{"id":"https://openalex.org/W2151640772","doi":"https://doi.org/10.1109/nabic.2009.5393875","title":"Analysis of mammograms using fractal features","display_name":"Analysis of mammograms using fractal features","publication_year":2009,"publication_date":"2009-01-01","ids":{"openalex":"https://openalex.org/W2151640772","doi":"https://doi.org/10.1109/nabic.2009.5393875","mag":"2151640772"},"language":"en","primary_location":{"id":"doi:10.1109/nabic.2009.5393875","is_oa":false,"landing_page_url":"https://doi.org/10.1109/nabic.2009.5393875","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2009 World Congress on Nature &amp; Biologically Inspired Computing (NaBIC)","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/A5103016333","display_name":"Deepa Sankar","orcid":"https://orcid.org/0000-0001-6948-2608"},"institutions":[{"id":"https://openalex.org/I20497027","display_name":"Cochin University of Science and Technology","ror":"https://ror.org/00a4kqq17","country_code":"IN","type":"education","lineage":["https://openalex.org/I20497027"]}],"countries":["IN"],"is_corresponding":true,"raw_author_name":"Deepa Sankar","raw_affiliation_strings":["Department of Electronics, Cochin university of Science and Technology, Kochi, Kerala, India"],"affiliations":[{"raw_affiliation_string":"Department of Electronics, Cochin university of Science and Technology, Kochi, Kerala, India","institution_ids":["https://openalex.org/I20497027"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5015805258","display_name":"Tessammma Thomas","orcid":null},"institutions":[{"id":"https://openalex.org/I20497027","display_name":"Cochin University of Science and Technology","ror":"https://ror.org/00a4kqq17","country_code":"IN","type":"education","lineage":["https://openalex.org/I20497027"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Tessammma Thomas","raw_affiliation_strings":["Department of Electronics, Cochin university of Science and Technology, Kochi, Kerala, India"],"affiliations":[{"raw_affiliation_string":"Department of Electronics, Cochin university of Science and Technology, Kochi, Kerala, India","institution_ids":["https://openalex.org/I20497027"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":["https://openalex.org/A5103016333"],"corresponding_institution_ids":["https://openalex.org/I20497027"],"apc_list":null,"apc_paid":null,"fwci":0.8724,"has_fulltext":false,"cited_by_count":8,"citation_normalized_percentile":{"value":0.81293404,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":96},"biblio":{"volume":"15","issue":null,"first_page":"936","last_page":"941"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10862","display_name":"AI in cancer detection","score":0.9828000068664551,"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/T10862","display_name":"AI in cancer detection","score":0.9828000068664551,"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/T10824","display_name":"Image Retrieval and Classification Techniques","score":0.9815000295639038,"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":0.9768000245094299,"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/fractal","display_name":"Fractal","score":0.6993135809898376},{"id":"https://openalex.org/keywords/feature","display_name":"Feature (linguistics)","score":0.6822620630264282},{"id":"https://openalex.org/keywords/mammography","display_name":"Mammography","score":0.6679316163063049},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.643922746181488},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.5983076095581055},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.4794313311576843},{"id":"https://openalex.org/keywords/fractal-dimension","display_name":"Fractal dimension","score":0.47634461522102356},{"id":"https://openalex.org/keywords/digital-mammography","display_name":"Digital mammography","score":0.4589653015136719},{"id":"https://openalex.org/keywords/feature-extraction","display_name":"Feature extraction","score":0.4492649734020233},{"id":"https://openalex.org/keywords/fractal-analysis","display_name":"Fractal analysis","score":0.43852171301841736},{"id":"https://openalex.org/keywords/microcalcification","display_name":"Microcalcification","score":0.42538750171661377},{"id":"https://openalex.org/keywords/computer-vision","display_name":"Computer vision","score":0.3983614146709442},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.2915571331977844},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.2875896096229553},{"id":"https://openalex.org/keywords/breast-cancer","display_name":"Breast cancer","score":0.15193107724189758},{"id":"https://openalex.org/keywords/cancer","display_name":"Cancer","score":0.06197163462638855},{"id":"https://openalex.org/keywords/internal-medicine","display_name":"Internal medicine","score":0.053926289081573486}],"concepts":[{"id":"https://openalex.org/C40636538","wikidata":"https://www.wikidata.org/wiki/Q81392","display_name":"Fractal","level":2,"score":0.6993135809898376},{"id":"https://openalex.org/C2776401178","wikidata":"https://www.wikidata.org/wiki/Q12050496","display_name":"Feature (linguistics)","level":2,"score":0.6822620630264282},{"id":"https://openalex.org/C2780472235","wikidata":"https://www.wikidata.org/wiki/Q324634","display_name":"Mammography","level":4,"score":0.6679316163063049},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.643922746181488},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.5983076095581055},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.4794313311576843},{"id":"https://openalex.org/C26546657","wikidata":"https://www.wikidata.org/wiki/Q1412452","display_name":"Fractal dimension","level":3,"score":0.47634461522102356},{"id":"https://openalex.org/C2781281974","wikidata":"https://www.wikidata.org/wiki/Q324634","display_name":"Digital mammography","level":5,"score":0.4589653015136719},{"id":"https://openalex.org/C52622490","wikidata":"https://www.wikidata.org/wiki/Q1026626","display_name":"Feature extraction","level":2,"score":0.4492649734020233},{"id":"https://openalex.org/C162494671","wikidata":"https://www.wikidata.org/wiki/Q2845227","display_name":"Fractal analysis","level":4,"score":0.43852171301841736},{"id":"https://openalex.org/C2781129008","wikidata":"https://www.wikidata.org/wiki/Q1933877","display_name":"Microcalcification","level":5,"score":0.42538750171661377},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.3983614146709442},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.2915571331977844},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.2875896096229553},{"id":"https://openalex.org/C530470458","wikidata":"https://www.wikidata.org/wiki/Q128581","display_name":"Breast cancer","level":3,"score":0.15193107724189758},{"id":"https://openalex.org/C121608353","wikidata":"https://www.wikidata.org/wiki/Q12078","display_name":"Cancer","level":2,"score":0.06197163462638855},{"id":"https://openalex.org/C126322002","wikidata":"https://www.wikidata.org/wiki/Q11180","display_name":"Internal medicine","level":1,"score":0.053926289081573486},{"id":"https://openalex.org/C41895202","wikidata":"https://www.wikidata.org/wiki/Q8162","display_name":"Linguistics","level":1,"score":0.0},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0},{"id":"https://openalex.org/C134306372","wikidata":"https://www.wikidata.org/wiki/Q7754","display_name":"Mathematical analysis","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/nabic.2009.5393875","is_oa":false,"landing_page_url":"https://doi.org/10.1109/nabic.2009.5393875","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2009 World Congress on Nature &amp; Biologically Inspired Computing (NaBIC)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":18,"referenced_works":["https://openalex.org/W2017753339","https://openalex.org/W2026506545","https://openalex.org/W2106087981","https://openalex.org/W2106258330","https://openalex.org/W2120686129","https://openalex.org/W2121915221","https://openalex.org/W2125804492","https://openalex.org/W2134275275","https://openalex.org/W2144469033","https://openalex.org/W2152671393","https://openalex.org/W2154253515","https://openalex.org/W2156770021","https://openalex.org/W2158270878","https://openalex.org/W2159257417","https://openalex.org/W2161522250","https://openalex.org/W2168062671","https://openalex.org/W2339378878","https://openalex.org/W6678295639"],"related_works":["https://openalex.org/W2378946663","https://openalex.org/W2031284012","https://openalex.org/W2354834859","https://openalex.org/W3190666406","https://openalex.org/W2144299087","https://openalex.org/W2116047071","https://openalex.org/W54977395","https://openalex.org/W1993531705","https://openalex.org/W1540588256","https://openalex.org/W4378191048"],"abstract_inverted_index":{"Medical":[0],"images":[1],"like":[2],"mammograms":[3,21,49,58],"are":[4,17,89],"very":[5],"difficult":[6],"to":[7,37],"analyze":[8],"because":[9],"of":[10,74],"their":[11],"low":[12],"contrast.":[13],"Different":[14],"fractal":[15,27,78],"features":[16],"used":[18],"for":[19,42,80],"analyzing":[20],"in":[22],"this":[23],"paper.":[24],"The":[25,52,71],"new":[26,76],"feature":[28,41,79],"derived":[29],"from":[30,60],"the":[31,57,61,75],"modified":[32],"average":[33,72],"image":[34],"is":[35,54],"found":[36],"be":[38],"a":[39],"better":[40],"distinguishing":[43],"between":[44],"normal,":[45,81],"malignant,":[46],"benign":[47,85],"and":[48,86,95],"with":[50,83],"microcalcifications.":[51],"study":[53],"performed":[55],"on":[56],"obtained":[59,90],"online":[62],"Mammographic":[63],"Image":[64],"Analysis":[65],"Society":[66],"(MIAS)":[67],"Digital":[68],"Mammogram":[69],"database.":[70],"values":[73],"normalized":[77],"mammogram":[82],"microcalcifications,":[84],"malignant":[87],"tumors":[88],"as":[91],"0.148,":[92],"0.437,":[93],"0.3145,":[94],"0.5465":[96],"respectively.":[97]},"counts_by_year":[{"year":2022,"cited_by_count":2},{"year":2020,"cited_by_count":1},{"year":2018,"cited_by_count":1},{"year":2016,"cited_by_count":1},{"year":2015,"cited_by_count":1},{"year":2012,"cited_by_count":1}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
