References
- Ackerman, M, et al. 2021 Weighted clustering: Towards solving the user’s dilemma. Pattern Recognition, 120: 108152. ISSN: 0031-3203. DOI: 10.1016/j.patcog.2021.108152
- Bartlett, MS. 1950 Tests of significance in factor analysis. Br. J. Stat. Psychol., 3(2): 77–85. DOI: 10.1111/j.2044-8317.1950.tb00285.x
- Belinkov, Y and Bisk, Y. 2018 Synthetic and natural noise both break neural machine translation. In: 6th International Conference on Learning Representations, ICLR 2018, Vancouver, BC, Canada,
April 30–May 3, 2018 , Conference Track Proceedings.OpenReview.net . - Calinski, T and Harabasz, J. 1974 A dendrite method for cluster analysis. Communications in Statistics – Theory and Methods, 3(1): 1–27. DOI: 10.1080/03610927408827101
- Chawla, NV, et al. 2002 SMOTE: Synthetic Minority over-Sampling Technique. J. Artif. Int. Res., 16(1): 321–357. ISSN: 1076-9757. DOI: 10.1613/jair.953
- Cormack, RM. 1971 A review of classification. Journal of the Royal Statistical Society. Series A (General), 134(3): 321. ISSN: 0035-9238. DOI: 10.2307/2344237
- Costello, AB and Osborne, J. 2005 Best practices in exploratory factor analysis: Four recommendations for getting the most from your analysis. University of Massachusetts Amherst. DOI: 10.7275/JYJ1-4868
- Cover, T and Hart, P. 1967 Nearest neighbor pattern classification. In: IEEE Transactions on Information Theory, 13(1): 21–27. DOI: 10.1109/TIT.1967.1053964
- Cronbach, LJ. 1951 Coefficient alpha and the internal structure of tests. Psychometrika, 16(3): 297–334. DOI: 10.1007/BF02310555
- Ding, Y, et al. 2007 Robust clustering in high dimensional data using statistical depths. In: BMC Bioinformatics, 8(S7). DOI: 10.1186/1471-2105-8-S7-S8
- Dziuban, CD and Shirkey, EC. 1974 When is a correlation matrix appropriate for factor analysis? Some decision rules. Psychol. Bull., 81(6): 358–361. DOI: 10.1037/h0036316
- Feucht, V, Dierkes, PW and Kleespies, MW. 2023 The different values of nature: a comparison between university students’ perceptions of nature’s instrumental, intrinsic and relational values. Sustainability Science, 18(5): 2391–2403. ISSN: 1862-4057. DOI: 10.1007/s11625-023-01371-8
- Husson, F and Josse, J. 2013 Handling missing values in multiple factor analysis. Food Quality and Preference, 30(2): 77–85. ISSN: 0950-3293. DOI: 10.1016/j.foodqual.2013.04.013
- Kaiser, FG. 1998 A general measure of ecological behavior. Journal of Applied Social Psychology, 28(5): 395–422. ISSN: 1559-1816. DOI: 10.1111/j.1559-1816.1998.tb01712.x
- Kaiser, HF. 1970 A second generation little jiffy. Psychometrika, 35(4): 401–415. ISSN: 1860-0980. DOI: 10.1007/BF02291817
- Kleespies, MW and Dierkes, PW. 2020 Impact of biological education and gender on students’ connection to nature and relational values. PLOS ONE, 15(11):
e0242004 . ISSN: 1932-6203. DOI: 10.1371/journal.pone.0242004 - Knickenberg, M, et al. 2019 Assessing dimensions of inclusion from students’ perspective – measurement invariance across students with learning disabilities in different educational settings. European Journal of Special Needs Education, 35(3): 287–302. ISSN: 1469-591X. DOI: 10.1080/08856257.2019.1646958
- Letunic, I and Bork, P. 2006 Interactive Tree Of Life (iTOL): an online tool for phylogenetic tree display and annotation. Bioinformatics, 23(1): 127–128. ISSN: 1367-4803. DOI: 10.1093/bioinformatics/btl529
- Liefländer, AK, et al. 2013 Promoting connectedness with nature through environmental education. Environmental Education Research, 19(3): 370–384. ISSN: 1469-5871. DOI: 10.1080/13504622.2012.697545
- Liu, Y, et al. 2013 Understanding and enhancement of internal clustering validation measures. IEEE Trans. Cybern., 43(3): 982–994. DOI: 10.1109/TSMCB.2012.2220543
- Mayer, F and Frantz, CM. 2004 The connectedness to nature scale: A measure of individuals’ feeling in community with nature. Journal of Environmental Psychology, 24(4): 503–515. ISSN: 0272-4944. DOI: 10.1016/j.jenvp.2004.10.001
