{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,3,4]],"date-time":"2026-03-04T08:48:24Z","timestamp":1772614104238,"version":"3.50.1"},"reference-count":42,"publisher":"Springer Science and Business Media LLC","issue":"10","license":[{"start":{"date-parts":[[2022,1,17]],"date-time":"2022-01-17T00:00:00Z","timestamp":1642377600000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/www.springernature.com\/gp\/researchers\/text-and-data-mining"},{"start":{"date-parts":[[2022,1,17]],"date-time":"2022-01-17T00:00:00Z","timestamp":1642377600000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/www.springernature.com\/gp\/researchers\/text-and-data-mining"}],"content-domain":{"domain":["link.springer.com"],"crossmark-restriction":false},"short-container-title":["Neural Comput &amp; Applic"],"published-print":{"date-parts":[[2022,5]]},"DOI":"10.1007\/s00521-022-06935-w","type":"journal-article","created":{"date-parts":[[2022,1,17]],"date-time":"2022-01-17T13:02:44Z","timestamp":1642424564000},"page":"7919-7931","update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":34,"title":["Selection of suitable distance education platforms based on human\u2013computer interaction criteria under fuzzy environment"],"prefix":"10.1007","volume":"34","author":[{"given":"Aylin","family":"Adem","sequence":"first","affiliation":[]},{"ORCID":"https:\/\/orcid.org\/0000-0003-0974-5941","authenticated-orcid":false,"given":"Erman","family":"\u00c7ak\u0131t","sequence":"additional","affiliation":[]},{"given":"Metin","family":"Da\u011fdeviren","sequence":"additional","affiliation":[]}],"member":"297","published-online":{"date-parts":[[2022,1,17]]},"reference":[{"key":"6935_CR1","unstructured":"Toth-Stub S (2020) Countries Face an online education learning curve: the coronavirus pandemic has pushed education systems: online, Testing Countries\u2019 Abilities to Provide Quality Learning for All. Available online: https:\/\/www.usnews.com\/news\/best-countries\/articles\/2020-04-02\/coronaviruspandemic-tests-countries-abilities-to-create-effective-online-education Accessed from 17 Apr 2021"},{"key":"6935_CR2","doi-asserted-by":"publisher","first-page":"6901","DOI":"10.1007\/s10639-021-10551-x","volume":"26","author":"T \u00d6\u00e7al","year":"2021","unstructured":"\u00d6\u00e7al T, Halmatov M, Ata S (2021) Distance education in COVID-19 pandemic: an evaluation of parent\u2019s, child\u2019s and teacher\u2019s competences. Educ Inf Technol 26:6901\u20136921","journal-title":"Educ Inf Technol"},{"key":"6935_CR3","doi-asserted-by":"publisher","first-page":"7569","DOI":"10.1007\/s10639-021-10585-1","volume":"26","author":"M Singh","year":"2021","unstructured":"Singh M, Adebayo SO, Saini M, Singh J (2021) Indian government E-learning initiatives in response to COVID-19 crisis: a case study on online learning in Indian higher education system. Educ Inf Technol 26:7569\u20137607","journal-title":"Educ Inf Technol"},{"issue":"4","key":"6935_CR4","volume":"12","author":"P Sahu","year":"2020","unstructured":"Sahu P (2020) Closure of universities due to coronavirus disease 2019 (COVID-19): impact on education and mental health of students and academic staff. Cureus 12(4):e7541","journal-title":"Cureus"},{"issue":"2","key":"6935_CR5","first-page":"159","volume":"2","author":"W Zaman","year":"2012","unstructured":"Zaman W, Ghosh P, Datta K, Basu PN (2012) A framework to incorporate quality aspects for e-learning system in a consortium environment. Int J Inf EducTechnol 2(2):159","journal-title":"Int J Inf EducTechnol"},{"issue":"4","key":"6935_CR6","doi-asserted-by":"publisher","first-page":"70","DOI":"10.1109\/MMUL.2005.74","volume":"12","author":"M Ebner","year":"2005","unstructured":"Ebner