{ "access": { "embargo": { "active": false, "reason": null }, "files": "public", "record": "public", "status": "open" }, "created": "2021-10-11T03:56:37.107831+00:00", "custom_fields": { "journal:journal": { "issue": "4", "pages": "1426-1431", "title": "International Journal of Engineering and Advanced Technology (IJEAT)", "volume": "9" }, "legacy:subjects": [ { "identifier": "2249-8958", "scheme": "issn", "term": "ISSN" }, { "identifier": "D7349049420/2020\u00a9BEIESP", "scheme": "handle", "term": "Retrieval Number" } ] }, "deletion_status": { "is_deleted": false, "status": "P" }, "files": { "count": 1, "enabled": true, "entries": { "D7349049420.pdf": { "checksum": "md5:4108227c0d9e577475c6443e98fa06db", "ext": "pdf", "id": "fcdef4b5-2dd2-49ec-a619-5cf4b365e504", "key": "D7349049420.pdf", "metadata": null, "mimetype": "application/pdf", "size": 593199 } }, "order": [], "total_bytes": 593199 }, "id": "5560186", "is_draft": false, "is_published": true, "links": { "access": "https://zenodo.org/api/records/5560186/access", "access_links": "https://zenodo.org/api/records/5560186/access/links", "access_request": "https://zenodo.org/api/records/5560186/access/request", "access_users": "https://zenodo.org/api/records/5560186/access/users", "archive": "https://zenodo.org/api/records/5560186/files-archive", "archive_media": "https://zenodo.org/api/records/5560186/media-files-archive", "communities": "https://zenodo.org/api/records/5560186/communities", "communities-suggestions": "https://zenodo.org/api/records/5560186/communities-suggestions", "doi": "https://doi.org/10.35940/ijeat.D7349.049420", "draft": "https://zenodo.org/api/records/5560186/draft", "files": "https://zenodo.org/api/records/5560186/files", "latest": "https://zenodo.org/api/records/5560186/versions/latest", "latest_html": "https://zenodo.org/records/5560186/latest", "media_files": "https://zenodo.org/api/records/5560186/media-files", "parent": "https://zenodo.org/api/records/5560185", "parent_doi": "https://zenodo.org/doi/", "parent_html": "https://zenodo.org/records/5560185", "requests": "https://zenodo.org/api/records/5560186/requests", "reserve_doi": "https://zenodo.org/api/records/5560186/draft/pids/doi", "self": "https://zenodo.org/api/records/5560186", "self_doi": "https://zenodo.org/doi/10.35940/ijeat.D7349.049420", "self_html": "https://zenodo.org/records/5560186", "self_iiif_manifest": "https://zenodo.org/api/iiif/record:5560186/manifest", "self_iiif_sequence": "https://zenodo.org/api/iiif/record:5560186/sequence/default", "versions": "https://zenodo.org/api/records/5560186/versions" }, "media_files": { "count": 0, "enabled": false, "entries": {}, "order": [], "total_bytes": 0 }, "metadata": { "contributors": [ { "affiliations": [ { "name": "Publisher" } ], "person_or_org": { "family_name": "Blue Eyes Intelligence Engineering & Sciences Publication(BEIESP)", "name": "Blue Eyes Intelligence Engineering & Sciences Publication(BEIESP)", "type": "personal" }, "role": { "id": "sponsor", "title": { "de": "Sponsor", "en": "Sponsor" } } } ], "creators": [ { "affiliations": [ { "name": "Computer Engineering, Shri Ramdeobaba College of Engineering & Management, Nagpur." } ], "person_or_org": { "family_name": "Smita Nirkhi", "name": "Smita Nirkhi", "type": "personal" } }, { "affiliations": [ { "name": "EXTC Department,SVKMs NMIMS Shirpur Campus" } ], "person_or_org": { "family_name": "Shashikant Patil", "name": "Shashikant Patil", "type": "personal" } } ], "description": "
This is an attempt to address the various challenges opportunities and scope for formulating and designing new procedure in imbalanced classification problem which poses a challenge to a predictive modelling as many of AI ML n DL algorithms which are extensively used for classification are always designed from the perspective of with majority of focus on assuming equal number of examples for a class. It leads to poor efficiency and performance especially in minority class. As Minority class is always very crucial and sensitive to classification errors and also its utmost important in imbalanced classification. This chapter discusses addresses and gives novel as well as deep insights with unequal distribution of classes in training datasets. Largely real time and real world classifications are comprising imbalanced distribution so need specialized techniques for more challenging and sophisticated models with minimal errors and improved performance.
", "languages": [ { "id": "eng", "title": { "en": "English" } } ], "publication_date": "2020-04-30", "publisher": "Zenodo", "related_identifiers": [ { "identifier": "2249-8958", "relation_type": { "id": "iscitedby", "title": { "de": "Wird zitiert von", "en": "Is cited by" } }, "resource_type": { "id": "publication-article", "title": { "de": "Zeitschriftenartikel", "en": "Journal article" } }, "scheme": "issn" } ], "resource_type": { "id": "publication-article", "title": { "de": "Zeitschriftenartikel", "en": "Journal article" } }, "rights": [ { "description": { "en": "The Creative Commons Attribution license allows re-distribution and re-use of a licensed work on the condition that the creator is appropriately credited." }, "icon": "cc-by-icon", "id": "cc-by-4.0", "props": { "scheme": "spdx", "url": "https://creativecommons.org/licenses/by/4.0/legalcode" }, "title": { "en": "Creative Commons Attribution 4.0 International" } } ], "subjects": [ { "subject": "Imbalanced Data; Class imbalance, Machine Learning; Algorithms; Data Mining ." } ], "title": "Comprehensive Assessment of Imbalanced Data Classification" }, "parent": { "access": { "owned_by": { "user": 251627 } }, "communities": {}, "id": "5560185", "pids": {} }, "pids": { "doi": { "identifier": "10.35940/ijeat.D7349.049420", "provider": "external" }, "oai": { "identifier": "oai:zenodo.org:5560186", "provider": "oai" } }, "revision_id": 2, "stats": { "all_versions": { "data_volume": 21355164.0, "downloads": 36, "unique_downloads": 36, "unique_views": 42, "views": 45 }, "this_version": { "data_volume": 21355164.0, "downloads": 36, "unique_downloads": 36, "unique_views": 42, "views": 45 } }, "status": "published", "updated": "2021-10-11T13:48:31.203909+00:00", "versions": { "index": 1, "is_latest": true } }