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Multivariate Data Analysis
Abstract
This chapter contains sections titled: General Remarks Graphical Methods of Data Presentation Introduction Transformation Visualization of Similar Features – Correlations Similar Objects or Groups of Objects Nesting Techniques Star Plots Pictoral Representation Functional Representation Representation of Groups Box-Whisker Plots Multiple Box-Whisker Plots Limitations Cluster Analysis Objectives of Cluster Analysis Similarity Measures and Data Preprocessing Clustering Algorithms CA Calculations Demonstrated with a Simple Example Typical CA Results Illustrated with an Extended Example Principal Components Analysis and Factor Analysis Description of Principal Components Analysis PCA Calculations Demonstrated with a Simple Example Description of Factor Analysis Typical FA Results Illustrated with an Extended Example Canonical Correlation Analysis Description of Canonical Correlation Analysis Typical CCA Results Illustrated with an Extended Example Multivariate Analysis of Variance and Discriminant Analysis General Description DA Calculations Demonstrated with a Simple Example Typical DA Results Illustrated with an Extended Example Multivariate Modeling of Causal Dependencies Multiple Regression Partial Least Squares Method Simultaneous Equations and Path Analysis
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Items 201–287 of 287
Kieling, C., Genro, J. P., Hutz, M. H., & Rohde, L. A. (2008) · American Journal of Medical Genetics Part B: Neuropsychiatric Genetics · doi:10.1002/ajmg.b.30636 · Cited by 65
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Redmann, D., & Kotrlik, J. (2004) · Journal of Vocational Education Research · doi:10.5328/jver29.1.3 · Cited by 61
Jung, N., & Im, S. (2021) · International Journal of Advertising · doi:10.1080/02650487.2021.1991107 · Cited by 60
Citizens as consumers: Profiling e-government services’ users in Egypt via data mining techniques
Mostafa, M. M., & El-Masry, A. A. (2013) · International Journal of Information Management · doi:10.1016/j.ijinfomgt.2013.03.007 · Cited by 60
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Dooley, K., & Purchase, S. (2006) · Journal of Public Procurement · doi:10.1108/jopp-06-01-02-2006-b002 · Cited by 59
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Xue, Y., Liang, H., Mbarika, V., Hauser, R., Schwager, P., & Kassa Getahun, M. (2015) · International Journal of Medical Informatics · doi:10.1016/j.ijmedinf.2015.04.005 · Cited by 59
Lee, Y.-T., Liu, S.-I., Huang, H.-C., Sun, F.-J., Huang, C.-R., & Yeung, A. (2014) · Quality of Life Research · doi:10.1007/s11136-013-0528-0 · Cited by 58
Hsiao, K.-L., & Chen, C.-C. (2017) · Telematics and Informatics · doi:10.1016/j.tele.2016.09.004 · Cited by 58
Elsayed, K., & Wahba, H. (2016) · Future Business Journal · doi:10.1016/j.fbj.2016.05.001 · Cited by 58
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Torkzadeh, G., Chang, J. C.-J., & Hansen, G. W. (2006) · Decision Support Systems · doi:10.1016/j.dss.2005.10.003 · Cited by 56
Hanley, A. W., de Vibe, M., Solhaug, I., Farb, N., Goldin, P. R., Gross, J. J., & Garland, E. L. (2021) · Stress and Health · doi:10.1002/smi.3035 · Cited by 56
Soon, J. M., Wahab, I. R. A., Hamdan, R. H., & Jamaludin, M. H. (2020) · PLOS ONE · doi:10.1371/journal.pone.0235870 · Cited by 56
Lee, J., Blackmon, B. J., Lee, J. Y., Cochran, D. M., & Rehner, T. A. (2019) · Journal of Community Psychology · doi:10.1002/jcop.22125 · Cited by 47
Ray, R. C., Panda, S. K., Swain, M. R., & Sivakumar, P. S. (2012) · International Journal of Food Science & Technology · doi:10.1111/j.1365-2621.2011.02861.x · Cited by 55
Kirk, E., & Preston, C. (2019) · Psychological Assessment · doi:10.1037/pas0000736 · Cited by 55
Chi, C. G.-Q., & Qu, H. (2003) · International Journal of Hospitality & Tourism Administration · doi:10.1300/j149v04n04_04 · Cited by 53
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Chen, G., Huang, S. (., & Zhang, D. (2017) · Journal of Travel & Tourism Marketing · doi:10.1080/10548408.2017.1298494 · Cited by 52
Sánchez-Villagra, M. R., Segura, V., Geiger, M., Heck, L., Veitschegger, K., & Flores, D. (2017) · Royal Society Open Science · doi:10.1098/rsos.170876 · Cited by 52