M, Holzinger A, Catarci T (2005) Lurking: an underestimated human-computer phenomenon. IEEE Multimed 12(4):70\u201375","journal-title":"IEEE Multimed"},{"issue":"4","key":"6935_CR7","first-page":"20","volume":"3","author":"M Oliver","year":"2000","unstructured":"Oliver M (2000) An introduction to the evaluation of learning technology. J Educ Technol Soc 3(4):20\u201330","journal-title":"J Educ Technol Soc"},{"issue":"4","key":"6935_CR8","doi-asserted-by":"publisher","first-page":"1028","DOI":"10.1016\/j.eswa.2006.02.004","volume":"32","author":"GH Tzeng","year":"2007","unstructured":"Tzeng GH, Chiang CH, Li CW (2007) Evaluating intertwined effects in e-learning programs: a novel hybrid MCDM model based on factor analysis and DEMATEL. Expert Syst Appl 32(4):1028\u20131044","journal-title":"Expert Syst Appl"},{"issue":"1","key":"6935_CR9","doi-asserted-by":"publisher","first-page":"40","DOI":"10.1108\/09684880210416102","volume":"10","author":"I Roffe","year":"2002","unstructured":"Roffe I (2002) E-learning: engagement, enhancement and execution. Qual Assur Educ 10(1):40\u201360","journal-title":"Qual Assur Educ"},{"issue":"3","key":"6935_CR10","doi-asserted-by":"publisher","first-page":"2990","DOI":"10.1016\/j.asoc.2010.11.023","volume":"11","author":"SE Alptekin","year":"2011","unstructured":"Alptekin SE, Karsak EE (2011) An integrated decision framework for evaluating and selecting e-learning products. Appl Soft Comput 11(3):2990\u20132998","journal-title":"Appl Soft Comput"},{"issue":"4","key":"6935_CR11","doi-asserted-by":"publisher","first-page":"405","DOI":"10.1007\/s10100-007-0039-6","volume":"15","author":"N Begi\u010devi\u0107","year":"2007","unstructured":"Begi\u010devi\u0107 N, Divjak B, Hunjak T (2007) Prioritization of e-learning forms: a multicriteria methodology. CEJOR 15(4):405\u2013419","journal-title":"CEJOR"},{"issue":"2","key":"6935_CR12","doi-asserted-by":"publisher","first-page":"843","DOI":"10.1016\/j.compedu.2011.10.010","volume":"58","author":"W Bhuasiri","year":"2012","unstructured":"Bhuasiri W, Xaymoungkhoun O, Zo H, Rho JJ, Ciganek AP (2012) Critical success factors for e-learning in developing countries: a comparative analysis between ICT experts and faculty. Comput Educ 58(2):843\u2013855","journal-title":"Comput Educ"},{"issue":"7","key":"6935_CR13","doi-asserted-by":"publisher","first-page":"10657","DOI":"10.1016\/j.eswa.2009.02.047","volume":"36","author":"RJ Chao","year":"2009","unstructured":"Chao RJ, Chen YH (2009) Evaluation of the criteria and effectiveness of distance e-learning with consistent fuzzy preference relations. Expert Syst Appl 36(7):10657\u201310662","journal-title":"Expert Syst Appl"},{"key":"6935_CR14","doi-asserted-by":"crossref","unstructured":"Colace F, De Santo M, Pietrosanto A (2006) Evaluation models for e-learning platform: an AHP approach. In: Proceedings. Frontiers in education. 36th Annual Conference. IEEE, pp 1\u20136","DOI":"10.1109\/FIE.2006.322312"},{"key":"6935_CR15","unstructured":"Mastalerz MW (2010) Electre method for choosing an e-learning platform. In: 2010 Proceedings of VIth international conference on perspective technologies and methods in MEMS design. IEEE, pp 168\u2013171"},{"key":"6935_CR16","doi-asserted-by":"crossref","unstructured":"Liu Q, Peng R, Chen A, Xie J (2009) E-learning platform evaluation using fuzzy AHP. In: 2009 international conference on computational intelligence and software engineering. IEEE, pp 1\u20134","DOI":"10.1109\/CISE.2009.5366686"},{"key":"6935_CR17","doi-asserted-by":"crossref","unstructured":"Yuen KKF (2012) A multiple criteria decision-making approach for E-learning platform selection: the primitive cognitive network process. In\u00a02012 