{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,7,30]],"date-time":"2025-07-30T15:05:08Z","timestamp":1753887908436,"version":"3.41.2"},"reference-count":17,"publisher":"Wiley","issue":"1","license":[{"start":{"date-parts":[[2021,11,10]],"date-time":"2021-11-10T00:00:00Z","timestamp":1636502400000},"content-version":"vor","delay-in-days":313,"URL":"http:\/\/creativecommons.org\/licenses\/by\/4.0\/"}],"content-domain":{"domain":["onlinelibrary.wiley.com"],"crossmark-restriction":true},"short-container-title":["Complexity"],"published-print":{"date-parts":[[2021,1]]},"abstract":"<jats:p>With the advent of Industry 4.0, economic development has become a rapid information age. The content of macroeconomic forecast is very extensive, and the existence of big data technology can provide the government with multilevel, diversified, and complete information and comprehensively process, integrate, summarize, and classify these pieces of information. This paper forecasts the CPI value in the next 12 months according to the CPI in China in the recent 20 years. Compared with the traditional forecasting methods, the forecasting results have higher accuracy and timeliness. At the same time, the trend of growth rate of industrial value\u2010added is analyzed, and the experiments on MAE and RMSE show that the method proposed in this paper has obvious advantages. It also analyzes the disadvantages of traditional psychological decision\u2010making behavior analysis, introduces the development status and advantages of big data\u2010driven psychological decision\u2010making behavior analysis, and opens up new research ideas for psychological decision\u2010making analysis.<\/jats:p>","DOI":"10.1155\/2021\/3662204","type":"journal-article","created":{"date-parts":[[2021,11,10]],"date-time":"2021-11-10T23:50:19Z","timestamp":1636588219000},"update-policy":"https:\/\/doi.org\/10.1002\/crossmark_policy","source":"Crossref","is-referenced-by-count":2,"title":["Big Data\u2010Driven Macroeconomic Forecasting Model and Psychological Decision Behavior Analysis for Industry 4.0"],"prefix":"10.1155","volume":"2021","author":[{"ORCID":"https:\/\/orcid.org\/0000-0002-3358-2743","authenticated-orcid":false,"given":"Jie","family":"Liu","sequence":"first","affiliation":[]}],"member":"311","published-online":{"date-parts":[[2021,11,10]]},"reference":[{"doi-asserted-by":"publisher","key":"e_1_2_8_1_2","DOI":"10.1016\/j.ijforecast.2016.08.003"},{"doi-asserted-by":"publisher","key":"e_1_2_8_2_2","DOI":"10.1145\/2492189.2492195"},{"doi-asserted-by":"publisher","key":"e_1_2_8_3_2","DOI":"10.1504\/IJRIS.2019.103511"},{"doi-asserted-by":"publisher","key":"e_1_2_8_4_2","DOI":"10.1016\/j.tourman.2020.104208"},{"doi-asserted-by":"publisher","key":"e_1_2_8_5_2","DOI":"10.1007\/s00521-020-05094-0"},{"doi-asserted-by":"publisher","key":"e_1_2_8_6_2","DOI":"10.1088\/1742-6596\/1744\/4\/042014"},{"doi-asserted-by":"publisher","key":"e_1_2_8_7_2","DOI":"10.1093\/jiel\/jgx020"},{"key":"e_1_2_8_8_2","first-page":"124","article-title":"The effects of perceived decision-making styles on evaluations of openness and competence that elicit collaboration","volume":"46","author":"Ming-Hong T.","year":"2019","journal-title":"Personality and Social Psychology Bulletin"},{"doi-asserted-by":"crossref","unstructured":"ChenJ. Data analysis and knowledge discovery in web recruitment\u2014based on big data related jobs Proceedings of the 2019 International Conference on Machine Learning Big Data and Business Intelligence (MLBDBI) November 2019 Taiyuan China 142\u2013146.","key":"e_1_2_8_9_2","DOI":"10.1109\/MLBDBI48998.2019.00033"},{"doi-asserted-by":"publisher","key":"e_1_2_8_10_2","DOI":"10.1007\/978-3-030-31150-6_1"},{"doi-asserted-by":"publisher","key":"e_1_2_8_11_2","DOI":"10.2298\/PAN0702219N"},{"key":"e_1_2_8_12_2","first-page":"9","article-title":"Green shoots in the euro area: a real time measure","author":"Camacho M.","year":"2010","journal-title":"Ssrn Electronic Journal"},{"doi-asserted-by":"publisher","key":"e_1_2_8_13_2","DOI":"10.1093\/socpro\/spv028"},{"doi-asserted-by":"publisher","key":"e_1_2_8_14_2","DOI":"10.1016\/j.jfineco.2012.06.005"},{"doi-asserted-by":"publisher","key":"e_1_2_8_15_2","DOI":"10.1007\/s00382-014-2139-z"},{"doi-asserted-by":"publisher","key":"e_1_2_8_16_2","DOI":"10.1002\/cpp.275"},{"doi-asserted-by":"publisher","key":"e_1_2_8_17_2","DOI":"10.1177\/0963721410370300"}],"container-title":["Complexity"],"original-title":[],"language":"en","link":[{"URL":"http:\/\/downloads.hindawi.com\/journals\/complexity\/2021\/3662204.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"text-mining"},{"URL":"http:\/\/downloads.hindawi.com\/journals\/complexity\/2021\/3662204.xml","content-type":"application\/xml","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/onlinelibrary.wiley.com\/doi\/pdf\/10.1155\/2021\/3662204","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2024,8,9]],"date-time":"2024-08-09T22:17:30Z","timestamp":1723241850000},"score":1,"resource":{"primary":{"URL":"https:\/\/onlinelibrary.wiley.com\/doi\/10.1155\/2021\/3662204"}},"subtitle":[],"editor":[{"given":"Muhammad","family":"Javaid","sequence":"additional","affiliation":[]}],"short-title":[],"issued":{"date-parts":[[2021,1]]},"references-count":17,"journal-issue":{"issue":"1","published-print":{"date-parts":[[2021,1]]}},"alternative-id":["10.1155\/2021\/3662204"],"URL":"https:\/\/doi.org\/10.1155\/2021\/3662204","archive":["Portico"],"relation":{},"ISSN":["1076-2787","1099-0526"],"issn-type":[{"type":"print","value":"1076-2787"},{"type":"electronic","value":"1099-0526"}],"subject":[],"published":{"date-parts":[[2021,1]]},"assertion":[{"value":"2021-08-19","order":0,"name":"received","label":"Received","group":{"name":"publication_history","label":"Publication History"}},{"value":"2021-09-20","order":2,"name":"accepted","label":"Accepted","group":{"name":"publication_history","label":"Publication History"}},{"value":"2021-11-10","order":3,"name":"published","label":"Published","group":{"name":"publication_history","label":"Publication History"}}],"article-number":"3662204"}}