The DOI matches its Crossref record.
Multivariate Data Analysis.
Abstract
Offers an applications-oriented approach to multivariate data analysis, focusing on the use of each technique, rather than its mathematical derivation. The text introduces a six-step framework for organizing and discussing techniques with flowcharts for each. Well-suited for the non-statistician, this applications-oriented introduction to multivariate analysis focuses on the fundamental concepts that affect the use of specific techniques rather than the mathematical derivation of the technique. Provides an overview of several techniques and approaches that are available to analysts today - e.g., data warehousing and data mining, neural networks and resampling/bootstrapping. Chapters are organized to provide a practical, logical progression of the phases of analysis and to group similar types of techniques applicable to most situations. Table of Contents 1. Introduction. I. PREPARING FOR A MULTIVARIATE ANALYSIS. 2. Examining Your Data. 3. Factor Analysis. II. DEPENDENCE TECHNIQUES. 4. Multiple Regression. 5. Multiple Discriminant Analysis and Logistic Regression. 6. Multivariate Analysis of Variance. 7. Conjoint Analysis. 8. Canonical Correlation Analysis. III. INTERDEPENDENCE TECHNIQUES. 9. Cluster Analysis. 10. Multidimensional Scaling. IV. ADVANCED AND EMERGING TECHNIQUES. 11. Structural Equation Modeling. 12. Emerging Techniques in Multivariate Analysis. Appendix A: Applications of Multivariate Data Analysis. Index.
Overview
The claims and statistics of this paper haven’t been checked yet.
Run the check — free, no account needed. It reads the open-access text and checks the sources it cites.
Integrity signals
Registry
Cites
Statistics
Verification
Claims the paper makes
The claims and statistics of this paper haven’t been checked yet.
Run the check — free, no account needed. It reads the open-access text and checks the sources it cites.
Self-check
Percentages, sums and reported differences re-computed from the paper’s own numbers.
The self-check needs the paper’s full text.
Citations
Cited by
Items 601–700 of 774
Playfulness in adulthood as a personality trait: a reconceptualization and a new measurement
Shen, X. S., Chick, G., & Zinn, H. (2014) · Journal of Leisure Research · doi:10.1080/00222216.2014.11950313 · Cited by 73
Sources of math and science self-efficacy in rural Appalachia: A convergent mixed methods study
Usher, E. L., Ford, C. J., Li, C. R., & Weidner, B. L. (2019) · Contemporary Educational Psychology · doi:10.1016/j.cedpsych.2018.10.003 · Cited by 73
Beyond self-efficacy: Measuring pre-service teachers’ Instructional Technology Outcome Expectations
Niederhauser, D. S., & Perkmen, S. (2010) · Computers in Human Behavior · doi:10.1016/j.chb.2009.12.002 · Cited by 74
A trend toward Work–Life Fusion: A multi-generational shift in technology use at work
Haeger, D. L., & Lingham, T. (2014) · Technological Forecasting and Social Change · doi:10.1016/j.techfore.2014.08.009 · Cited by 70
Soler Sánchez, M. I., Meseguer de Pedro, M., & García Izquierdo, M. (2016) · Revista Latinoamericana de Psicología · doi:10.1016/j.rlp.2015.09.002 · Cited by 70
Kim, H., Im, J., & Shin, Y. H. (2021) · Journal of Hospitality and Tourism Management · doi:10.1016/j.jhtm.2021.07.010 · Cited by 70
Andualem, Z., Dagne, H., Azene, Z. N., Taddese, A. A., Dagnew, B., Fisseha, R., Muluneh, A. G., & Yeshaw, Y. (2021) · BMJ Open · doi:10.1136/bmjopen-2020-042071 · Cited by 70
Lim, M. T., Lim, Y. M. F., Tong, S. F., & Sivasampu, S. (2019) · PLoS ONE · doi:10.1371/journal.pone.0224260 · Cited by 69
Limaj, E., Bernroider, E. W. N., & Choudrie, J. (2016) · Information & Management · doi:10.1016/j.im.2015.12.003 · Cited by 72
Todd, J., Aspell, J. E., Barron, D., & Swami, V. (2019) · Body Image · doi:10.1016/j.bodyim.2019.10.004 · Cited by 65
Consumer intentions to engage in s-commerce: a cross-national study.
