Abstract
The built environment may be considered a complex system comprising several parts (including people, organizations, and physical structures). Since the emergence of the COVID-19 virus in recent years, there has been an explosion in the usage of mobile learning applications for classroom instruction. Research on the diffusion of mobile learning is lacking. This study examines the perceptions and experiences of many aspects of online education from the viewpoint of Chinese HEIs and university students who shifted to online modes of instruction during the COVID-19 outbreak. This research aimed to determine whether or not college students were happy with the resources available to them, how their teachers communicated with them, how they were evaluated, and the conditions in which they studied at home. It also looked at the pros and cons of online learning from the students’ points of view. For this study, researchers opted for a cross-sectional survey using an online questionnaire. Information was gathered from 450 students from different Chinese tertiary institutions. To this end, we reflect on the experiences and perspectives of postgraduate students in urban design and discuss the results of an online survey conducted during the 2021–2022 academic year’s subject delivery period, which included activities such as assessment, feedback, field study visits, workshops, and the use of digital platforms. PLS-SEM, which stands for partial least square structural equation modeling, is used in order to evaluate the proposed model. Therefore, the findings show that the research model offered for this investigation could explain the diversity in the actual use of mobile learning systems. This would provide helpful insight into the effect of educational, environmental, and quality factors on the actual use of remote education systems. It was shown that quality concerns acted as a mediator between institutional policy, change management, and the implementation of mobile learning systems in actual classrooms. The findings also indicate that the level of pleasure students feel acts as a moderating factor between the degree to which the mobile learning system is used and its overall level of quality. According to the findings of these studies, academic institutions may enhance their use of mobile learning applications and get more benefits from these systems if they adhere to the suggestions stated in these studies.
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References
Adarkwah MA (2021) ‘I’m not against online teaching, but what about us?’: ICT in Ghana post COVID-19. Educ Inf Technol 26(2):1665–1685. https://link.springer.com/article/10.1007/s10639-020-10331-z. (April 2, 2022)
Ahmad N, Mehboob S, Khaskhelly FZ (2019) Antecedents of trust: a case study between Karachi and Dubai Facebook shoppers. Int J Exp Learn Case Stud 4(1):18–27
Ahmed M, Zehou S, Raza SA, Qureshi MA, Yousufi SQ (2020) Impact of CSR and environmental triggers on employee green behavior: the mediating effect of employee well-being. Corp Soc Responsib Environ Manag 27(5):2225–2239
Ahmed RR et al (2023) The role of green innovation on environmental and organizational performance: moderation of human resource practices and management commitment. Heliyon 9(1):e12679
Akram U et al (2021) Online purchase intention in Chinese social commerce platforms: being emotional or rational? J Retail Consum Serv 63:102669
Alexander PI (2020) Religious construction of disease: an exploratory appraisal of religious responses to the COVID-19 pandemic in Uganda. J Afr Stud Dev 12(3):77–96. https://academicjournals.org/journal/JASD/article-abstract/3186D6D64695. November 20, 2021
Al Ghafri T et al (2020) The experiences and perceptions of health-care workers during the COVID-19 pandemic in Muscat, Oman: a qualitative study. J Prim Care Community Health 11:2150132720967514 https://journals.sagepub.com/doi/full/10.1177/2150132720967514. (November 20, 2021)
Ali M et al (2022) Green intellectual capital, green HRM and green social identity toward sustainable environment: a new integrated framework for Islamic banks. Int J Manpow 43(3):614–638
Alsabawy AY, Cater-Steel A, Soar J (2016) Determinants of perceived usefulness of e-learning systems. Comput Hum Behav 64:843–858. https://doi.org/10.1016/j.chb.2016.07.065
