7160594198.pdf"},"referenced_works_count":29,"referenced_works":["https://openalex.org/W2589658264","https://openalex.org/W2806524706","https://openalex.org/W2963172626","https://openalex.org/W3036882247","https://openalex.org/W3043535018","https://openalex.org/W3089090082","https://openalex.org/W3125011419","https://openalex.org/W3203364159","https://openalex.org/W3205213119","https://openalex.org/W3216067893","https://openalex.org/W4288809219","https://openalex.org/W4293236718","https://openalex.org/W4307930543","https://openalex.org/W4319299885","https://openalex.org/W4386076092","https://openalex.org/W4388042328","https://openalex.org/W4388830671","https://openalex.org/W4390242455","https://openalex.org/W4392553889","https://openalex.org/W4392947521","https://openalex.org/W4400294055","https://openalex.org/W4402660143","https://openalex.org/W4402727102","https://openalex.org/W4402733589","https://openalex.org/W4407360292","https://openalex.org/W4410295403","https://openalex.org/W4410296127","https://openalex.org/W4413157983","https://openalex.org/W7133227398"],"related_works":[],"abstract_inverted_index":null,"counts_by_year":[],"updated_date":"2026-05-22T09:01:20.584952","created_date":"2026-05-09T00:00:00"}
