{"created":"2021-03-01T07:02:09.437419+00:00","id":42289,"links":{},"metadata":{"_buckets":{"deposit":"e5042576-b2f0-4339-ac20-9567e60cd9c4"},"_deposit":{"id":"42289","owners":[],"pid":{"revision_id":0,"type":"depid","value":"42289"},"status":"published"},"_oai":{"id":"oai:repository.dl.itc.u-tokyo.ac.jp:00042289","sets":["62:7433:7437","9:7435:7436"]},"item_8_alternative_title_1":{"attribute_name":"その他のタイトル","attribute_value_mlt":[{"subitem_alternative_title":"Theory of Linear Mixed Models and its Applications to Small Area Estimation"}]},"item_8_biblio_info_7":{"attribute_name":"書誌情報","attribute_value_mlt":[{"bibliographicIssueDates":{"bibliographicIssueDate":"2007-10","bibliographicIssueDateType":"Issued"},"bibliographicVolumeNumber":"CIRJE-J-186","bibliographic_titles":[{"bibliographic_title":"Discussion paper series. CIRJE-J"}]}]},"item_8_description_13":{"attribute_name":"フォーマット","attribute_value_mlt":[{"subitem_description":"application/pdf","subitem_description_type":"Other"}]},"item_8_description_5":{"attribute_name":"抄録","attribute_value_mlt":[{"subitem_description":"Linear mixed models (LMM) and the best linear unbiased predictor (BLUP) have received considerable attention in recent years from both theoretical and practical aspects. This article reviews the theory of LMM and illustrates how useful LMM and BLUP are through an example of the small area estimation. Linear mixed models for analyzing longitudinal data are also explained and an application to the posted land price data is given.","subitem_description_type":"Abstract"},{"subitem_description":"線形混合モデルの特徴は，観測値を共変量を用いて回帰するときに個体や地域の違いを変量として組み入れ, それらの背後に共通な確率分布を想定して個体や地域の差異を推定している点である。全体の特性値だけでなく個体や地域ごとの特性値への関心が高まるにつれ，個々の差異を変量として捉えた線形混合モデルについての研究が盛んになり，このモデルの研究が始まった家畜育種学の分野はもとより医学・生物学分野から経済・教育など社会科学の分野，特に官庁統計分野での小地域推定において利用されている。本稿では，線形混合モデルとそこから導かれる経験最良線形不偏予測量について解説し，そのモデルがもっている予測精度を高めるための仕組みや経験最良線形不偏予測量の予測誤差の評価について小地域推定に焦点を当てて説明する。また経時測定データを解析するための線形混合モデルについても紹介し，地価公示価格データへの応用例を与える。","subitem_description_type":"Abstract"}]},"item_8_description_6":{"attribute_name":"内容記述","attribute_value_mlt":[{"subitem_description":"本文フィルはリンク先を参照のこと","subitem_description_type":"Other"}]},"item_8_full_name_3":{"attribute_name":"著者別名","attribute_value_mlt":[{"nameIdentifiers":[{"nameIdentifier":"97314","nameIdentifierScheme":"WEKO"}],"names":[{"name":"Kubokawa, Tatsuya"}]}]},"item_8_publisher_20":{"attribute_name":"出版者","attribute_value_mlt":[{"subitem_publisher":"日本経済国際共同センター"}]},"item_8_relation_25":{"attribute_name":"関係URI","attribute_value_mlt":[{"subitem_relation_type_id":{"subitem_relation_type_id_text":"http://www.cirje.e.u-tokyo.ac.jp/research/dp/2007/2007cj186ab.html","subitem_relation_type_select":"URI"}}]},"item_8_source_id_10":{"attribute_name":"書誌レコードID","attribute_value_mlt":[{"subitem_source_identifier":"AA11451834","subitem_source_identifier_type":"NCID"}]},"item_8_subject_15":{"attribute_name":"日本十進分類法","attribute_value_mlt":[{"subitem_subject":"330","subitem_subject_scheme":"NDC"}]},"item_8_text_21":{"attribute_name":"出版者別名","attribute_value_mlt":[{"subitem_text_value":"Center for International Research on the Japanese Economy"}]},"item_8_text_4":{"attribute_name":"著者所属","attribute_value_mlt":[{"subitem_text_value":"東京大学大学院経済学研究科"}]},"item_access_right":{"attribute_name":"アクセス権","attribute_value_mlt":[{"subitem_access_right":"metadata only access","subitem_access_right_uri":"http://purl.org/coar/access_right/c_14cb"}]},"item_creator":{"attribute_name":"著者","attribute_type":"creator","attribute_value_mlt":[{"creatorNames":[{"creatorName":"久保川, 達也"}],"nameIdentifiers":[{"nameIdentifier":"97313","nameIdentifierScheme":"WEKO"}]}]},"item_language":{"attribute_name":"言語","attribute_value_mlt":[{"subitem_language":"jpn"}]},"item_resource_type":{"attribute_name":"資源タイプ","attribute_value_mlt":[{"resourcetype":"technical report","resourceuri":"http://purl.org/coar/resource_type/c_18gh"}]},"item_title":"線形混合モデルの理論と応用 : 特に小地域推定を巡って","item_titles":{"attribute_name":"タイトル","attribute_value_mlt":[{"subitem_title":"線形混合モデルの理論と応用 : 特に小地域推定を巡って"}]},"item_type_id":"8","owner":"1","path":["7436","7437"],"pubdate":{"attribute_name":"公開日","attribute_value":"2013-06-03"},"publish_date":"2013-06-03","publish_status":"0","recid":"42289","relation_version_is_last":true,"title":["線形混合モデルの理論と応用 : 特に小地域推定を巡って"],"weko_creator_id":"1","weko_shared_id":null},"updated":"2022-12-19T04:17:30.381290+00:00"}