Al-Shammari A, Saad A, Alshammrei S, Nawaz N, Tayyab M (2022) Green human resource management and sustainable performance with the mediating role of green innovation: a perspective of new technological era. Front Environ Sci 10:581
Andersson P, Goldfarb MP, Weinberg RA (1979) A defined subgenomic fragment of in vitro synthesized Moloney sarcoma virus DNA can induce cell transformation upon transfection. Cell 16(1):63–75. https://ilkogretim-online.org/?mno=84715. (May 7, 2022)
Archambault L, Leary H, Rice K (2022) Pillars of online pedagogy: a framework for teaching in online learning environments. Educ Psychol 57:1–14. https://www.tandfonline.com/doi/abs/10.1080/00461520.2022.2051513. (July 6, 2022)
Avkiran NK (2018) An in-depth discussion and illustration of partial least squares structural equation modeling in health care. Health Care Manag Sci 21(3):401–408
Babajide A et al (2021) Financial literacy, financial capabilities, and sustainable business model practice among small business owners in Nigeria. J Sustain Finance Invest 0:1–23. https://doi.org/10.1080/20430795.2021.1962663
Bates J (2021) Re-visioning the student experience. Pac J Technol Enhanc Learn 3(1):19
Bayramova A, Edwards DJ, Roberts C (2021) The role of blockchain technology in augmenting supply chain resilience to cybercrime. Buildings 11(7):283
Blanco LR, Nugent JB, O’Connor KJ (2015) Oil curse and institutional changes: which institutions are most vulnerable to the curse and under what circumstances? Contemp Econ Policy 33(2):229–249
Caglar AE, Mert M, Boluk G (2021) Testing the role of information and communication technologies and renewable energy consumption in ecological footprint quality: evidence from world top 10 pollutant footprint countries. J Clean Prod 298:126784. https://www.sciencedirect.com/science/article/pii/S0959652621010039
Cao H (2022) Entrepreneurship education-infiltrated computer-aided instruction system for college music majors using convolutional neural network. Front Psychol 13:900195 /pmc/articles/PMC9343719/ (April 28, 2023)
Cao H et al (2022) Impact of globalization, institutional quality, economic growth, electricity and renewable energy consumption on carbon dioxide emission in OECD countries. Environ Sci Pollut Res 29(16):24191–24202. https://link.springer.com/article/10.1007/s11356-021-17076-3. (November 17, 2022)
Castillo-Manzano, José Ignacio, Mercedes Castro-Nuño, and Rafael Pozo-Barajas. 2021. Addicted to cruises? Key drivers of cruise ship loyalty behavior through an e-WOM approach.
Cerný M, Gogola M, Kubalák S, Ondruš J (2021) Blockchain technology as a new driver in supply chain. Transp Res Procedia 55:299–306 https://www.sciencedirect.com/science/article/pii/S2352146521003823
Chandna R, Saini S, Kumar S (2021) Fuzzy AHP based performance evaluation of massive online courses provider for online learners. Mater Today: Proc 46:11103–11112 https://www.sciencedirect.com/science/article/pii/S2214785321013420
Chao HW, Chien Chih W, Tsai CW (2021) Do socio-cultural differences matter? A study of the learning effects and satisfaction with physical activity from digital learning assimilated into a university dance course. Comp Educ 165:104150
Chau KY, Law KMY, Tang YM (2021a) Impact of self-directed learning and educational technology readiness on synchronous e-learning. J Organ End User Comput 33(6):1–20 https://www.igi-global.com/article/impact-of-self-directed-learning-and-educational-technology-readiness-on-synchronous-e-learning/284953. (April 12, 2022)
Chen G, Chen P, Huang W, Zhai J (2022) Continuance intention mechanism of middle school student users on online learning platform based on qualitative comparative analysis method. Math Probl Eng 2022:1–12
Chen JJ, Bai J (2022) Internet use and academic achievement among Chinese adolescents: examining the mediating role of future orientation in a rural-urban dual system. Psychol Res Behav Manag 15:2439–2448
Chien F, Ajaz T, Andlib Z, Chau KY, Ahmad P, Sharif A (2021) The role of technology innovation, renewable energy and globalization in reducing environmental degradation in Pakistan: a step towards sustainable environment. Renew Energy 177:308–317
Deng S et al (2015) Impulse feature extraction method for machinery fault detection using fusion sparse coding and online dictionary learning. Chin J Aeronaut 28(2):488–498 https://www.sciencedirect.com/science/article/pii/S1000936115000163
