ELIZA

return kwic search for analysis out of >500 occurrences
560012 occurrences (No.18 in the rank) during 5 years in the PubMed. [cache]

402) Recent research has demonstrated that the network measure node strength or sum of a node's connections is roughly equivalent to confirmatory factor analysis (CFA) loadings.

--- ABSTRACT ---

PMID:33409985 DOI:10.3758/s13428-020-01500-6

2021 Behavior research methods

* On the equivalency of factor and network loadings.

- Recent research has demonstrated that the network measure node strength or sum of a node's connections is roughly equivalent to confirmatory factor analysis (CFA) loadings. A key finding of this research is that node strength represents a combination of different latent causes. In the present research, we sought to circumvent this issue by formulating a network equivalent of factor loadings, which we call network loadings. In two simulations, we evaluated whether these network loadings could effectively (1) separate the effects of multiple latent causes and (2) estimate the simulated factor loading matrix of factor models. Our findings suggest that the network loadings can effectively do both. In addition, we leveraged the second simulation to derive effect size guidelines for network loadings. In a third simulation, we evaluated the similarities and differences between factor and network loadings when the data were generated from random, factor, and network models. We found sufficient differences between the loadings, which allowed us to develop an algorithm to predict the data generating model called the Loadings Comparison Test (LCT). The LCT had high sensitivity and specificity when predicting the data generating model. In sum, our results suggest that network loadings can provide similar information to factor loadings when the data are generated from a factor model and therefore can be used in a similar way (e.g., item selection, measurement invariance, factor scores).

--- ABSTRACT END ---

[
right
kwic]

[frequency of next (right) word to analysis]

(1)97 of	(12)7 demonstrated	(23)3 indicated	(34)2 extension
(2)69 null	(13)7 is	(24)3 or	(35)2 framework
(3)36 and	(14)6 on	(25)3 results	(36)2 including
(4)25 was	(15)6 using	(26)3 the	(37)2 indicates
(5)13 revealed	(16)5 for	(27)3 were	(38)2 may
(6)12 showed	(17)5 that	(28)2 The	(39)2 methods
(7)12 to	(18)4 suggested	(29)2 also	(40)2 protocols
(8)9 identified	(19)3 a	(30)2 approach	(41)2 reveals
(9)9 in	(20)3 by	(31)2 are	(42)2 shows
(10)9 we	(21)3 could	(32)2 at	(43)2 with
(11)7 (NMA)	(22)3 from	(33)2 because

add keyword

--- WordNet output for analysis --- =>詳細な検討, 分解, 分析, 解析, 見方, 精神分析 Overview of noun analysis The noun analysis has 6 senses (first 3 from tagged texts) 1. (45) analysis -- (an investigation of the component parts of a whole and their relations in making up the whole) 2. (5) analysis, analytic thinking -- (the abstract separation of a whole into its constituent parts in order to study the parts and their relations) 3. (2) analysis -- (a form of literary criticism in which the structure of a piece of writing is analyzed) 4. analysis -- (the use of closed-class words instead of inflections: e.g., `the father of the bride' instead of `the bride's father') 5. analysis -- (a branch of mathematics involving calculus and the theory of limits; sequences and series and integration and differentiation) 6. psychoanalysis, analysis, depth psychology -- (a set of techniques for exploring underlying motives and a method of treating various mental disorders; based on the theories of Sigmund Freud; "his physician recommended psychoanalysis") --- WordNet end ---