Bianchi, C., Andrews, L., Wiese, M., & Fazal-E-Hasan, S. (2017) · Journal of Marketing Management · doi:10.1080/0267257x.2017.1319406 · Cited by 68
Dumuid, D., Maher, C., Lewis, L. K., Stanford, T. E., Martín Fernández, J. A., Ratcliffe, J., Katzmarzyk, P. T., Barreira, T. V., Chaput, J.-P., Fogelholm, M., et al. (2018) · Quality of Life Research · doi:10.1007/s11136-018-1791-x · Cited by 68
Depression in adolescents with ASD: a pilot RCT of a group intervention
Santomauro, D., Sheffield, J., & Sofronoff, K. (2016) · Journal of Autism and Developmental Disorders · doi:10.1007/s10803-015-2605-4 · Cited by 69
The dual impact of online communication on older adults’ social connectivity
Hage, E., Wortmann, H., van Offenbeek, M., & Boonstra, A. (2016) · Information Technology & People · doi:10.1108/itp-09-2014-0216 · Cited by 66
Compulsive smartphone usage and users' ill-being among young Indians: Does personality matter?
Panda, A., & Jain, N. K. (2018) · Telematics and Informatics · doi:10.1016/j.tele.2018.03.006 · Cited by 67
Montero-Marín, J., Gaete, J., Demarzo, M., Rodero, B., Lopez, L. C. S., & García-Campayo, J. (2016) · Frontiers in Psychology · doi:10.3389/fpsyg.2016.01281 · Cited by 66
Sustainability accounting in action: lights and shadows in the Italian context
Passetti, E., Cinquini, L., Marelli, A., & Tenucci, A. (2014) · The British Accounting Review · doi:10.1016/j.bar.2014.05.002 · Cited by 66
Mandal, S. (2017) · International Journal of Operations & Production Management · doi:10.1108/ijopm-05-2016-0249 · Cited by 67
Haghighi, M., Khodakarami, S., Jahangard, L., Ahmadpanah, M., Bajoghli, H., Holsboer-Trachsler, E., & Brand, S. (2014) · Journal of Psychiatric Research · doi:10.1016/j.jpsychires.2014.07.018 · Cited by 65
Tajudeen Shittu, A., Madarsha Basha, K., Suryani Nik AbdulRahman, N., & Badariah Tunku Ahmad, T. (2011) · Multicultural Education & Technology Journal · doi:10.1108/17504971111166929 · Cited by 66
Shin, E., & Lee, J. E. (2021) · Journal of Business Research · doi:10.1016/j.jbusres.2021.04.022 · Cited by 66
Courtney, R., & Greenwood, K. M. (2009) · International Journal of Osteopathic Medicine · doi:10.1016/j.ijosm.2009.02.001 · Cited by 66
Gravitating towards Facebook (GoToFB): What it is? and How can it be measured?
