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# Factor Analysis

## Introduction

Factor Analysis is another powerful tool to understand what your data mean particularly when you have many variables. What Factor Analysis does is to try to find hidden variables which explain the behavior of your observed variables. Our interests here also lie in reducing the number of variables. So, we hope that we can find a smaller number of new variables which explain your data well. In this sense, it sounds very similar to PCA. Although the outcome is very similar in terms of reducing the number of variables, the approach to reduce the number of variable is different. I will explain this in the next section.

If you are a little more knowledgeable, you may have heard of the terms like Exploratory Factor Analysis (EFA) and Confirmatory Factor Analysis (CFA). EFA means that you don't really know what hidden variables (or factors) exist and how many they are. So you are trying to find them. CFA means that you already have some guesses or models for your hidden variables (or factors) and you want to check whether your models are correct. In many cases, your Factor Analysis is EFA, and I explain it in this page.

We are going to use a similar example in PCA. Let's say you have some data like this from your survey about what is important when they decide which computer to buy.

ParticipantPriceSoftwareAestheticsBrandFamilyFriend
P1653476
P2732223
P3644554
P4571367
P5775521
P6642345
P7572114
P8654475
P9356734
P10137524
P11266765
P12577677
P13245662
P14356523
P15165545
P16237756
• Price: A new computer is cheap to you (1: strongly disagree – 7: strongly agree),
• Software: The OS on a new computer allows you to use software you want to use (1: strongly disagree – 7: strongly agree),
• Aesthetics: The appearance of a new computer is appealing to you (1: strongly disagree – 7: strongly agree),
• Brand: The brand of the OS on a new computer is appealing to you (1: strongly disagree – 7: strongly agree),
• Friend: Your friends' opinions are important to you (1: strongly disagree – 7: strongly agree),
• Family: Your family's opinions are important to you (1: strongly disagree – 7: strongly agree).

For successfully doing Factor Analysis, we need more data than this example. If your want to find n factors, you want to have roughly 3n - 4n dimensions of data, and 5n - 10n samples. And Factor Analysis assumes the normality of the data, so it is not a great tool for ordinal data. However, in practice, we can use Factor Analysis on ordinal data if the scale is 5 or more, and data can be treated as interval data.

Through Factor Analysis, you want to find hidden variables (common factors) which may explain the responses you gained. For looking at how to do Factor Analysis in R, I would like to briefly explain the difference between PCA and FA.

## Difference between Factor Analysis and PCA

The intuition of Principal Component Analysis is to find new combination of variables which form larger variances. Why are larger variances important? This is a similar concept of entropy in information theory. Let's say you have two variables. One of them (Var 1) forms N(1, 0.01) and the other (Var 2) forms N(1, 1). Which variable do you think has more information? Var 1 is always pretty much 1 whereas Var 2 can take a wider range of values, like 0 or 2. Thus, Var 2 has more chances to have various values than Var 1, which means Var 2's entropy is larger than Var 1's. Thus, we can say Var 2 contains more information than Var 1.

Although the example above just looks at one variable at one time, PCA tries to find linear combination of the variables which contain much information by looking at the variance. This is why the standard deviation is one of the important metrics to determine the number of new variables in PCA. Another interesting aspect of the new variables derived by PCA is that all new variables are orthogonal. You can think that PCA is rotating and translating the data such that the first axis contains the most information, and the second has the second most information, and so forth.

The intuition of Factor Analysis is to find hidden variables which affect your observed variables by looking at the correlation. If one variable is correlated with another variables, we can say that these two variables are generated from one hidden variable, so we can explain the phenomena with that one hidden variable instead of the two variable. Let's take a look at the correlation matrix of the data we have (see the code example below to create the data frame) before doing Factor Analysis.

cor(data)

And you get the correlation matrix.

Price Software Aesthetics Brand Friend Family Price 1.00000000 0.1856123 -0.63202219 -0.58026680 0.03082006 -0.06183118 Software 0.18561230 1.0000000 -0.14621516 -0.11858645 0.10096774 0.17657236 Aesthetics -0.63202219 -0.1462152 1.00000000 0.85285436 0.03989799 -0.06977360 Brand -0.58026680 -0.1185864 0.85285436 1.00000000 0.33316719 0.02662389 Friend 0.03082006 0.1009677 0.03989799 0.33316719 1.00000000 0.60727189 Family -0.06183118 0.1765724 -0.06977360 0.02662389 0.60727189 1.00000000

So, it looks like that Price has strong negative correlations with Aesthetics and Brand, and Friend has a strong correlation with Family. This means that we can expect that we will have two common factors, and one will be related to Price, Aesthetics, and Brand, and the other will be related to Friend and Family. Let's move on to Factor Analysis, and see what will happen.

