{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,9,29]],"date-time":"2025-09-29T11:59:00Z","timestamp":1759147140513},"reference-count":19,"publisher":"Wiley","issue":"2","license":[{"start":{"date-parts":[[2018,5,29]],"date-time":"2018-05-29T00:00:00Z","timestamp":1527552000000},"content-version":"vor","delay-in-days":0,"URL":"http:\/\/onlinelibrary.wiley.com\/termsAndConditions#vor"}],"funder":[{"DOI":"10.13039\/501100001809","name":"National Natural Science Foundation of China","doi-asserted-by":"publisher","award":["71771211","11401013, and 91546202"],"award-info":[{"award-number":["71771211","11401013, and 91546202"]}],"id":[{"id":"10.13039\/501100001809","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/100000002","name":"National Institutes of Health","doi-asserted-by":"publisher","award":["CA204120 and CA191383"],"award-info":[{"award-number":["CA204120 and CA191383"]}],"id":[{"id":"10.13039\/100000002","id-type":"DOI","asserted-by":"publisher"}]}],"content-domain":{"domain":["onlinelibrary.wiley.com"],"crossmark-restriction":true},"short-container-title":["Appl Stoch Models Bus &amp; Ind"],"published-print":{"date-parts":[[2019,3]]},"abstract":"<jats:title>Abstract<\/jats:title><jats:p>For many complex business and industry problems, high\u2010dimensional data collection and modeling have been conducted. It has been shown that interactions may have important implications beyond the main effects. The number of unknown parameters in an interaction analysis can be larger or much larger than the sample size. As such, results generated from analyzing a single data set are often unsatisfactory. Integrative analysis, which jointly analyzes the raw data from multiple independent studies, has been conducted in a series of recent studies and shown to outperform single\u2013data set analysis, meta\u2010analysis, and other multi\u2013data set analyses. In this study, our goal is to conduct integrative analysis in interaction analysis. For regularized estimation and selection of important interactions (and main effects), we apply a threshold gradient directed regularization approach. Advancing from the existing studies, the threshold gradient directed regularization approach is modified to respect the \u201cmain effects, interactions\u201d hierarchy. The proposed approach has an intuitive formulation and is computationally simple and broadly applicable. Simulations and the analyses of financial early warning system data and news\u2010APP (application) recommendation behavior data demonstrate its satisfactory practical performance.<\/jats:p>","DOI":"10.1002\/asmb.2342","type":"journal-article","created":{"date-parts":[[2018,5,29]],"date-time":"2018-05-29T07:38:09Z","timestamp":1527579489000},"page":"354-375","update-policy":"http:\/\/dx.doi.org\/10.1002\/crossmark_policy","source":"Crossref","is-referenced-by-count":6,"title":["Integrative interaction analysis using threshold gradient directed regularization"],"prefix":"10.1002","volume":"35","author":[{"given":"Yang","family":"Li","sequence":"first","affiliation":[{"name":"Center for Applied Statistics Renmin University of China  Beijing China"},{"name":"School of Statistics Renmin University of China  Beijing China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Rong","family":"Li","sequence":"additional","affiliation":[{"name":"School of Statistics Renmin University of China  Beijing China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Yichen","family":"Qin","sequence":"additional","affiliation":[{"name":"Operations, Business Analytics &amp; Information Systems Department University of Cincinnati  Cincinnati OH USA"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Mengyun","family":"Wu","sequence":"additional","affiliation":[{"name":"School of Statistics and Management Shanghai University of Finance and Economics  Shanghai China"},{"name":"Department of Biostatistics Yale University  New Haven CT USA"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Shuangge","family":"Ma","sequence":"additional","affiliation":[{"name":"School