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Erschienen in: Mobile Networks and Applications 4/2020

10.09.2019

Humanized Computing for Mass Customization Application in Curriculum Management

verfasst von: Ruijun Liu, Yuqian Shi, Bu Yi, Yang Xu, Huimin Lu, Xiangshang Wang, Weihua Lu, Changjiang Ji

Erschienen in: Mobile Networks and Applications | Ausgabe 4/2020

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Abstract

Universities may set similar courses due to disciplinary crossing. Facing the problem that undergraduates have numerous tasks and limited time, we designed a mass customization model which will automatically provide every student with a suitable curriculum to maximize their degree of satisfaction when the student enters a set of courses. Our calculating model of curriculum satisfaction is based on the assumptions that curriculum satisfaction is proportional to its similarity and that curriculum satisfaction is inversely proportional to credits. With regard to a student who chooses n courses, his satisfaction model is total degree of satisfaction divided by total credits. We manually screened out 84 pairs of courses about science and engineering, social science and humanities, and made use of their Chinese names and Chinese course description on the site of Office of Educational Administration, and segmented words based on statistical principles and calculated the course similarity by using vector space. In addition, we make supplement to curriculum similarity by the use of artificially-designed questionnaires.

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Literatur
1.
Zurück zum Zitat Wang L (2013) Research on undergraduate courses system based on the principle of mass customization [D]. Ningbo University Wang L (2013) Research on undergraduate courses system based on the principle of mass customization [D]. Ningbo University
2.
Zurück zum Zitat Peking University Office of Educational Administration (2015) http://dean.pku.edu.cn[EB/OL][2015/02/03] Peking University Office of Educational Administration (2015) http://​dean.​pku.​edu.​cn[EB/OL][2015/02/03]
3.
Zurück zum Zitat Serikawa S, Lu H (2014) Underwater image dehazing using joint trilateral filter[J]. Comput Electric Eng 40(1):41–50CrossRef Serikawa S, Lu H (2014) Underwater image dehazing using joint trilateral filter[J]. Comput Electric Eng 40(1):41–50CrossRef
4.
Zurück zum Zitat Lu H, Li Y, Uemura T et al (2018) Low illumination underwater light field images reconstruction using deep convolutional neural networks[J]. Futur Gener Comput Syst 82:142–148CrossRef Lu H, Li Y, Uemura T et al (2018) Low illumination underwater light field images reconstruction using deep convolutional neural networks[J]. Futur Gener Comput Syst 82:142–148CrossRef
5.
Zurück zum Zitat Toffler A (1970) Future shock [M]. Random House, New York Toffler A (1970) Future shock [M]. Random House, New York
6.
Zurück zum Zitat Davis S (1987) Future Perfect [M]. Addison-Wesley, Boston Davis S (1987) Future Perfect [M]. Addison-Wesley, Boston
7.
Zurück zum Zitat Pine BJ (1999) Mass customization: the new frontier in business competition [M]. Translated by Yunfu Cao. Renmin University of China press, Beijing, pp 125–250 Pine BJ (1999) Mass customization: the new frontier in business competition [M]. Translated by Yunfu Cao. Renmin University of China press, Beijing, pp 125–250
8.
Zurück zum Zitat Qihe W, Zhang L (2013) Strategies and measures for the education of mass customization in independent colleges and universities [J]. Henan Education: Higher Education Press, 9:8–9 Qihe W, Zhang L (2013) Strategies and measures for the education of mass customization in independent colleges and universities [J]. Henan Education: Higher Education Press, 9:8–9
9.
Zurück zum Zitat Hart C (1995) Mass customization: conceptual underpinnings, opportunities and limits [J]. Int J Serv Ind Manag 2:36–45CrossRef Hart C (1995) Mass customization: conceptual underpinnings, opportunities and limits [J]. Int J Serv Ind Manag 2:36–45CrossRef
10.
Zurück zum Zitat Dan B (2004) Mass customization: building Core competitive power of enterprises in the 21st century [M]. Science press, Beijing Dan B (2004) Mass customization: building Core competitive power of enterprises in the 21st century [M]. Science press, Beijing