## R code example

In the following code example, I skipped some details, such as using varimax rotation or promax rotation (R uses varimax rotation by default). If you want to know more details, I recommend you to read other books or references for now. I may add these details later, but not sure…

First, we prepare the data.

Price <- c(6,7,6,5,7,6,5,6,3,1,2,5,2,3,1,2) Software <- c(5,3,4,7,7,4,7,5,5,3,6,7,4,5,6,3) Aesthetics <- c(3,2,4,1,5,2,2,4,6,7,6,7,5,6,5,7) Brand <- c(4,2,5,3,5,3,1,4,7,5,7,6,6,5,5,7) Friend <- c(7,2,5,6,2,4,1,7,3,2,6,7,6,2,4,5) Family <- c(6,3,4,7,1,5,4,5,4,4,5,7,2,3,5,6) data <- data.frame(Price, Software, Aesthetics, Brand, Friend, Family)

Factor Analysis is easy to do in R. Let's do Factor Analysis assuming that the number of the hidden variables is 1.

fa <- factanal(data, factor=1)

And you get the result.

Call: factanal(x = data, factors = 1) Uniquenesses: Price Software Aesthetics Brand Friend Family 0.567 0.977 0.126 0.167 0.974 1.000 Loadings: Factor1 Price -0.658 Software -0.152 Aesthetics 0.935 Brand 0.912 Friend 0.161 Family Factor1 SS loadings 2.190 Proportion Var 0.365 Test of the hypothesis that 1 factor is sufficient. The chi square statistic is 12.79 on 9 degrees of freedom. The p-value is 0.172

Here, the factor analysis is doing a null hypothesis test in which the null hypothesis is that the model described by the factor we have found predicts the data well. So, we have the chi-square goodness-of-fit, which is 12.8, and the p value is 0.17. This means, we cannot reject the null hypothesis, so the factor predicts the data well from the statistics perspective. This is why the result says “Test of the hypothesis that 1 factor is sufficient.” Let's take a look at the Factor Analysis with two factors.

fa <- factanal(data, factor=2) Call: factanal(x = data, factors = 2) Uniquenesses: Price Software Aesthetics Brand Friend Family 0.559 0.960 0.126 0.080 0.005 0.609 Loadings: Factor1 Factor2 Price -0.657 Software -0.161 0.119 Aesthetics 0.933 Brand 0.928 0.242 Friend 0.100 0.992 Family 0.620 Factor1 Factor2 SS loadings 2.207 1.453 Proportion Var 0.368 0.242 Cumulative Var 0.368 0.610 Test of the hypothesis that 2 factors are sufficient. The chi square statistic is 2.16 on 4 degrees of freedom. The p-value is 0.706

The p value gets larger, and the Cumulative portion of variance becomes 0.61 (with one variable, it is 0.37). So the model seems to be improved. Loadings shows the weights to calculate the hidden variables from the observed variables.

But obviously, the model gets improved if you have more variables, which shows the trade-off between the number of variables and the accuracy of the model. So, how should we decide how many factors we should pick up? This is the topic for the next section.

## How many factors should we use?

We found the two factors in the example, which are:

Factor 1Factor 2
Price-0.657
Software-0.1610.119
Aesthetics0.933
Brand0.9280.242
Friend0.1000.992
Family 0.620

In the results of FA, some coefficients are missing, but this means these coefficients are just too small, and not necessary equal to zero. You can see the all coefficients by doing like fa\$loadings[,1] with more precisions.

Although the goodness-of-fit tells you whether the current number of variables are sufficient or not, it does not tell whether the number of variables are large enough for describing the information that the original data have. For instance, why don't we try three factors instead of one or two factors? There are a few ways to answer this question.