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Gouveia, V. V., Barbosa, G. A., Andrade, E. D. O., & Carneiro, M. B. (2010) · Cadernos de Saúde Pública · doi:10.1590/s0102-311x2010000700023 · Cited by 51
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Norouzinik, Y., Rahimnia, F., Maharati, Y., & Eslami, G. (2022) · Innovation · doi:10.1080/14479338.2021.1897467 · Cited by 48
Hurrell, S. A., Scholarios, D., & Richards, J. (2017) · New Technology, Work and Employment · doi:10.1111/ntwe.12085 · Cited by 48
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Nunes, N. A. H. (2014) · Supportive Care in Cancer · doi:10.1007/s00520-014-2119-1 · Cited by 45
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Etse, D., McMurray, A., & Muenjohn, N. (2022) · Journal of Business Ethics · doi:10.1007/s10551-021-04752-0 · Cited by 43
Shroff, R. H., Ting, F. S. T., & Lam, W. H. (2019) · Australasian Journal of Educational Technology · doi:10.14742/ajet.4472 · Cited by 43
Trindade, I. A., Marta‐Simões, J., Ferreira, C., & Pinto‐Gouveia, J. (2018) · Clinical Psychology & Psychotherapy · doi:10.1002/cpp.2323 · Cited by 41
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Aulina, L., & Yuliati, E. (2017) · Proceedings of the International Conference on Business and Management Research (ICBMR-17) · doi:10.2991/icbmr-17.2017.50 · Cited by 40
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Langan, E., Hodge, K., McGowan, S., Carney, S., Saunders, V., & Lonsdale, C. (2016) · International Journal of Sport and Exercise Psychology · doi:10.1080/1612197x.2015.1016084 · Cited by 37
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Terblanche, N. S., & Boshoff, C. (2006) · South African Journal of Business Management · doi:10.4102/sajbm.v37i3.603 · Cited by 35
Guo, S., Shi, L., & Zhai, X. (2025) · Education and Information Technologies · doi:10.1007/s10639-025-13338-6 · Cited by 35
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Wass, S. V. (2014) · Infant Behavior and Development · doi:10.1016/j.infbeh.2014.04.007 · Cited by 32
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Vanhove‐Meriaux, C., Martinent, G., & Ferrand, C. (2018) · Geriatrics & Gerontology International · doi:10.1111/ggi.13205 · Cited by 25
Johns, G., Waddington, L., & Samuel, V. (2022) · Journal of Affective Disorders · doi:10.1016/j.jad.2022.05.024 · Cited by 25
Chu, L.-C. (2014) · Leadership · doi:10.1177/1742715013498403 · Cited by 24
Shahzad, S. K., Masudin, I., Zulfikarijah, F., Nasyiah, T., & Restuputri, D. P. (2024) · Sustainable Futures · doi:10.1016/j.sftr.2024.100282 · Cited by 23
Peng, L., Man, S. S., Chan, A. H. S., & Ng, J. Y. K. (2023) · International Journal of Human-Computer Interaction · doi:10.1080/10447318.2022.2050539 · Cited by 23
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Rahman, A., Islam, M. S., Ahmed, N. A. M. F., & Islam, M. M. (2023) · Social Sciences & Humanities Open · doi:10.1016/j.ssaho.2023.100646 · Cited by 19
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Ismail, M., Celebi, E., & Nadiri, H. (2019) · IEEE Access · doi:10.1109/access.2019.2934782 · Cited by 19
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Friedman, B. H., & Santucci, A. K. (2003) · Integrative Physiological & Behavioral Science · doi:10.1007/bf02688859 · Cited by 15
Gross, N., & Kluge, A. (2014) · Journal of Cognitive Engineering and Decision Making · doi:10.1177/1555343414540656 · Cited by 15
Jamalamadaka, T., Griffith, E., Steer, H., & Salkovskis, P. (2020) · British Journal of Clinical Psychology · doi:10.1111/bjc.12253 · Cited by 15
Feliu‐Soler, A., Pérez‐Aranda, A., Andrés‐Rodríguez, L., Butjosa, A., Díaz, N. S., Trujols, J., Núñez, C., Stephan‐Otto, C., Rozadilla‐Sacanell, A., Serrano‐Blanco, A., et al. (2018) · Journal of Applied Biobehavioral Research · doi:10.1111/jabr.12134 · Cited by 12
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Metadata
- Venue
- Chemometrics in Environmental Analysis
- Publisher
- Wiley
- Published
- 1997-03-27
- Pages
- 139-203
- OpenAlex
- W1499170180
- Cited by
- 18,653
- References
- 0
- Type
- other
- Language
- en
- Open access
- closed
- Licence
- doi.wiley.com/10.1002/tdm_license_1.1 (tdm)
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