Di Vaio A, Varriale L (2020) Blockchain technology in supply chain management for sustainable performance: evidence from the airport industry. Int J Inf Manag 52:102014. https://www.sciencedirect.com/science/article/pii/S0268401219304803
Dwivedi YK et al (2020) Impact of COVID-19 pandemic on information management research and practice: transforming education, work and life. Int J Inf Manag 55:102211
Fatima R, Mukhtar Z, Karachi P, Corresponding Author (2023) Investigating the impact of organizational green innovation on green performance: a case of pharmaceutical companies in Pakistan. Manag Sci Rev 1(1):1–18 https://msr-bbsul.com/index.php/msr/article/view/2. (April 29, 2023)
Gao H, Petrova V (2022) Do prostitution laws affect rape rates? Evidence from Europe 65(4):753–789. https://doi.org/10.1086/720583. https://www.journals.uchicago.edu/doi/10.1086/720583. (July 19, 2023)
Gluch P, Gustafsson M, Thuvander L (2009) An absorptive capacity model for green innovation and performance in the construction industry. Constr Manag Econ 27(5):451–464
Guo F, Zhou W, Qibei L, Zhang C (2022) Path extension similarity link prediction method based on matrix algebra in directed networks. Comput Commun 187:83–92
Guo Q, Zhong J (2022) The effect of urban innovation performance of smart city construction policies: evaluate by using a multiple period difference-in-differences model. Technol Forecast Soc Chang 184:122003
Hair JF Jr, Matthews LM, Matthews RL, Sarstedt M (2017) PLS-SEM or CB-SEM: updated guidelines on which method to use. Int J Multivariate Data Anal 1(2):107
Haji K (2021) E-commerce development in rural and remote areas of BRICS countries. J Integr Agric 20(4):979–997. https://www.sciencedirect.com/science/article/pii/S2095311920634517
Hayajneh JAM, Elayan MBH, Abdellatif MAM, Abubakar AM (2022) Impact of business analytics and π-shaped skills on innovative performance: findings from PLS-SEM and FsQCA. Technol Soc 68:101914
He L, Huang L, Fang L (2021) Institutional conditions, economic policy uncertainty and foreign institutional investment in China. Emerg Mark Rev 50:100823. https://www.sciencedirect.com/science/article/pii/S1566014121000315
Huang C, Wu X et al (2021a) Exploring the relationships between achievement goals, community identification and online collaborative reflection: a deep learning and Bayesian approach. Educ Techno Soc 24(3):210–223. https://www.jstor.org/stable/27032866. (May 19, 2022)
Huang C, Han Z et al (2021b) Sentiment evolution with interaction levels in blended learning environments: using learning analytics and epistemic network analysis. Australas J Educ Technol 37(2):81–95. https://ajet.org.au/index.php/AJET/article/view/6749. (January 30, 2023)
IEA, International Energy Agency (1973) Energy: demand, conservation and institutional problems. Energy Policy 1(1):71–74
Info, Article, n.d. “A Robust Resilient Closed Loop Supply Chain Network Design Considering Lean, Agile and Green Strategies.”: 1–37.
Iqbal S et al (2021) It is time to control the worst: testing COVID-19 outbreak, energy consumption and CO2 emission. Environ Sci Pollut Res 28(15):19008–19020. https://doi.org/10.1007/s11356-020-11462-z. (April 29, 2021)
Kadlec P, Grbić R, Gabrys B (2011) Review of adaptation mechanisms for data-driven soft sensors. Comput Chem Eng 35(1):1–24
Kahraman C et al (2007) Hierarchical fuzzy TOPSIS model for selection among logistics information technologies. J Enterp Inf Manag 20(2):143–168
Kawaguchi N (2019) Application of blockchain to supply chain: flexible blockchain technology. Procedia Comput Sci 164:143–148. https://www.sciencedirect.com/science/article/pii/S1877050919322057
Khan A et al (2020) Natural resources, tourism development, and energy-growth-CO2 emission nexus: a simultaneity modeling analysis of BRI countries. Res Policy 68:101751
Khan IU et al (2018) Predicting the acceptance of MOOCs in a developing country: application of task-technology fit model, social motivation, and self-determination theory. Telematics Inform 35(4):964–978
Khan SAR et al (2021) Green data analytics, blockchain technology for sustainable development, and sustainable supply chain practices: evidence from small and medium enterprises. Ann Oper Res:1–25. https://link.springer.com/article/10.1007/s10479-021-04275-x. (May 14, 2022)
Khan SAR, Sharif A, Golpîra H, Kumar A (2019) A green ideology in asian emerging economies: from environmental policy and sustainable development. Sustain Dev 27(6):1063–1075. https://onlinelibrary.wiley.com/doi/full/10.1002/sd.1958. (January 4, 2023)
