{"_buckets": {"deposit": "058ab69a-a3a8-4582-8703-dc4aa4904380"}, "_deposit": {"id": "5707", "owners": [], "pid": {"revision_id": 0, "type": "depid", "value": "5707"}, "status": "published"}, "_oai": {"id": "oai:nagoya.repo.nii.ac.jp:00005707"}, "item_9_biblio_info_6": {"attribute_name": "\u66f8\u8a8c\u60c5\u5831", "attribute_value_mlt": [{"bibliographicIssueDates": {"bibliographicIssueDate": "2006-12", "bibliographicIssueDateType": "Issued"}, "bibliographicPageEnd": "220", "bibliographicPageStart": "195", "bibliographicVolumeNumber": "32", "bibliographic_titles": [{"bibliographic_title": "Forum of International Development Studies"}]}]}, "item_9_description_4": {"attribute_name": "\u6284\u9332", "attribute_value_mlt": [{"subitem_description": "The deterioration of key financial figures could indicate early symptoms of corporate failures. The effort to classify healthy and unhealthy firms could benefit many stakeholders by minimizing their potential losses and the severity of problems. The main purpose of this paper is to develop a failure classification model for Malaysian firms using Discriminant Analysis(DA)and Logistic Regression(LR)as statistical techniques. The dataset consist of 448 total observations, selected from 32 matched samplings of healthy and unhealthy firms in Malaysia from 1998-2004. An external validation was tested on 15 Malaysian firms for year 2005.  The objective of this paper is to find the best selection of financial ratios that could discriminate between these two groups. Empirical results reveal that liquidity ratios play the most important role when determining the reasons for corporate failures in Malaysia. The results from the overall classification accuracy indicates that discriminant analysis approach produces slightly better results with 84\uff05accuracy compared to logistic regression approach of 83\uff05. The results also show that the probability for the sampled Malaysian firms be considered unhealthy is over 40percent. This research contributes to the literature by identifying early symptoms to corporate failures.", "subitem_description_type": "Abstract"}]}, "item_9_identifier_registration": {"attribute_name": "ID\u767b\u9332", "attribute_value_mlt": [{"subitem_identifier_reg_text": "10.18999/forids.32.195", "subitem_identifier_reg_type": "JaLC"}]}, "item_9_publisher_32": {"attribute_name": "\u51fa\u7248\u8005", "attribute_value_mlt": [{"subitem_publisher": "Graduate School of International Development, Nagoya University"}]}, "item_9_relation_43": {"attribute_name": "\u7570\u7248\u3067\u3042\u308b", "attribute_value_mlt": [{"subitem_relation_type": "isVersionOf", "subitem_relation_type_id": {"subitem_relation_type_id_text": "http://www.gsid.nagoya-u.ac.jp/bpub/research/public/forum/32/11.pdf", "subitem_relation_type_select": "URI"}}]}, "item_9_select_15": {"attribute_name": "\u8457\u8005\u7248\u30d5\u30e9\u30b0", "attribute_value_mlt": [{"subitem_select_item": "publisher"}]}, "item_9_source_id_61": {"attribute_name": "ISSN\uff08Online\uff09", "attribute_value_mlt": [{"subitem_source_identifier": "2189-9126", "subitem_source_identifier_type": "ISSN"}]}, "item_9_source_id_7": {"attribute_name": "ISSN\uff08print\uff09", "attribute_value_mlt": [{"subitem_source_identifier": "1341-3732", "subitem_source_identifier_type": "ISSN"}]}, "item_9_text_14": {"attribute_name": "\u30d5\u30a9\u30fc\u30de\u30c3\u30c8", "attribute_value_mlt": [{"subitem_text_value": "application/pdf"}]}, "item_creator": {"attribute_name": "\u8457\u8005", "attribute_type": "creator", "attribute_value_mlt": [{"creatorNames": [{"creatorName": "MATYATIM, Rosliza"}], "nameIdentifiers": [{"nameIdentifier": "87481", "nameIdentifierScheme": "WEKO"}]}]}, "item_files": {"attribute_name": "\u30d5\u30a1\u30a4\u30eb\u60c5\u5831", "attribute_type": "file", "attribute_value_mlt": [{"accessrole": "open_date", "date": [{"dateType": "Available", "dateValue": "2018-02-19"}], "displaytype": "detail", "download_preview_message": "", "file_order": 0, "filename": "11.pdf", "filesize": [{"value": "8.6 MB"}], "format": "application/pdf", "future_date_message": "", "is_thumbnail": false, "licensetype": "license_free", "mimetype": "application/pdf", "size": 8600000.0, "url": {"label": "11.pdf", "url": "https://nagoya.repo.nii.ac.jp/record/5707/files/11.pdf"}, "version_id": "3e6f4673-14d8-44b1-8b79-39866bf89590"}]}, "item_keyword": {"attribute_name": "\u30ad\u30fc\u30ef\u30fc\u30c9", "attribute_value_mlt": [{"subitem_subject": "Liquidity ratios", "subitem_subject_scheme": "Other"}, {"subitem_subject": "Discriminant Analysis", "subitem_subject_scheme": "Other"}, {"subitem_subject": "Logistic Regression", "subitem_subject_scheme": "Other"}]}, "item_language": {"attribute_name": "\u8a00\u8a9e", "attribute_value_mlt": [{"subitem_language": "eng"}]}, "item_resource_type": {"attribute_name": "\u8cc7\u6e90\u30bf\u30a4\u30d7", "attribute_value_mlt": [{"resourcetype": "departmental bulletin paper", "resourceuri": "http://purl.org/coar/resource_type/c_6501"}]}, "item_title": "The Classification Model for Corporate Failures in Malaysia", "item_titles": {"attribute_name": "\u30bf\u30a4\u30c8\u30eb", "attribute_value_mlt": [{"subitem_title": "The Classification Model for Corporate Failures in Malaysia"}]}, "item_type_id": "9", "owner": "1", "path": ["608/609/610/707"], "permalink_uri": "https://doi.org/10.18999/forids.32.195", "pubdate": {"attribute_name": "\u516c\u958b\u65e5", "attribute_value": "2007-02-19"}, "publish_date": "2007-02-19", "publish_status": "0", "recid": "5707", "relation": {}, "relation_version_is_last": true, "title": ["The Classification Model for Corporate Failures in Malaysia"], "weko_shared_id": null}