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A student majoring in electronic information at a university is the research object. Based on the background of the Internet of Things and blockchain technology, the innovation and entrepreneurship information data platform for college students is constructed. The results show that the\n                    <jats:inline-formula>\n                      <mml:math xmlns:mml=\"http:\/\/www.w3.org\/1998\/Math\/MathML\" alttext=\"\\alpha\" display=\"inline\" overflow=\"scroll\">\n                        <mml:mi>\u03b1<\/mml:mi>\n                      <\/mml:math>\n                    <\/jats:inline-formula>\n                    values of students\u2019 background, students\u2019 professional ability, students\u2019 practical ability, and students\u2019 development ability are greater than 0.7. When determining the number of neurons in the hidden layer, the training error curve decreases continuously. The test error rises and then decreases when the number of neurons in the hidden layer is 10, 11, and 12. The Levenberg-Marquardt algorithm, selected as the training function, exhibits optimal performance with a training step count of 1,000 and achieves a performance score of 4.9. The actual values of the enhanced BPNN align closely with the expected values, demonstrating minimal deviation. The findings emphasize the importance for students in electronic information majors to actively engage in diverse social practices. This study serves as a valuable reference for enhancing the entrepreneurial quality of college students.\n                  <\/jats:p>","DOI":"10.3233\/jcm-247547","type":"journal-article","created":{"date-parts":[[2024,8,16]],"date-time":"2024-08-16T11:54:03Z","timestamp":1723809243000},"page":"3031-3045","update-policy":"https:\/\/doi.org\/10.1177\/sage-journals-update-policy","source":"Crossref","is-referenced-by-count":1,"title":["Analysis of countermeasures for improving the quality of college students\u2019 entrepreneurship by deep learning and blockchain technology"],"prefix":"10.66113","volume":"24","author":[{"given":"Zijian","family":"Zhao","sequence":"first","affiliation":[{"name":"Yonsei University","place":["Korea"]},{"name":"The Catholic University of Korea","place":["Korea"]},{"name":"University of Zaragoza","place":["Spain"]},{"name":"Lyceum of the Philippines University","place":["Philippines"]},{"name":"University of Chinese Academy of Social Sciences","place":["China"]},{"name":"University Isabel I of Castile","place":["Spain"]},{"name":"Miguel de Cervantes European University","place":["Spain"]},{"name":"University of San Miguel","place":["Mexico"]},{"name":"Akademia Jagiello\u0144ska, Toru\u0144, Poland"},{"name":"The Latin American College of Advanced Education, Aguascalientes, Mexico"},{"name":"The International Institute of Computing and Societal Education University","place":["USA"]},{"name":"Asia-Pacific Institute of Mindfulness Psychology, Hong Kong, China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Jin","family":"Liang","sequence":"additional","affiliation":[{"name":"University of Zaragoza","place":["Spain"]},{"name":"Asia-Pacific Institute of Mindfulness Psychology, Hong Kong, China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Jing","family":"Chen","sequence":"additional","affiliation":[{"name":"Lyceum of the Philippines University","place":["Philippines"]},{"name":"Xiamen Institute of Technology, Xiamen, China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Xiaoling","family":"Shi","sequence":"additional","affiliation":[{"name":"Sichuan University of Media and Communications","place":["China"]}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Hui","family":"Tong","sequence":"additional","affiliation":[{"name":"Yonsei University","place":["Korea"]},{"name":"The Catholic University of Korea","place":["Korea"]}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Yue","family":"Yuan","sequence":"additional","affiliation":[{"name":"Xiamen Institute of Technology, Xiamen, China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Qun","family":"Pu","sequence":"additional","affiliation":[{"name":"Akademia Jagiello\u0144ska, Toru\u0144, Poland"},{"name":"The Latin American College of Advanced Education, Aguascalientes, Mexico"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Hector Monzales","family":"Perez","sequence":"additional","affiliation":[{"name":"Republic of the Philippines Professional Regulation Commission, Manila, Philippines"}],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"55691","published-online":{"date-parts":[[2024,8]]},"reference":[{"key":"e_1_3_1_2_2","first-page":"439","article-title":"The role of entrepreneurship policy in college students\u2019 entrepreneurial intention: The intermediary role of entrepreneurial practice and entrepreneurial spirit","volume":"12","author":"Huang YJ","year":"2021","unstructured":"HuangYJ AnL WangJ ChenYY WangSZ WangP. 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