Aladwani, A. M. (2014) · Computers in Human Behavior · doi:10.1016/j.chb.2014.01.005 · Cited by 65
Acceptance of Monetary Rewards in Open Source Software Development
Krishnamurthy, S., Ou, S., & Tripathi, A. K. (2014) · Research Policy · doi:10.1016/j.respol.2013.10.007 · Cited by 65
Bailey, R., & Wells, A. (2015) · Psychiatry Research · doi:10.1016/j.psychres.2015.11.035 · Cited by 65
The Impact of Islamic Banks’ Service Quality Perception on Jordanian Customers Loyalty
Alshurideh, D. M. T., Al-Hawary, S. I. S., Mohammad, A. M. E., Al-Hawary, A. A., & Al Kurdi, B. H. (2017) · Journal of Management Research · doi:10.5296/jmr.v9i2.10664 · Cited by 65
Kauppi, K., Brandon‐Jones, A., Ronchi, S., & van Raaij, E. M. (2013) · International Journal of Operations & Production Management · doi:10.1108/ijopm-12-2011-0445 · Cited by 64
Permission email marketing and its influence on online shopping
Reimers, V., Chao, C.-W., & Gorman, S. (2016) · Asia Pacific Journal of Marketing and Logistics · doi:10.1108/apjml-03-2015-0037 · Cited by 64
Sánchez-Rodríguez, R., Orsini, É., Laflaquière, E., Callahan, S., & Séjourné, N. (2019) · Journal of Affective Disorders · doi:10.1016/j.jad.2019.08.031 · Cited by 63
Transformational leadership and depressive symptoms among employees: mediating factors
Perko, K., Kinnunen, U., & Feldt, T. (2014) · Leadership & Organization Development Journal · doi:10.1108/lodj-07-2012-0082 · Cited by 63
The Role of Religiosity in Ethical Decision-Making: A Study on Islam and the Malaysian Workplace
Sulaiman, R., Toulson, P., Brougham, D., Lempp, F., & Haar, J. (2022) · Journal of Business Ethics · doi:10.1007/s10551-021-04836-x · Cited by 62
Developing change leaders: Assessing the impact of a development programme
Higgs, M., & Rowland, D. (2001) · Journal of Change Management · doi:10.1080/714042485 · Cited by 63
Creating strategic fit: Aligning servant leadership with organizational structure and strategy
Eva, N., Sendjaya, S., Prajogo, D., Cavanagh, A., & Robin, M. (2018) · Personnel Review · doi:10.1108/pr-03-2016-0064 · Cited by 63
Wang, Y., Bernanke, J., Peterson, B. S., McGrath, P., Stewart, J., Chen, Y., Lee, S., Wall, M., Bastidas, V., Hong, S., et al. (2019) · The Lancet Psychiatry · doi:10.1016/s2215-0366(19)30179-8 · Cited by 55
Teacher training and learning to teach: an analysis of tasks in the practicum
Fuentes-Abeledo, E.-J., González-Sanmamed, M., Muñoz-Carril, P.-C., & Veiga-Rio, E.-J. (2020) · European Journal of Teacher Education · doi:10.1080/02619768.2020.1748595 · Cited by 62
A field-level examination of the adoption of sustainable procurement in the social housing sector
Meehan, J., & Bryde, D. J. (2015) · International Journal of Operations & Production Management · doi:10.1108/ijopm-07-2014-0359 · Cited by 61
(2009) · Cited by 61
Singh, S., & Srivastava, S. (2018) · Cogent Arts & Humanities · doi:10.1080/23311983.2018.1495043 · Cited by 61
Chen, M., & Lu, T. (2011) · Internet Research · doi:10.1108/10662241111176344 · 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
Predictors of generalized indecision among Portuguese secondary school students
Santos, P. J. (2001) · Journal of Career Assessment · doi:10.1177/106907270100900405 · Cited by 60
Factors influencing e-procurement usage
Dooley, K., & Purchase, S. (2006) · Journal of Public Procurement · doi:10.1108/jopp-06-01-02-2006-b002 · Cited by 59
Investigating the impact of mobile SNS addiction on individual’s self-rated health