computing, communications and applications conference. IEEE, pp 294\u2013298","DOI":"10.1109\/ComComAp.2012.6154860"},{"key":"6935_CR18","doi-asserted-by":"crossref","unstructured":"Mulhanga MM, Lima SR (2017) Podcast as e-learning enabler for developing countries: current initiatives, challenges and trends. In: Proceedings of the 2017 9th international conference on education technology and computers, pp 126\u2013130","DOI":"10.1145\/3175536.3175581"},{"issue":"1","key":"6935_CR19","first-page":"120","volume":"16","author":"JK Tarus","year":"2015","unstructured":"Tarus JK, Gichoya D, Muumbo A (2015) Challenges of implementing e-learning in Kenya: a case of Kenyan public universities. Int Rev Res Open Distrib Learn 16(1):120\u2013141","journal-title":"Int Rev Res Open Distrib Learn"},{"issue":"1","key":"6935_CR20","first-page":"28","volume":"3","author":"G B\u00fcy\u00fck\u00f6zkan","year":"2010","unstructured":"B\u00fcy\u00fck\u00f6zkan G, Arsenyan J, Ertek G (2010) Evaluation of e-learning web sites using fuzzy axiomatic design based approach. Int J Comput Intell Syst 3(1):28\u201342","journal-title":"Int J Comput Intell Syst"},{"key":"6935_CR21","doi-asserted-by":"crossref","unstructured":"Karasan A, Erdogan M (2020) Prioritization of influence factors for selecting E\u2013learning systems. In: International conference on intelligent and fuzzy systems. Springer, Cham, pp 550\u2013556","DOI":"10.1007\/978-3-030-51156-2_63"},{"issue":"2","key":"6935_CR22","doi-asserted-by":"publisher","first-page":"17","DOI":"10.4018\/IJICTE.2021040102","volume":"17","author":"S Ayouni","year":"2021","unstructured":"Ayouni S, Menzli LJ, Hajjej F, Madeh M, Al-Otaibi S (2021) Fuzzy Vikor application for learning management systems evaluation in higher education. Int J Inf Commun Technol Educ (IJICTE) 17(2):17\u201335","journal-title":"Int J Inf Commun Technol Educ (IJICTE)"},{"issue":"2","key":"6935_CR23","first-page":"343","volume":"1","author":"E Karag\u00f6z","year":"2017","unstructured":"Karag\u00f6z E, Oral L\u00d6, Kaya OH, Tecim V (2017) LMS selection process for effective distance education system in organizations. KnE Soc Sci 1(2):343\u2013356","journal-title":"KnE Soc Sci"},{"issue":"1","key":"6935_CR24","doi-asserted-by":"publisher","first-page":"79","DOI":"10.1108\/AAOUJ-09-2020-0075","volume":"16","author":"N Kant","year":"2021","unstructured":"Kant N, Prasad KD, Anjali K (2021) Selecting an appropriate learning management system in open and distance learning: a strategic approach. Asian Assoc Open Univ J 16(1):79\u201397","journal-title":"Asian Assoc Open Univ J"},{"key":"6935_CR25","doi-asserted-by":"publisher","first-page":"107118","DOI":"10.1016\/j.asoc.2021.107118","volume":"102","author":"JW Gong","year":"2021","unstructured":"Gong JW, Liu HC, You XY, Yin L (2021) An integrated multi-criteria decision making approach with linguistic hesitant fuzzy sets for E-learning website evaluation and selection. Appl Soft Comput 102:107118","journal-title":"Appl Soft Comput"},{"key":"6935_CR26","doi-asserted-by":"publisher","first-page":"108","DOI":"10.1016\/j.asoc.2016.04.020","volume":"45","author":"M Zare","year":"2016","unstructured":"Zare M, Pahl C, Rahnama H, Nilashi M, Mardani A, Ibrahim O, Ahmadi H (2016) Multi-criteria decision-making approach in E-learning: a systematic review and classification. Appl Soft Comput 45:108\u2013128","journal-title":"Appl Soft Comput"},{"key":"6935_CR27","doi-asserted-by":"publisher","first-page":"19","DOI":"10.1007\/978-1-4471-6753-2_2","volume-title":"Sustainable design","author":"T Issa","year":"2015","unstructured":"Issa T, Isaias P (2015) Usability and human computer interaction (HCI). Sustainable design. Springer, London, pp 