{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,1,21]],"date-time":"2026-01-21T20:22:34Z","timestamp":1769026954920,"version":"3.49.0"},"publisher-location":"Cham","reference-count":16,"publisher":"Springer International Publishing","isbn-type":[{"value":"9783031008276","type":"print"},{"value":"9783031008283","type":"electronic"}],"license":[{"start":{"date-parts":[[2022,1,1]],"date-time":"2022-01-01T00:00:00Z","timestamp":1640995200000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/www.springer.com\/tdm"},{"start":{"date-parts":[[2022,1,1]],"date-time":"2022-01-01T00:00:00Z","timestamp":1640995200000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/www.springer.com\/tdm"}],"content-domain":{"domain":["link.springer.com"],"crossmark-restriction":false},"short-container-title":[],"published-print":{"date-parts":[[2022]]},"DOI":"10.1007\/978-3-031-00828-3_20","type":"book-chapter","created":{"date-parts":[[2022,5,3]],"date-time":"2022-05-03T20:04:11Z","timestamp":1651608251000},"page":"202-212","update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":4,"title":["Weight for TOPSIS Method Combined with Intuitionistic Fuzzy Sets in Multi-criteria Decision Making"],"prefix":"10.1007","author":[{"given":"Lazim","family":"Abdullah","sequence":"first","affiliation":[]},{"given":"Noor Azzah","family":"Awang","sequence":"additional","affiliation":[]}],"member":"297","published-online":{"date-parts":[[2022,5,4]]},"reference":[{"key":"20_CR1","doi-asserted-by":"crossref","unstructured":"Boran, F.E., Genc, S., Kurt, M., Akay, D.: A multi-criteria intuitionistic fuzzy group decision making for supplier selection with TOPSIS method. Expert Syst. Appl. 36, 11363\u201311368 (2009)","DOI":"10.1016\/j.eswa.2009.03.039"},{"issue":"2","key":"20_CR2","doi-asserted-by":"publisher","first-page":"635","DOI":"10.24191\/mjoc.v5i2.10719","volume":"5","author":"NH Kamis","year":"2020","unstructured":"Kamis, N.H., Ishak, N.S.: Preference similarity network clustering consensus group decision making model in analysing consumers\u2019 reviews and selecting samples of product. Malay. J. Comp. 5(2), 635\u2013641 (2020)","journal-title":"Malay. J. Comp."},{"key":"20_CR3","doi-asserted-by":"crossref","unstructured":"Awang, N. A., Abdullah, L., Hashim, H.A: Bonferroni mean considering shapley fuzzy measure under hesitant bipolar-valued neutrosophic set environment for an investment decision. J. Ambient Intell. Humaniz. Comput. 1\u201328 (2021)","DOI":"10.1007\/s12652-021-03550-w"},{"key":"20_CR4","doi-asserted-by":"crossref","unstructured":"Zadeh, L.A.: Fuzzy sets. Inf. Control 8, 338\u2013353 (1965)","DOI":"10.1016\/S0019-9958(65)90241-X"},{"key":"20_CR5","doi-asserted-by":"crossref","unstructured":"Atanassov, K.: Intuitionistic fuzzy sets. Fuzzy Sets Syst. 20, 87\u201396 (1986)","DOI":"10.1016\/S0165-0114(86)80034-3"},{"key":"20_CR6","doi-asserted-by":"crossref","unstructured":"Alam, N.M.F.H.N., Ramli, N., Mohd, A.H.: Intuitionistic fuzzy set-based time series forecasting model via Delegeration of hesitancy degree to the major grade De-I-Fuzzification and arithmetic rules based on centroid Defuzzification. J. Phys. Conf. Ser. 1988(1), 012014. IOP Publishing (2021)","DOI":"10.1088\/1742-6596\/1988\/1\/012014"},{"key":"20_CR7","doi-asserted-by":"publisher","unstructured":"Tarmudi, Z., Abd Rahman, N.: Diverse ranking approach in MCDM based on trapezoidal intuitionistic fuzzy numbers. In: Madureira, A., Abraham, A., Gandhi, N., Silva, C., Antunes, M. (eds.) Proceedings of the Tenth International Conference on Soft Computing and Pattern Recognition (SoCPaR 2018). SoCPaR 2018. AISC, vol. 942, pp. 11\u201321. Springer, Cham (2020). https:\/\/doi.org\/10.1007\/978-3-030-17065-3_2","DOI":"10.1007\/978-3-030-17065-3_2"},{"key":"20_CR8","doi-asserted-by":"crossref","unstructured":"Alam, N.M.F.H.N.B., Ramli, N., Mohamad, D.: Fuzzy time series forecasting model based on intuitionistic fuzzy sets and arithmetic rules. In: AIP Conference Proceedings, vol. 2365, no. 1, p. 050003. AIP Publishing LLC (2021)","DOI":"10.1063\/5.0056946"},{"key":"20_CR9","doi-asserted-by":"crossref","unstructured":"Chen, P.: Effects of normalization on the entropy-based TOPSIS method. Exp. Syst. Appl. 136, 33\u201341 (2019)","DOI":"10.1016\/j.eswa.2019.06.035"},{"key":"20_CR10","doi-asserted-by":"publisher","first-page":"397","DOI":"10.1016\/j.ins.2020.06.009","volume":"539","author":"K Zhang","year":"2020","unstructured":"Zhang, K., Zhan, J., Wang, X.: TOPSIS-WAA method based on a covering-based Fuzzy Rough set: an application to rating problem. Inf. Sci. 539, 397\u2013421 (2020)","journal-title":"Inf. Sci."