Xue, Y., Dong, Y., Luo, M., Mo, D., Dong, W., Zhang, Z., & Liang, H. (2018) · Internet Research · doi:10.1108/intr-05-2017-0198 · Cited by 59
Investigating the resistance to telemedicine in Ethiopia
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
Aurélio de Oliveira, M., Veriano Oliveira Dalla Valentina, L., & Possamai, O. (2012) · International Journal of Productivity and Performance Management · doi:10.1108/17410401211249201 · Cited by 59
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
The role of absorptive capacity, communication and trust in ERP adoption
Mayeh, M., Ramayah, T., & Mishra, A. (2016) · Journal of Systems and Software · doi:10.1016/j.jss.2016.05.025 · Cited by 58
Identifying issues in customer relationship management at merck-medco
Torkzadeh, G., Chang, J. C.-J., & Hansen, G. W. (2006) · Decision Support Systems · doi:10.1016/j.dss.2005.10.003 · Cited by 56
Lehr, D., Hillert, A., & Keller, S. (2009) · International Journal of Occupational and Environmental Health · doi:10.1179/oeh.2009.15.4.374 · Cited by 58
Kim, Y. (2017) · Information Processing & Management · doi:10.1016/j.ipm.2017.03.003 · 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
Laurett, R., Paço, A., & Mainardes, E. W. (2021) · Environmental Development · doi:10.1016/j.envdev.2020.100583 · Cited by 55
Morosan, C., & DeFranco, A. (2014) · International Journal of Hospitality Management · doi:10.1016/j.ijhm.2014.06.009 · Cited by 55
Marshall, L. E., Marshall, W. L., Moulden, H. M., & Serran, G. A. (2008) · Sexual Addiction & Compulsivity · doi:10.1080/10720160802516328 · Cited by 54
Clarity of Personal Values and Committed Action: Development of a Shorter Engaged Living Scale
Trindade, I. A., Ferreira, C., Pinto-Gouveia, J., & Nooren, L. (2016) · Journal of Psychopathology and Behavioral Assessment · doi:10.1007/s10862-015-9509-7 · Cited by 53
Children as agents of secondary socialisation for their parents
Watne, T., Lobo, A., & Brennan, L. (2011) · Young Consumers · doi:10.1108/17473611111185841 · Cited by 54
The moderating effect of gender in the relationship between narcissism and selfie-posting behavior
Arpaci, I., Yalçın, S. B., Baloğlu, M., & Kesici, Ş. (2018) · Personality and Individual Differences · doi:10.1016/j.paid.2018.06.006 · Cited by 53
Chi, C. G.-Q., & Qu, H. (2003) · International Journal of Hospitality & Tourism Administration · doi:10.1300/j149v04n04_04 · Cited by 53
Jada, U. R., & Mukhopadhyay, S. (2019) · Personnel Review · doi:10.1108/pr-11-2017-0365 · Cited by 52
Effect of external factors on intention–behaviour gap
Moghavvemi, S., Salleh, N. A. M., Sulaiman, A., & Abessi, M. (2015) · Behaviour & Information Technology · doi:10.1080/0144929x.2015.1055801 · 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
Winton-Brown, T., Schmidt, A., Roiser, J. P., Howes, O. D., Egerton, A., Fusar-Poli, P., Bunzeck, N., Grace, A. A., Duzel, E., Kapur, S., et al. (2017) · Translational Psychiatry · doi:10.1038/tp.2017.174 · Cited by 51
Al-Muwil, A., Weerakkody, V., El-haddadeh, R., & Dwivedi, Y. (2019) · Information Systems Frontiers · doi:10.1007/s10796-019-09914-0 · Cited by 52
Wang, J.-L., Gaskin, J., Wang, H.-Z., & Liu, D. (2016) · Addiction Research & Theory · doi:10.3109/16066359.2016.1160283 · Cited by 49
(2013) · Nihon Keiei Gakkaishi · doi:10.12691/jbms-1-5-2 · Cited by 50