19\u201336"},{"issue":"1","key":"6935_CR28","doi-asserted-by":"publisher","first-page":"337","DOI":"10.3233\/JIFS-181401","volume":"36","author":"FK G\u00fcndo\u011fdu","year":"2019","unstructured":"G\u00fcndo\u011fdu FK, Kahraman C (2019) Spherical fuzzy sets and spherical fuzzy TOPSIS method. J Intell Fuzzy Syst 36(1):337\u2013352","journal-title":"J Intell Fuzzy Syst"},{"issue":"6","key":"6935_CR29","doi-asserted-by":"publisher","first-page":"4607","DOI":"10.1007\/s00500-019-04222-w","volume":"24","author":"FK G\u00fcndo\u011fdu","year":"2020","unstructured":"G\u00fcndo\u011fdu FK, Kahraman C (2020) A novel spherical fuzzy analytic hierarchy process and its renewable energy application. Soft Comput 24(6):4607\u20134621","journal-title":"Soft Comput"},{"key":"6935_CR30","doi-asserted-by":"publisher","first-page":"109","DOI":"10.1007\/978-3-642-83555-1_5","volume-title":"Mathematical models for decision support","author":"TL Saaty","year":"1988","unstructured":"Saaty TL (1988) What is the analytic hierarchy process? Mathematical models for decision support. Springer, Berlin, Heidelberg, pp 109\u2013121"},{"key":"6935_CR31","doi-asserted-by":"publisher","DOI":"10.1007\/s00521-021-06494-6","author":"A Adem","year":"2021","unstructured":"Adem A, \u00c7ak\u0131t E, Da\u011fdeviren M (2021) A fuzzy decision-making approach to analyze the design principles for green ergonomics. Neural Comput Appl. https:\/\/doi.org\/10.1007\/s00521-021-06494-6","journal-title":"Neural Comput Appl"},{"issue":"5","key":"6935_CR32","doi-asserted-by":"publisher","first-page":"1","DOI":"10.1007\/s42452-020-2817-x","volume":"2","author":"A Adem","year":"2020","unstructured":"Adem A, \u00c7akit E, Da\u011fdeviren M (2020) Occupational health and safety risk assessment in the domain of Industry 40. SN Appl Sci 2(5):1\u20136","journal-title":"SN Appl Sci"},{"key":"6935_CR33","doi-asserted-by":"publisher","first-page":"184","DOI":"10.1016\/j.ssci.2018.02.033","volume":"106","author":"A Adem","year":"2018","unstructured":"Adem A, \u00c7olak A, Da\u011fdeviren M (2018) An integrated model using SWOT analysis and Hesitant fuzzy linguistic term set for evaluation occupational safety risks in life cycle of wind turbine. Saf Sci 106:184\u2013190","journal-title":"Saf Sci"},{"key":"6935_CR34","doi-asserted-by":"publisher","first-page":"406","DOI":"10.1016\/j.procs.2016.09.419","volume":"102","author":"A Adem","year":"2016","unstructured":"Adem A, Da\u011fdeviren M, \u00c7olak A, Kabak M (2016) Fuzzy prioritization approach for risks of wind turbine life cycle. Procedia Comput Sci 102:406\u2013413","journal-title":"Procedia Comput Sci"},{"issue":"4","key":"6935_CR35","doi-asserted-by":"publisher","first-page":"8143","DOI":"10.1016\/j.eswa.2008.10.016","volume":"36","author":"M Da\u011fdeviren","year":"2009","unstructured":"Da\u011fdeviren M, Yavuz S, K\u0131l\u0131n\u00e7 N (2009) Weapon selection using the AHP and TOPSIS methods under fuzzy environment. Expert Syst Appl 36(4):8143\u20138151","journal-title":"Expert Syst Appl"},{"issue":"6","key":"6935_CR36","doi-asserted-by":"publisher","first-page":"1717","DOI":"10.1016\/j.ins.2007.10.016","volume":"178","author":"M Da\u011fdeviren","year":"2008","unstructured":"Da\u011fdeviren M, Y\u00fcksel \u0130 (2008) Developing a fuzzy analytic hierarchy process (AHP) model for behavior-based safety management. Inf Sci 178(6):1717\u20131733","journal-title":"Inf Sci"},{"issue":"4","key":"6935_CR37","doi-asserted-by":"publisher","first-page":"397","DOI":"10.1007\/s10845-008-0091-7","volume":"19","author":"M Da\u011fdeviren","year":"2008","unstructured":"Da\u011fdeviren M (2008) Decision making in equipment selection: an integrated approach with