Khanfar AAA et al (2021) Applications of blockchain technology in sustainable manufacturing and supply chain management: a systematic review. Sustain 13(14):7870
Khoso RA, Ali M, Jamali MA, Iqbal W (2021) Impact of transformational leadership style on employee’ job commitment and job satisfaction poverty reduction for inclusive sustainable growth in developing asia view project impact of transformational leadership style on employee’ job commitment and job. J Bus Econ 13(1):126–147. https://www.researchgate.net/publication/354658655. (January 14, 2022)
Kothari R et al (2020) Assessment of Indian bioenergy policy for sustainable environment and its impact for rural India: strategic implementation and challenges. Environ Technol Innov 20:101078
Kura B (2011) Eid: Determinants of e-commerce customer satisfaction, trust, and loyalty in Saudi Arabia. J Electron Commer Res 12(1):78–93
Kutieshat R, Farmanesh P (2022) The impact of new human resource management practices on innovation performance during the COVID 19 crisis: a new perception on enhancing the educational sector. Sustain 14(5):2872. https://www.mdpi.com/2071-1050/14/5/2872/htm. (April 2, 2023)
Lange S, Pohl J, Santarius T (2020) Digitalization and energy consumption. Does ICT reduce energy demand? Ecol Econ 176:106760
Lau YY et al (2021) COVID-19 crisis: exploring community of inquiry in online learning for sub-degree students. Front Psychol 12(July):1–14
Li Q et al (2020) Prevalence and factors for anxiety during the coronavirus disease 2019 (COVID-19) epidemic among the teachers in China. J Affect Disord 277:153–158
Li T, Xia T et al (2022a) Smartphone app usage analysis: datasets, methods, and applications. IEEE Commun Surv Tutor 24(2):937–966
Li T, Li Y et al (2022b) To what extent we repeat ourselves? Discovering daily activity patterns across mobile app usage. IEEE Trans Mob Comput 21(4):1492–1507
Li T et al (2023) Understanding the long-term evolution of mobile app usage. IEEE Trans Mob Comput 22(2):1213–1230
Li Y, Nishimura N, Yagami H, Park HS (2021) An empirical study on online learners’ continuance intentions in China. Sustain 13(2):1–18. https://www.mdpi.com/2071-1050/13/2/889/htm. (April 2, 2022)
Liu AA et al (2022a) Region-aware image captioning via interaction learning. IEEE Trans Circuits Syst Video Technol 32(6):3685–3696
Liu X et al (2023a) A scenario-generic neural machine translation data augmentation method. Electron 12(10):2320. https://www.mdpi.com/2079-9292/12/10/2320/htm. (July 19, 2023)
Liu X et al (2023b) Emotion classification for short texts: an improved multi-label method. Humanit Soc Sci Commun 10(1):1–9. https://www.nature.com/articles/s41599-023-01816-6. (July 19, 2023)
Liu Y et al (2022b) TCGL: temporal contrastive graph for self-supervised video representation learning. IEEE Trans Image Process 31:1978–1993
Liu YH, Zhang S (2020) Information security and storage of Internet of Things based on block chains. Futur Gener Comput Syst 106:296–303. https://www.sciencedirect.com/science/article/pii/S0167739X19316784
Lu S et al (2023) The multi-modal fusion in visual question answering: a review of attention mechanisms. PeerJ Computer Science 9:e1400. https://peerj.com/articles/cs-1400. (June 30, 2023)
Lu WC (2018) The impacts of information and communication technology, energy consumption, financial development, and economic growth on carbon dioxide emissions in 12 Asian countries. Mitig Adapt Strateg Glob Chang 23(8):1351–1365
Mallapaty S (2020) How China could be carbon neutral by mid-century. Nature 586(7830):482–483
Mohsin M et al (2021) How external debt led to economic growth in South Asia: a policy perspective analysis from quantile regression. Econ Anal Policy 72:423–437
Navani N et al (2021) The impact of COVID-19 on lung cancer diagnostics — a multicentre comparison of 2019/2020 data. Lung Cancer 156(May 2020):S19–S20. https://doi.org/10.1016/S0169-5002(21)00245-2
Patrascoiu LA et al (2022) E-tools for personalizing learning during the pandemic — case study of an innovative solution for remote teaching. Front Psychol 13:1912
Pu S et al (2022) Sustainable impact of COVID-19 on education projects: aspects of naturalism. Environ Sci Pollut Res 1:1–18. https://link.springer.com/article/10.1007/s11356-022-20387-8. (June 18, 2022)