Aboelmaged, M., & Hashem, G. (2018) · International Journal of Medical Informatics · doi:10.1016/j.ijmedinf.2018.07.009 · Cited by 50
Golini, R., & Gualandris, J. (2018) · International Journal of Operations & Production Management · doi:10.1108/ijopm-12-2016-0725 · Cited by 49
Yu, F.-Y., & Wu, C.-P. (2011) · Computers & Education · doi:10.1016/j.compedu.2011.05.012 · Cited by 50
Trindade, I. A., Duarte, J., Ferreira, C., Coutinho, M., & Pinto‐Gouveia, J. (2018) · Clinical Psychology & Psychotherapy · doi:10.1002/cpp.2175 · Cited by 49
de França, N. A. G., Camargo, M. B. R., Lazaretti-Castro, M., Peters, B. S. E., & Martini, L. A. (2016) · European Journal of Clinical Nutrition · doi:10.1038/ejcn.2015.27 · Cited by 49
Weaven, S., Grace, D., & Manning, M. (2009) · European Journal of Marketing · doi:10.1108/03090560910923256 · Cited by 49
Hosseini, M. R., Banihashemi, S., Rameezdeen, R., Golizadeh, H., Arashpour, M., & Ma, L. (2017) · Journal of Cleaner Production · doi:10.1016/j.jclepro.2017.08.200 · Cited by 48
Activity energy expenditure is an independent predictor of energy intake in humans
Hopkins, M., Duarte, C., Beaulieu, K., Finlayson, G., Gibbons, C., Johnstone, A. M., Whybrow, S., Horgan, G. W., Blundell, J. E., & Stubbs, R. J. (2019) · International Journal of Obesity · doi:10.1038/s41366-018-0308-6 · Cited by 43
Galhardo, A., Loureiro, D., Raimundo, E., Massano-Cardoso, I., & Cunha, M. (2020) · Community Mental Health Journal · doi:10.1007/s10597-020-00600-z · Cited by 47
Vissoci, J. R. N., Hertz, J., El-Gabri, D., Andrade Do Nascimento, J. R., Pestillo De Oliveira, L., Mmbaga, B. T., Mvungi, M., & Staton, C. A. (2018) · Alcohol and Alcoholism · doi:10.1093/alcalc/agx058 · Cited by 40
Petrican, R., Taylor, M. J., & Grady, C. L. (2017) · NeuroImage · doi:10.1016/j.neuroimage.2017.09.025 · Cited by 43
Petzer, D. J., De Meyer-Heydenrych, C. F., & Svensson, G. (2017) · International Journal of Bank Marketing · doi:10.1108/ijbm-04-2016-0047 · Cited by 45
Nunes, N. A. H. (2014) · Supportive Care in Cancer · doi:10.1007/s00520-014-2119-1 · Cited by 45
Consumer Attitudes and Preferences toward Cross-Cultural Ready-To-Eat (RTE) Food
Thienhirun, S., & Chung, S. (2018) · Journal of Food Products Marketing · doi:10.1080/10454446.2016.1266544 · Cited by 45
Erkutlu, H. V., & Chafra, J. (2017) · EuroMed Journal of Business · doi:10.1108/emjb-04-2016-0012 · Cited by 44
The Calcaneum—On the Heels of Marsupial Locomotion
Bassarova, M., Janis, C. M., & Archer, M. (2009) · Journal of Mammalian Evolution · doi:10.1007/s10914-008-9093-7 · Cited by 44
Factors influencing temporary wood waste generation in high-rise building construction
Kern, A. P., Amor, L. V., Angulo, S. C., & Montelongo, A. (2018) · Waste Management · doi:10.1016/j.wasman.2018.05.057 · Cited by 43
Developing and validating an international business negotiator’s profile: The China context
Shi, X., & Wright, P. C. (2001) · Journal of Managerial Psychology · doi:10.1108/eum0000000005523 · Cited by 43
Deficient inhibition in alcohol-dependence: let’s consider the role of the motor system!
Quoilin, C., Wilhelm, E., Maurage, P., de Timary, P., & Duque, J. (2018) · Neuropsychopharmacology · doi:10.1038/s41386-018-0074-0 · Cited by 43
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
(2015) · Portuguese National Funding Agency for Science, Research and Technology (RCAAP Project by FCT) · Cited by 43
Development and validity of the emotion and motivation self-regulation questionnaire (EMSR-Q).