of Statistics Renmin University of China  Beijing China"},{"name":"Department of Biostatistics Yale University  New Haven CT USA"}],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"311","published-online":{"date-parts":[[2018,5,29]]},"reference":[{"key":"e_1_2_7_2_1","doi-asserted-by":"publisher","DOI":"10.1214\/13-AOS1096"},{"key":"e_1_2_7_3_1","doi-asserted-by":"publisher","DOI":"10.1080\/10618600.2014.938812"},{"key":"e_1_2_7_4_1","doi-asserted-by":"publisher","DOI":"10.4310\/SII.2015.v8.n3.a9"},{"key":"e_1_2_7_5_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.energy.2015.02.008"},{"key":"e_1_2_7_6_1","doi-asserted-by":"publisher","DOI":"10.1111\/0008-4085.00085"},{"key":"e_1_2_7_7_1","doi-asserted-by":"publisher","DOI":"10.1111\/j.1467-9868.2005.00503.x"},{"key":"e_1_2_7_8_1","doi-asserted-by":"publisher","DOI":"10.1214\/009053607000000875"},{"key":"e_1_2_7_9_1","doi-asserted-by":"publisher","DOI":"10.1016\/0165-1765(83)90175-1"},{"issue":"2","key":"e_1_2_7_10_1","first-page":"105","article-title":"Big data analytics: integrating penalty strategies","volume":"11","author":"Ejaz Ahmed S","year":"2016","journal-title":"Int J Manage Sci Eng Manage"},{"key":"e_1_2_7_11_1","doi-asserted-by":"publisher","DOI":"10.1080\/00949655.2016.1277427"},{"key":"e_1_2_7_12_1","doi-asserted-by":"publisher","DOI":"10.1111\/j.1467-9469.2012.00816.x"},{"key":"e_1_2_7_13_1","doi-asserted-by":"publisher","DOI":"10.1002\/sim.7138"},{"key":"e_1_2_7_14_1","unstructured":"FriedmanJ PopescuBE.Gradient Directed Regularization for Linear Regression and Classification.\u00a0Department of Statistics Stanford University;2003.\u00a0Technical report."},{"key":"e_1_2_7_15_1","doi-asserted-by":"publisher","DOI":"10.1002\/gepi.21781"},{"key":"e_1_2_7_16_1","doi-asserted-by":"publisher","DOI":"10.1002\/sim.5780"},{"key":"e_1_2_7_17_1","first-page":"461","article-title":"Distributional convergence under random censorship when covariables are present","volume":"23","author":"Stute W","year":"1996","journal-title":"Scand J Stat"},{"key":"e_1_2_7_18_1","doi-asserted-by":"publisher","DOI":"10.1002\/qre.1684"},{"key":"e_1_2_7_19_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.eswa.2011.12.021"},{"key":"e_1_2_7_20_1","doi-asserted-by":"publisher","DOI":"10.1007\/s10985-009-9144-2"}],"container-title":["Applied Stochastic Models in Business and Industry"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/api.wiley.com\/onlinelibrary\/tdm\/v1\/articles\/10.1002%2Fasmb.2342","content-type":"application\/pdf","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/onlinelibrary.wiley.com\/doi\/pdf\/10.1002\/asmb.2342","content-type":"application\/pdf","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/onlinelibrary.wiley.com\/doi\/full-xml\/10.1002\/asmb.2342","content-type":"application\/xml","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/onlinelibrary.wiley.com\/doi\/pdf\/10.1002\/asmb.2342","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2023,9,2]],"date-time":"2023-09-02T12:41:26Z","timestamp":1693658486000},"score":1,"resource":{"primary":{"URL":"https:\/\/onlinelibrary.wiley.com\/doi\/10.1002\/asmb.2342"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2018,5,29]]},"references-count":19,"journal-issue":{"issue":"2","published-print":{"date-parts":[[2019,3]]}},"alternative-id":["10.1002\/asmb.2342"],"URL":"https:\/\/doi.org\/10.1002\/asmb.2342","archive":["Portico"],"relation":{},"ISSN":["1524-1904","1526-4025"],"issn-type":[{"value":"1524-1904","type":"print"},{"value":"1526-4025","type":"electronic"}],"subject":[],"published":{"date-parts":[[2018,5,29]]},"assertion":[{"value":"2017-08-21","order":0,"name":"received","label":"Received","group":{"name":"publication_history","label":"Publication History"}},{"value":"2018-04-22","order":1,"name":"accepted","label":"Accepted","group":{"name":"publication_history","label":"Publication History"}},{"value":"2018-05-29","order":2,"name":"published","label":"Published","group":{"name":"publication_history","label":"Publication History"}}]}}