### Comprehensibility

This means whether you can explain your new variables in a sensible way. For example, Factor 1 has large weight on Price, Aesthetics and Brand, which may indicate whether people want practical aspects or fashionable aspects on their computers. Factor 2 has large weights on Friend and Family, which seems to mean that people around users have some effects on the computer purchase. Thus, both factors seem to have some meanings, and that's why we should keep them.

This is not really a mathematical way to determine the number of factors, but is a standard way to do. Because we want to find factors which explain something, we can just ignore factors which don't really make sense. This is probably intuitive, but I know you may argue that it is too subjective. So, we have more mathematical ways to determine the number of factors.

### Cumulative variance

Similar to PCA, you can look at the cumulative portion of variance, and if that reaches some numbers, you can stop adding more factors. Deciding the threshold for the cumulative portion is kind of heuristic. It can be 80% similar to PCA. If your focus is on reducing the number of variables, it can be 50 - 60 %.

### Kaiser criterion

The Kaiser rule is to discard components whose eigenvalues are below 1.0. This is also used in SPSS. You can easily calculate the eigenvalues from the correlation matrix.

ev <- eigen(cor(data)) ev\$values 2.45701130 1.68900056 0.89157047 0.60583326 0.27285334 0.08373107

So, we can determine that the number of factors should be 2. One problem of Kaiser rule is that it often becomes too strict.

### Scree plot

Another way to determine the number of factors is to use Scree plot. You plot the components on the X axis, and the eigenvalues on the Y axis and connect them with lines. You then try to find the spot where the slope of the line becomes less steep. So, how exactly should we find the spot like that? Again, it is kind of heuristic. In some cases (particularly when the number of your original variables are small like the example above), you can't find a clear spot like that (try to make a plot by using the following code). Nonetheless, it is good to know how to make a Scree plot.

The following procedure to make a Scree plot is based on this webpage. You also need nFactors package.

ev <- eigen(cor(data)) library(nFactors) ap <- parallel(subject=nrow(data),var=ncol(data),rep=100,cent=0.05) nS <- nScree(ev\$values, ap\$eigen\$qevpea) plotnScree(nS)

### Summary

Unfortunately, there is no definitive way to determine the number of factors. You probably try to do multiple ways explained here, and see how many factors each of them is suggesting. They should suggest you more or less the same number of factors, so you can have a pretty good idea of how many factors you should choose.

## Discussion

, 2015/06/22 03:00
It will be more easy to read and understand if you can put the codes in monospace (typewriter) fonts.
, 2016/12/19 17:52
Great explanation of factor analysis -- much appreciated!
, 2017/03/04 16:14
Thanks! I read many articles, tutorials, and lessons about factor analysis. This one finally gave good examples to be shown in R and to see it in work. Now I can finally start to crunch my data and make factor analysis with R.
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What always be doing is a little counter attack in a very sweet fashion. Make him feel that you completely secure by commenting on her too you see him stealing a look. Make a comment about how cute her outfit is or how great that coiffure looks on her. The pleasure you get from the whole picture on his face will be instant. He be shocked that you most likely being so courteous and that you aren exploding into a jealous rage. You show him that you so secure in yourself that no one woman can alter that. If you do this enough he soon stop taking a look other women as often because he be so focused on you.
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"see your room, predicament? How within this one: "Take a break, whether you can identify with these specific phrases, We as those in modern day society are no strangers to the use of social exclusion or ostracism as a means to promote obedience. this tactic of social control is commonly applied in multiple societal spheres and social contexts. in your own home, Sending a child to their room is a frequently used punishment for defiance. In a college setting, Children may be put in "time out" For disobeying the consultant. Ostracism is even principally of our penal system, Demonstrated through solitary confinement. The widespread reliance on ostracism as a tactic to control social control raises the question as to whether ostracism and social exclusion is actually an effective means by which to promote obedience.

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Acknowledging that there're limits to this study, This research still has powerful implications and raises further doubts about relationship between ostracism and obedience. There does seem to be scientific bases for the effectiveness of ostracism as a tool to promote obedience. suitably, If used skillfully, Ostracism could be a powerful means to positive behavior. in contrast, The implications become more serious when this power is used to manipulate and promote obedience in a way that is negative or harmful to you and those around them. as an example, What are the effects of social exclusion in a school based setting among peers used to promote negative forms of obedience, Such as violence or hazing? or possibly, On an even better scale, What are the implications of this phenomenon damaging credit terrorism? If being ostracized for two minutes can result in such drastic variations in obedience, As was demonstrated poor this study, How powerful could longer periods of ostracism be in influencing obedience? Ethical concern make these questions difficult to answer through experimental research, Yet examiningsocial and political history alone, It appears as though some of these questions seem to have been answered.