Purnawirawan N, De Pelsmacker P, Dens N (2012) Balance and sequence in online reviews: how perceived usefulness affects attitudes and intentions. J Interact Mark 26(4):244–255. https://doi.org/10.1016/j.intmar.2012.04.002
Qalati SA et al (2021) Effects of perceived service quality, website quality, and reputation on purchase intention: the mediating and moderating roles of trust and perceived risk in online shopping. Cogent Bus Manag 8(1):1869363. https://www.tandfonline.com/doi/abs/10.1080/23311975.2020.1869363. (November 3, 2021)
Qazi Z, Qazi W, Raza SA, Khan KA, Umer A (2022) Whether university students intent to use Facebook for social capital building? A PLS-SEM approach. CMU J Soc Sci Humanit 10(1)
Qin L et al (2021) Carbon neutrality target for G7 economies: examining the role of environmental policy, green innovation and composite risk index. J Environ Manag 295:113119
Qin Z et al (2023) Externalities from restrictions: examining the short-run effects of urban core-focused driving restriction policies on air quality. Transp Res Part D: Transp Environ 119:103723
Raza SA, Qazi W, Shah N, Qureshi MA, Qaiser S, Ali R (2020) Drivers of intensive Facebook usage among university students: an implication of U&G and TPB theories. Technol Soc 62:101331
Ren S, Hao Y, Haitao W (2022) The role of outward foreign direct investment (OFDI) on green total factor energy efficiency: does institutional quality matters? Evidence from China. Res Policy 76:102587
Sahir SH, Saputra N, Sari R (2021) Leveraging business flexibility: does it impact on business resilience for dealing with COVID-19 crisis? Ilkogretim Online 20(4):684–694. http://ilkogretim-online.org
Sarfraz M et al (2022) Exploring a pathway to sustainable performance in manufacturing firms: the interplay between innovation capabilities, green process, product innovations and digital leadership. Sustain 14(10):5945. https://www.mdpi.com/2071-1050/14/10/5945/htm. (April 29, 2023)
Sharma H, Aggarwal AG (2019) Finding determinants of e-commerce success: a PLS-SEM approach. J Adv Manag Res 16(4):453–471
Shen H et al (2021) Economic policy uncertainty and stock price synchronicity: evidence from China. Pac Basin Financ J 65:101485. https://www.sciencedirect.com/science/article/pii/S0927538X20306971
Shi Q et al (2013) Identifying the critical factors for green construction — an empirical study in China. Habitat Int 40:1–8. https://doi.org/10.1016/j.habitatint.2013.01.003
Shirish A, Chandra S, Srivastava SC (2021) Switching to online learning during COVID-19: theorizing the role of IT mindfulness and techno eustress for facilitating productivity and creativity in student learning. Int J Inf Manag 61:102394. https://www.sciencedirect.com/science/article/pii/S0268401221000876
Solomon GO (2021) Perceptions of students on the use of telegram during the COVID-19 pandemic. Acta Inform Malaysia 5(1):21–24. https://doi.org/10.26480/aim.01.2021.21.24
Sulich, Adam, and Letycja Sołoducho-Pelc. 2021. Effectiveness of relations in the oncological inter-organizational network in Poland/Efektywność Relacji w Onkologicznej Sieci Międzyorganizacyjnej w Polsce View Project Analiza Zielonych Miejsc Pracy Jako Jednego z Czynników Zarządzania View Project Ren. 14: 3048.
Sun YY (2016) Decomposition of tourism greenhouse gas emissions: revealing the dynamics between tourism economic growth, technological efficiency, and carbon emissions. Tour Manag 55:326–336
Sun Y, Li H, Andlib Z, Genie MG (2022) How do renewable energy and urbanization cause carbon emissions? Evidence from advanced panel estimation techniques. Renew Energy 185:996–1005
Sun Y, Yesilada F, Andlib Z, Ajaz T (2021) The role of eco-innovation and globalization towards carbon neutrality in the USA. J Environ Manag 299:113568
Tang YM, Lau YY, Chau KY (2022) Towards a sustainable online peer learning model based on student’s perspectives. Educ Inf Technol 27(9):12449–12468. https://link.springer.com/article/10.1007/s10639-022-11136-y. (February 13, 2023)
Tsimisaraka RSM et al (2023) Impact of financial inclusion, globalization, renewable energy, ICT, and economic growth on CO2 emission in OBOR countries. Sustain 15(8):6534. https://www.mdpi.com/2071-1050/15/8/6534/htm. (July 13, 2023)
Vasic N, Kilibarda M, Kaurin T (2019) The influence of online shopping determinants on customer satisfaction in the Serbian market. J Theor Appl Electron Commer Res 14(2):70–89
Wang J et al (2021) The mediating effect of academic engagement between psychological capital and academic burnout among nursing students during the COVID-19 pandemic: a cross-sectional study. Nurse Educ Today 102:104938