Alonso-Tapia, J., Panadero Calderón, E., & Díaz Ruiz, M. A. (2014) · The Spanish Journal of Psychology · doi:10.1017/sjp.2014.41 · Cited by 42
Body image as a predictor of nonsuicidal self-injury in women: A longitudinal study
Black, E. B., Garratt, M., Beccaria, G., Mildred, H., & Kwan, M. (2019) · Comprehensive Psychiatry · doi:10.1016/j.comppsych.2018.11.010 · Cited by 42
Shiu, E., Walsh, G., Hassan, L. M., & Parry, S. (2015) · Journal of Business Research · doi:10.1016/j.jbusres.2014.09.009 · Cited by 42
Does mindfulness change the mind? A novel psychonectome perspective based on Network Analysis
Roca, P., Diez, G. G., Castellanos, N., & Vazquez, C. (2019) · PLOS ONE · doi:10.1371/journal.pone.0219793 · Cited by 37
Papaioannou, G., Mohammed, A.-M., Despoudi, S., Saridakis, G., & Papadopoulos, T. (2020) · International Journal of Information Management · doi:10.1016/j.ijinfomgt.2020.102077 · Cited by 38
Coelho, G. L. H., Vilar, R., Hanel, P. H. P., Monteiro, R. P., Ribeiro, M. G. C., & Gouveia, V. V. (2018) · Personality and Individual Differences · doi:10.1016/j.paid.2018.06.030 · Cited by 38
Moick, M., & Terlutter, R. (2012) · Medicine 2.0 · doi:10.2196/med20.1996 · Cited by 37
Balk, Y. A., de Jonge, J., Geurts, S. A. E., & Oerlemans, W. G. M. (2019) · Psychology of Sport and Exercise · doi:10.1016/j.psychsport.2019.04.020 · Cited by 37
Kishita, N., Contreras, M. L., West, J., & Mioshi, E. (2020) · Journal of Contextual Behavioral Science · doi:10.1016/j.jcbs.2020.07.005 · Cited by 37
Moksnes, U. K., & Haugan, G. (2015) · Quality of Life Research · doi:10.1007/s11136-015-0977-8 · Cited by 36
Yu, D. S. F., Lee, D. T. F., Thompson, D. R., Jaarsma, T., Woo, J., & Leung, E. M. F. (2011) · International Journal of Nursing Studies · doi:10.1016/j.ijnurstu.2010.08.011 · Cited by 34
Metadata
- Authors
- Herne, H., Cooley, W. W., & Lohnes, P. R.
- Venue
- Journal of the Royal Statistical Society. Series A (General)
- Publisher
- JSTOR
- Published
- 1973
- Volume
- 136
- Issue
- 1
- Pages
- 101
- ISSN
- 0035-9238 (ISSN-L)
- OpenAlex
- W3015634246
- Cited by
- 35,697
- References
- 0
- FWCI
- 35.63
- Type
- journal article
- Language
- en
- Open access
- closed
About these checks
Registry, retraction, Cites and statistics results are computed, not judged, with one exception: a printed reference that no index lists is read once by a model before it counts as a citation error. Claims are extracted by a model and kept only when their quote appears verbatim in the text; each cited source is then checked, with a model’s help, for whether it says what the claim relies on. Those verdicts can be wrong — read the claim’s quote and the cited source before relying on one.
Statistics and arithmetic are recomputed, not judged.
Confidence bands are shown only for fields calibrated on our annotated test set. None is calibrated yet, so no band is shown.
What counts as a claim ›How we measure confidence ›How we check this ›
Are you an author, or do you see a problem with this page? Request a review
Data sources
Bibliographic data: Semantic Scholar, OpenAlex, Crossref.
Contains information from the Semantic Scholar Academic Graph Datasets, made available under the ODC Attribution License (ODC-BY 1.0).
Semantic Scholar’s data is described in: Kinney, R., et al. (2023). The Semantic Scholar Open Data Platform. arXiv:2301.10140.