11.
Zurück zum Zitat Yixin Z (2008) Application of mass customization in real estate development [J]. Sci Technol Inform 33:146–147 Yixin Z (2008) Application of mass customization in real estate development [J]. Sci Technol Inform 33:146–147
12.
Zurück zum Zitat Qinghua Z, Zhou G, Qiming L (2006) Application and analysis of mass customization in real estate development [J]. Constr Econ 3:73–77 Qinghua Z, Zhou G, Qiming L (2006) Application and analysis of mass customization in real estate development [J]. Constr Econ 3:73–77
13.
Zurück zum Zitat Zhiyuan Y, Shuangke W, Peiyi L (2013) Research on method of modeling for a series of hardware in MC [J]. Funiture 2:20–25 Zhiyuan Y, Shuangke W, Peiyi L (2013) Research on method of modeling for a series of hardware in MC [J]. Funiture 2:20–25
14.
Zurück zum Zitat Youqin Z, Qi N, Xi G (2002) A research on the mass customization news based on NewsML[J]. J Chinese Inform Process 3:34–38 Youqin Z, Qi N, Xi G (2002) A research on the mass customization news based on NewsML[J]. J Chinese Inform Process 3:34–38
15.
Zurück zum Zitat Hai Lin, Yukun, Hua, Wenjia,Yang.: Furniture design for mass customization [J]. Furnit Inter Des, 3: 56–59(2003) Hai Lin, Yukun, Hua, Wenjia,Yang.: Furniture design for mass customization [J]. Furnit Inter Des, 3: 56–59(2003)
16.
Zurück zum Zitat Li B, Huiyuan G, Zhihui W (2001) Study on furniture modular design for mass customization [J]. Packaging Eng 4:66–69 Li B, Huiyuan G, Zhihui W (2001) Study on furniture modular design for mass customization [J]. Packaging Eng 4:66–69
17.
Zurück zum Zitat Yu-qing L (2006) Mass customization in tourism services. J Yanshan University (Philosophy and Social Science Edition) 7(3):109–113 Yu-qing L (2006) Mass customization in tourism services. J Yanshan University (Philosophy and Social Science Edition) 7(3):109–113
18.
Zurück zum Zitat Zhi-hong W, Guo-ning Q, Xin-jian G, Xu-wei P (2006) Supply chain management for apparel mass customization. J Textile Res 27(2):117–120 Zhi-hong W, Guo-ning Q, Xin-jian G, Xu-wei P (2006) Supply chain management for apparel mass customization. J Textile Res 27(2):117–120
19.
Zurück zum Zitat Nayak R, Padhye R, Wang L et al (2015) The role of mass customization in the apparel industry [J]. Int J Fashion Design, Technol Educ 6:1–11 Nayak R, Padhye R, Wang L et al (2015) The role of mass customization in the apparel industry [J]. Int J Fashion Design, Technol Educ 6:1–11
20.
Zurück zum Zitat Dietrich AJ, Kirn S, Sugumaran V (2007) A service-oriented architecture for mass customization—a shoe industry case study [J]. IEEE Trans Eng Manag 54(1):190–204CrossRef Dietrich AJ, Kirn S, Sugumaran V (2007) A service-oriented architecture for mass customization—a shoe industry case study [J]. IEEE Trans Eng Manag 54(1):190–204CrossRef
21.
Zurück zum Zitat Partanen J, Haapasalo H (2004) Fast production for order fulfillment: Implementing mass customization in electronics industry [J]. Int J Prod Econ 90(2):213–222. As the access to this document is restricted, you may want to look for a different version under "Related research" (further below) or for a different version of itCrossRef Partanen J, Haapasalo H (2004) Fast production for order fulfillment: Implementing mass customization in electronics industry [J]. Int J Prod Econ 90(2):213–222. As the access to this document is restricted, you may want to look for a different version under "Related research" (further below) or for a different version of itCrossRef
22.
Zurück zum Zitat Xiaodong Z, Guosheng Z, Jiefei X (2003) Research review of study on mass customization [J]. Comput Integrat Manufact Sys 9(12):1045–1052 Xiaodong Z, Guosheng Z, Jiefei X (2003) Research review of study on mass customization [J]. Comput Integrat Manufact Sys 9(12):1045–1052
23.
Zurück zum Zitat Lu H, Li Y, Chen M et al (2018) Brain intelligence: go beyond artificial intelligence[J]. Mobile Netw Appl 23(2):368–375CrossRef Lu H, Li Y, Chen M et al (2018) Brain intelligence: go beyond artificial intelligence[J]. Mobile Netw Appl 23(2):368–375CrossRef
24.
Zurück zum Zitat Lu H, Li Y, Mu S et al (2018) Motor anomaly detection for unmanned aerial vehicles using reinforcement learning[J]. IEEE Internet Things J 5(4):2315–2322CrossRef Lu H, Li Y, Mu S et al (2018) Motor anomaly detection for unmanned aerial vehicles using reinforcement learning[J]. IEEE Internet Things J 5(4):2315–2322CrossRef
