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A first look on smaller sized samples for bootstrap derived patterns of profile analysis via multidimensional scaling
ID
Bratkovič, Patrik P.
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Author
)
URL - Presentation file, Visit
http://www.stat-d.si/mz/mz10.1/Bratkovic2013.pdf
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Abstract
The possibility of using small sized samples was investigated for bootstrapping validation of scale values in Profile Analysis via Multidimensional Scaling (PAMS). Three original samples using three different psychological test batteries served as a basis for the investigation; TEMPS-A (N = 1167), BFQ (N = 347), and ICID (N = 565). Each of these samples were then randomly split into three smaller sizes (n = 50, n = 100, n = 200), and the original sample size (N = Full) was included as well. All four sample sizes were submitted to a bootstrapping procedure with 1000 resamples with replacement, and each bootstrapped resample was analyzed with Multidimensionalscaling (MDS) to create two major profiles in PAMS. The resulting scale values, i.e. the coordinates from MDS, were analyzed using the bootstrapped distributions confidence intervals (CI). The smaller samplesʼ CIs were compared towards the ones of the full sample to investigate invariance using Chebyshevʼs rule. The results indicate that the n = 200 samples were all invariant in comparison with the original sample sizes and produce reasonable results when the goal is to extract major profiles via bootstrapped confidence intervals using PAMS.
Language:
English
Keywords:
statistika
,
večrazsežnostno lestvičenje
Work type:
Not categorized
Typology:
1.01 - Original Scientific Article
Organization:
FDV - Faculty of Social Sciences
Publisher:
Fakulteta za družbene vede
Year:
2013
Number of pages:
Str. 49-64
Numbering:
Vol. 10, no. 1
PID:
20.500.12556/RUL-77376
UDC:
311:159.9.072
ISSN on article:
1854-0023
COBISS.SI-ID:
32232541
Publication date in RUL:
30.12.2015
Views:
1541
Downloads:
173
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Title:
Metodološki zvezki
Shortened title:
Metodol. zv.
Publisher:
Fakulteta za družbene vede
ISSN:
1854-0023
COBISS.SI-ID:
215795712
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