- Menardi, G and Torelli, N. 2012 Training and assessing classification rules with imbalanced data. Data Mining and Knowledge Discovery, 28(1): 92–122. ISSN: 1573-756X. DOI: 10.1007/s10618-012-0295-5
- Milfont, TL and Duckitt, J. 2010 The environmental attitudes inventory: A valid and reliable measure to assess the structure of environmental attitudes. Journal of Environmental Psychology, 30(1): 80–94. ISSN: 0272-4944. DOI: 10.1016/j.jenvp.2009.09.001
- Min, J, et al. 2020 Syntactic data augmentation increases robustness to inference heuristics. Proceedings of the 58th Annual Meeting of the Association for Computational Linguistics,
ACL 2020 , Online,July 5–10, 2020 . D. Jurafsky, J. Chai, N. Schluter, and J. R. Tetreault. (Eds.), Association for Computational Linguistics, 2339–2352. DOI: 10.18653/v1/2020.acl-main.212 - Mohajer, M, Englmeier, K-H and Schmid, VJ. 2010 A comparison of Gap statistic definitions with and without logarithm function. LMU Department of Statistics: Technical Reports, 96. DOI: 10.5282/ubm/epub.11920
- Putnick, D L and Bornstein, MH. 2016 Measurement invariance conventions and reporting: The state of the art and future directions for psychological research. Dev. Rev., 41: 71–90. DOI: 10.1016/j.dr.2016.06.004
- Rousseeuw, PJ. 1987 Silhouettes: A graphical aid to the interpretation and validation of cluster analysis. Journal of Computational and Applied Mathematics, 20: 53–65. ISSN: 0377-0427. DOI: 10.1016/0377-0427(87)90125-7
- Sauerwein, M and Theis, D. 2021
New ways of dealing with lacking measurement invariance . In: Accountability and Educational Improvement. Cham: Springer International Publishing. pp. 63–82. DOI: 10.1007/978-3-030-69345-9_5 - Schmitt, N and Kuljanin, G. 2008 Measurement invariance: review of practice and implications. Hum. Resour. Manag. Rev., 18(4): 210–222. DOI: 10.1016/j.hrmr.2008.03.003
- Szmrecsanyi, B. 2012 Studies in English language: Grammatical variation in British English dialects: A study in corpus-based dialectometry. Cambridge, England: Cambridge University Press. DOI: 10.1017/CBO9780511763380
- Tam, K-P and Milfont, TL. 2020 Towards cross-cultural environmental psychology: A state-ofthe-art review and recommendations. Journal of Environmental Psychology, 71: 101474. ISSN: 0272-4944. DOI: 10.1016/j.jenvp.2020.101474
- Tibshirani, R, Walther, G and Hastie, T. 2001 Estimating the number of clusters in a data set via the gap statistic. Journal of the Royal Statistical Society Series B: Statistical Methodology, 63(2): 411–423. ISSN: 1467-9868. DOI: 10.1111/1467-9868.00293
- Troyanskaya, O, et al. 2001 Missing value estimation methods for DNA microarrays. Bioinformatics, 17(6): 520–525. DOI: 10.1093/bioinformatics/17.6.520
- Van De Schoot, R, et al. 2015 Editorial: measurement invariance. Front. Psychol., 6: 1064. DOI: 10.3389/fpsyg.2015.01064
- Ward, JH. 1963 Hierarchical grouping to optimize an objective function. Journal of the American Statistical Association, 58(301): 236–244. ISSN: 1537-274X. DOI: 10.1080/01621459.1963.10500845
- Weaver, B and Maxwell, H. 2014 Exploratory factor analysis and reliability analysis with missing data: A simple method for SPSS users. The Quantitative Methods for Psychology, 10(2): 143–152. ISSN: 2292-1354. DOI: 10.20982/tqmp.10.2.p143
- Wehrl, A. 1978 General properties of entropy. Reviews of Modern Physics, 50(2): 221–260. ISSN: 0034-6861. DOI: 10.1103/RevModPhys.50.221
- Yong, AG and Pearce, S. 2013 A beginner’s guide to factor analysis: Focusing on exploratory factor analysis. Tutorials in Quantitative Methods for Psychology, 9(2): 79–94. ISSN: 1913-4126. DOI: 10.20982/tqmp.09.2.p079
- Zhang, W, Kinoshita, Y and Kiya, H. 2020 Image-enhancement-based data augmentation for improving deep learning in image classification problem. In: IEEE International Conference on Consumer Electronics – Taiwan, ICCE-TW 2020, Taoyuan, Taiwan,
September 28–30, 2020 .IEEE , pp. 1–2. DOI: 10.1109/ICCE-Taiwan49838.2020.9258292