25.
Zurück zum Zitat Lu H, Wang D, Li Y, et al. (2019) CONet: a cognitive ocean network[J]. arXiv preprint arXiv:1901.06253 Lu H, Wang D, Li Y, et al. (2019) CONet: a cognitive ocean network[J]. arXiv preprint arXiv:1901.06253
26.
Zurück zum Zitat Liu R, Chen Y, Zhu X et al (2016) Image classification using label constrained sparse coding[J]. Multimed Tools Appl 75(23):15619–15633CrossRef Liu R, Chen Y, Zhu X et al (2016) Image classification using label constrained sparse coding[J]. Multimed Tools Appl 75(23):15619–15633CrossRef
27.
Zurück zum Zitat Liu R, Yang R, Li S et al.: Painting completion with generative translation models[J]. Multimed Tools Appl, 1–14(2018) Liu R, Yang R, Li S et al.: Painting completion with generative translation models[J]. Multimed Tools Appl, 1–14(2018)
28.
Zurück zum Zitat Qihe, Wang, Yuming, Zhao, Henan (2013) Thoughts on the Education of Mass Customization in Colleges and Universities Education: Higher Education Press, 8:8-9 Qihe, Wang, Yuming, Zhao, Henan (2013) Thoughts on the Education of Mass Customization in Colleges and Universities Education: Higher Education Press, 8:8-9
29.
Zurück zum Zitat Qihe, Wang. Lan Zhang.: Strategies and measures for the education of mass customization in independent colleges and universities [J]. Henan Education: Higher Education Press, 9:8–9(2013) Qihe, Wang. Lan Zhang.: Strategies and measures for the education of mass customization in independent colleges and universities [J]. Henan Education: Higher Education Press, 9:8–9(2013)
30.
Zurück zum Zitat Zhong YST (2009) On the higher education mode based on mass customization [J]. Journal of Zhejiang Gongshang University 1:93–96 Zhong YST (2009) On the higher education mode based on mass customization [J]. Journal of Zhejiang Gongshang University 1:93–96
31.
Zurück zum Zitat Yanan,Li. Yifei, Li (2015) On learning analytics and achieving large –scale individualized education [J]. Journal of Tianjin Normal University(Elementary Education Edition) 2:26–29 Yanan,Li. Yifei, Li (2015) On learning analytics and achieving large –scale individualized education [J]. Journal of Tianjin Normal University(Elementary Education Edition) 2:26–29
32.
Zurück zum Zitat Wilson DD (2011) Applying mass customization concepts to Core courses: increasing student-centered customization and enabling cross-functional integration [J]. Decision Sciences the Journal of Innovative Education 9(1):81–99CrossRef Wilson DD (2011) Applying mass customization concepts to Core courses: increasing student-centered customization and enabling cross-functional integration [J]. Decision Sciences the Journal of Innovative Education 9(1):81–99CrossRef
33.
Zurück zum Zitat Waslander S (2007) Mass customization in schools: strategies Dutch secondary schools pursue to cope with the diversity-efficiency dilemma [J]. Journal of Education Policy 22(4):363–382CrossRef Waslander S (2007) Mass customization in schools: strategies Dutch secondary schools pursue to cope with the diversity-efficiency dilemma [J]. Journal of Education Policy 22(4):363–382CrossRef
34.
Zurück zum Zitat Schuwer R, Kusters R (2014) Mass customization of education by an institution of HE: what can we learn from industry? [J]. Int Rev Res Open Distance Learn 15(2):1–25CrossRef Schuwer R, Kusters R (2014) Mass customization of education by an institution of HE: what can we learn from industry? [J]. Int Rev Res Open Distance Learn 15(2):1–25CrossRef
35.
Zurück zum Zitat Phillips M, Hawkins R (2004) Online student induction: a case study of the use of mass customization techniques [J]. Open Learn 19(2):191–202CrossRef Phillips M, Hawkins R (2004) Online student induction: a case study of the use of mass customization techniques [J]. Open Learn 19(2):191–202CrossRef
Metadaten
Titel
Humanized Computing for Mass Customization Application in Curriculum Management
verfasst von
Ruijun Liu
Yuqian Shi
Bu Yi
Yang Xu
Huimin Lu
Xiangshang Wang
Weihua Lu
Changjiang Ji
Publikationsdatum
10.09.2019
Verlag
Springer US
Erschienen in
Mobile Networks and Applications / Ausgabe 4/2020
Print ISSN: 1383-469X
Elektronische ISSN: 1572-8153
DOI
https://doi.org/10.1007/s11036-019-01374-9

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