Riva, signifiant, Williams, okay. h, Torstrick, one particular. l, Montali, l. (2014). order placed to shoot (A digital slr camera): effects of ostracism on obedience. The Journal Of Social mindset, 154(3), 208 216. doi:10.1080/00224545.2014.883354Framing Effects in online dating service personals: Nice Guys Have a Leg UpSocial Rejection and AggressionThe Secret to non-public Growth and Improved Social Functioning.
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The Age of Enlightenment was a period of intense thinking about of the dominant ideas in the fields of philosophy, politics and economics. Just as the Reformation challenged spiritual dominance of the Roman Catholic Church and the 17th century controlled Revolution shattered the dogmatic consensus in sciences, The Enlightenment defied the ideas of divine right your day kings, Of fineness of religious faith over human mind, And of the eternity of existing social agreements. The basic ideas of the Enlightenment may be found in the works of its most prominent distributors, which included Fran Arouet (Pen url Voltaire; 1694 1778), Charles Louis environnant les Montesquieu (1689 1755), Jean Jacques Rousseau (1712 1778) And martha Wollstonecraft (1759 1797).

Voltaire made his name known as the polemicist, Attacking entrenched social organizations of his time in a sharp and satirical prose and poetry (Cunningham Reich, 2010, r. 421). During his forced exile in great britain (1726 1728), He was greatly in awe of the British system of constitutional monarchy that stood in stark contrast with the absolutist regimes which dominated in Continental Europe (v. 416).

Voltaire deemed to be himself a deist, Viewing religion as based on human reason and the careful consideration of nature (Cunningham Reich, 2010, w. 417). He was vehemently opposed to religious fanaticism of any sort, Being especially negatively predisposed towards the Catholic Church. also, He was a partisan of religious toleration and viewed religious persecution and bigotry basically as medieval barbarity (g. 417).

nonetheless Voltaire was in principle a supporter of constitutional and parliamentary government, He distrusted mass national healthcare and democracy as such. Mostly simply because of this, He duplicated the growing ideology of despotism (Cunningham Reich, 2010, v. 416), As evidenced by his accessory to the rule of [url=https://about.me/spanishwomen]spanish ladies[/url] Frederick the Great in Prussia. in your sense, His political ideas were rather conservative in comparison to the other figures of Enlightenment.

The other famous representative of Enlightenment, Montesquieu is best remembered for his theory of divorce of powers, Which basically became the founding principle of almost all modern nation states. 415).

Ideas of Montesquieu [url=https://datingspanishwomen.travel.blog/2019/06/17/is-it-hard-to-date-with-spanish-women/]spanish beauty[/url] became rather influential in the Thirteen Colonies, Where the notion of separation of powers would later become a guiding political idea of the Founding Fathers of the united states. likewise, Montesquieu attempts to classify human society by their prevailing political forms would prove the start of modern political science.

Rousseau espoused political views which were radically dissimilar to those of Voltaire or Montesquieu. He thought that modern society exerted a corrupting influence upon naturally equal and good human beings (Cunningham Reich, 2010, g. 421). Rousseau believed that virtue should become a basis of new socio political system that was to replace corrupt European monarchies of his time (l. 419).

during his seminal work, this Social Contract (1762), Rousseau attempted to present his political ideas in terms of radical republican democracy, Where the political sovereignty produced by the general will of the people (p. 415). Rousseau thought that the creation of virtue and moral sense in children should be the highest goal of any proper education system, And he tried to synthesize his ideas on education in Emile, One of his most well known literary works.

as being a, Mary Wollstonecraft was among the initial advocates of women rights, Being a principal forerunner to the cutting-edge feminist movement. Her most influential work is A Vindication of the Rights of Woman (1792), Where she suggested an educationalist approach towards bridging the gap in social status of genders. She believed in innate rationality of human beings and advocated republicanism rather then hereditary monarchy.
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