Wang K, Wang H, Li S (2022) Renewable quantile regression for streaming datasets. Knowl-Based Syst 235:107675
Weihong J et al (2021) Relationship between trade enhancement, firm characteristics and CSR: key mediating role of green investment. Econ Res-Ekon Istraz 35:1–17. https://www.tandfonline.com/doi/abs/10.1080/1331677X.2021.2006734. (December 29, 2001)
Wong KK-K (2013) 28/05 — partial least squares structural equation modeling (PLS-SEM) techniques using SmartPLS. Mark Bull 24(1):1–32. http://marketing-bulletin.massey.ac.nz/v24/mb_v24_t1_wong.pdf. http://www.researchgate.net/profile/Ken_Wong10/publication/268449353_Partial_Least_Squares_Structural_Equation_Modeling_(PLS-SEM)_Techniques_Using_SmartPLS/links/54773b1b0cf293e2da25e3f3.pdf
Wong V (2020) Evaluation on online learning resources based on customer satisfaction. Acta Inform Malaysia 4(2):26–29. https://doi.org/10.26480/aim.02.2020.26.29
Xiong Z, Liu Q, Huang X (2022a) The influence of digital educational games on preschool children’s creative thinking. Comput Educ 189:104578
Xiong Z, Weng X, Wei Y (2022b) SandplayAR: evaluation of psychometric game for people with generalized anxiety disorder. Arts Psychother 80:101934
Xu, Peihang, Christian F Reeder, and Carolin R Löscher. 2021. In w e i v Re w e i v Re.
Xue LL, Shen CC, Lin CN (2022) Effects of Internet technology on the innovation performance of small-scale travel agencies: organizational learning innovation and competitive advantage as mediators. J Knowl Econ:1–26. https://link.springer.com/article/10.1007/s13132-022-00939-6. (April 2, 2023)
Yang S et al (2022) Dual-level representation enhancement on characteristic and context for image-text retrieval. IEEE Trans Circuits Syst Video Technol 32(11):8037–8050
Yang W et al (2023) Monitoring and early warning of SMEs’ shutdown risk under the impact of global pandemic shock. Systems 11(5):260. https://www.mdpi.com/2079-8954/11/5/260/htm. (July 14, 2023)
Zafar AU et al (2021) The impact of social media celebrities’ posts and contextual interactions on impulse buying in social commerce. Comput Hum Behav 115:106178. https://www.sciencedirect.com/science/article/pii/S0747563219303905
Zhang W, Wang Y, Yang L, Wang C (2020) Suspending classes without stopping learning: China’s education emergency management policy in the COVID-19 outbreak. J Risk Financ Manag 13(3):55
Zhang Y, Wei Y, Zhou G (2018) Promoting firms’ energy-saving behavior: the role of institutional pressures, top management support and financial slack. Energy Policy 115:230–238
Zheng W, Ma YY, Lin HL (2021) Research on blended learning in physical education during the COVID-19 pandemic: a case study of Chinese students. SAGE Open 11(4):21582440211058196. https://journals.sagepub.com/doi/full/10.1177/21582440211058196. (July 6, 2022)
Zhou Y, Shimada N (2020) Using motion compensation and matrix completion algorithm to remove rain streaks and snow for video sequences. In: Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics) 12046 LNCS, pp 91–104
Zhu H et al (2022) Fast Visual tracking with Siamese oriented region proposal network. IEEE Signal Process Lett 29:1437–1441
Zhu S (2017) An online interaction mode for international trade practice course under network environment. Int J Emerg Technol Learn 12(7):32
Zou Q, Xing P, Wei L, Liu B (2019) Gene2vec: gene subsequence embedding for prediction of mammalian N 6-methyladenosine sites from MRNA. RNA 25(2):205–218. http://www.rnajournal.org/cgi/doi/10.1261/rna. (April 20, 2021)
Zou X (2021) Analysis of consumer online resale behavior measurement based on machine learning and BP neural network. J Intell Fuzzy Syst 40(2):2121–2132
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Shaobin Weng: conceptualization, data curation, and methodology. Yuanyuan Qin: writing — original draft, data curation, visualization, supervision, editing, writing — review and editing, and software.
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Weng, ., Qin, Y. Which qualities should built environment possess to ensure satisfaction of higher-education students with remote education during pandemics?. Environ Sci Pollut Res 30, 102504–102518 (2023). https://doi.org/10.1007/s11356-023-29118-z
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DOI: https://doi.org/10.1007/s11356-023-29118-z