AHP and PROMETHEE. J Intell Manuf 19(4):397\u2013406","journal-title":"J Intell Manuf"},{"key":"6935_CR38","doi-asserted-by":"publisher","first-page":"114999","DOI":"10.1016\/j.eswa.2021.114999","volume":"178","author":"O Dogan","year":"2021","unstructured":"Dogan O (2021) Process mining technology selection with spherical fuzzy AHP and sensitivity analysis. Expert Syst Appl 178:114999","journal-title":"Expert Syst Appl"},{"key":"6935_CR39","doi-asserted-by":"publisher","first-page":"323","DOI":"10.1007\/978-3-030-45461-6_14","volume-title":"Decision making with spherical fuzzy sets","author":"IM Sharaf","year":"2021","unstructured":"Sharaf IM (2021) Global supplier selection with spherical fuzzy analytic hierarchy process. Decision making with spherical fuzzy sets. Springer, Cham, pp 323\u2013348"},{"key":"6935_CR40","doi-asserted-by":"crossref","unstructured":"Unal Y, Temur GT (2020) Using spherical fuzzy AHP based approach for prioritization of criteria affecting sustainable supplier selection. In: International Conference on Intelligent and Fuzzy Systems. Springer, Cham pp. 160\u2013168","DOI":"10.1007\/978-3-030-51156-2_20"},{"issue":"2","key":"6935_CR41","doi-asserted-by":"publisher","first-page":"53","DOI":"10.3390\/axioms10020053","volume":"10","author":"PT Kieu","year":"2021","unstructured":"Kieu PT, Nguyen VT, Nguyen VT, Ho TP (2021) A spherical fuzzy analytic hierarchy process (SF-AHP) and combined compromise solution (CoCoSo) algorithm in distribution center location selection: a case study in agricultural supply chain. Axioms 10(2):53","journal-title":"Axioms"},{"issue":"29","key":"6935_CR42","doi-asserted-by":"publisher","first-page":"36109","DOI":"10.1007\/s11356-020-09640-0","volume":"27","author":"E Ayyildiz","year":"2020","unstructured":"Ayyildiz E, Gumus AT (2020) A novel spherical fuzzy AHP-integrated spherical WASPAS methodology for petrol station location selection problem: a real case study for \u0130stanbul. Environ Sci Pollut Res 27(29):36109\u201336120","journal-title":"Environ Sci Pollut Res"}],"container-title":["Neural Computing and Applications"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1007\/s00521-022-06935-w.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/link.springer.com\/article\/10.1007\/s00521-022-06935-w\/fulltext.html","content-type":"text\/html","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1007\/s00521-022-06935-w.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,4,9]],"date-time":"2025-04-09T10:58:18Z","timestamp":1744196298000},"score":1,"resource":{"primary":{"URL":"https:\/\/link.springer.com\/10.1007\/s00521-022-06935-w"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2022,1,17]]},"references-count":42,"journal-issue":{"issue":"10","published-print":{"date-parts":[[2022,5]]}},"alternative-id":["6935"],"URL":"https:\/\/doi.org\/10.1007\/s00521-022-06935-w","relation":{},"ISSN":["0941-0643","1433-3058"],"issn-type":[{"value":"0941-0643","type":"print"},{"value":"1433-3058","type":"electronic"}],"subject":[],"published":{"date-parts":[[2022,1,17]]},"assertion":[{"value":"6 September 2021","order":1,"name":"received","label":"Received","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"4 January 2022","order":2,"name":"accepted","label":"Accepted","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"17 January 2022","order":3,"name":"first_online","label":"First Online","group":{"name":"ArticleHistory","label":"Article History"}},{"order":1,"name":"Ethics","group":{"name":"EthicsHeading","label":"Declarations"}},{"value":"The authors declare that they have no conflicts of interest.","order":2,"name":"Ethics","group":{"name":"EthicsHeading","label":"Conflict of interest"}}]}}