},{"key":"20_CR11","doi-asserted-by":"crossref","unstructured":"Mathew, M., Chakrabortty, R.K., Ryan, M.J.: A novel approach integrating AHP and TOPSIS under spherical fuzzy sets for advanced manufacturing system selection. Eng. Appl. of Artif. Intell. 96, 103988 (2020)","DOI":"10.1016\/j.engappai.2020.103988"},{"key":"20_CR12","doi-asserted-by":"crossref","unstructured":"Lin, S.S., Shen, S.L., Zhou, A., Xu, Y.S.: Approach based on TOPSIS and Monte Carlo simulation methods to evaluate lake eutrophication levels. Water Res. 187, 116437 (2020)","DOI":"10.1016\/j.watres.2020.116437"},{"key":"20_CR13","doi-asserted-by":"crossref","unstructured":"Xu, Z.S.: Intuitionistic fuzzy aggregation operators. IEEE Trans. Fuz. Syst. 1179\u20131187 (2007)","DOI":"10.1109\/TFUZZ.2006.890678"},{"key":"20_CR14","doi-asserted-by":"crossref","unstructured":"Szmidt, E., Kacprzyk, J.: Distances between intuitionistic fuzzy sets. Fuzzy Sets Syst. 114, 505\u2013518 (2000)","DOI":"10.1016\/S0165-0114(98)00244-9"},{"key":"20_CR15","doi-asserted-by":"crossref","unstructured":"Wei, C., Tang, X.: An intuitionistic fuzzy group decision-making approach based on entropy and similarity measures. Int. J Inf. Tech. Decis. Mak. 10, 1111\u201330 (2011)","DOI":"10.1142\/S0219622011004737"},{"key":"20_CR16","doi-asserted-by":"crossref","unstructured":"Xu, Z., Yager, R.R.: Dynamic intuitionistic fuzzy multi-attribute decision making. Int. J Appr. Res. 48, 246\u2013262 (2008)","DOI":"10.1016\/j.ijar.2007.08.008"}],"container-title":["Lecture Notes in Networks and Systems","Recent Advances in Soft Computing and Data Mining"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1007\/978-3-031-00828-3_20","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2022,5,3]],"date-time":"2022-05-03T20:28:50Z","timestamp":1651609730000},"score":1,"resource":{"primary":{"URL":"https:\/\/link.springer.com\/10.1007\/978-3-031-00828-3_20"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2022]]},"ISBN":["9783031008276","9783031008283"],"references-count":16,"URL":"https:\/\/doi.org\/10.1007\/978-3-031-00828-3_20","relation":{},"ISSN":["2367-3370","2367-3389"],"issn-type":[{"value":"2367-3370","type":"print"},{"value":"2367-3389","type":"electronic"}],"subject":[],"published":{"date-parts":[[2022]]},"assertion":[{"value":"4 May 2022","order":1,"name":"first_online","label":"First Online","group":{"name":"ChapterHistory","label":"Chapter History"}},{"value":"SCDM","order":1,"name":"conference_acronym","label":"Conference Acronym","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"International Conference on Soft Computing and Data Mining","order":2,"name":"conference_name","label":"Conference Name","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"2022","order":5,"name":"conference_year","label":"Conference Year","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"30 May 2022","order":7,"name":"conference_start_date","label":"Conference Start Date","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"31 May 2022","order":8,"name":"conference_end_date","label":"Conference End Date","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"scdm2022","order":10,"name":"conference_id","label":"Conference ID","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"http:\/\/scdm.uthm.edu.my\/scdm2022\/","order":11,"name":"conference_url","label":"Conference URL","group":{"name":"ConferenceInfo","label":"Conference Information"}}]}}