# 0.2 Independent component analysis (ica)

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A brief discussion of ICA (Independent Component Analysis).

## Independent component analysis

Imagine the data we have is a linear mixture of unknown latent factors and the factors are mutually independent and non-Gaussian, our goal is to find the underlying structure and identify these components. As shown before, PCA assumes Gaussianity. The condition ${U}^{T}U=I$ and ${V}^{T}V=I$ imply independence only when the data is Gaussian. ICA corrects this by looking for maximally independent components (rather than uncorrelated) ones. We know that uncorrlation is characterized by: while independence is given by $E\left[f\left(x\right)g\left(y\right)\right]=E\left[f\left(x\right)\right]E\left[g\left(y\right)\right]$ The independence is stronger than uncorrelation because it measures the existence of any relationship. On the other hand, uncorrlation only measures linear relationship. Model for ICA looks like this:

$\begin{array}{l}X=AS\\ \stackrel{^}{S}=W\stackrel{^}{X}\end{array}$

where A is the mixing matrix and S is the source signals (rows of S independent) and we recover the signal using the “whitening” matrix W, where: $W={A}^{-1}$ Popular algorithms do this by maximizing its distance from Gaussian using either entropy or neg-entropy (Gaussian has maximal entropy) – they are solved using quasi-Newton scheme. In addition to this, some often used contrast functions to Gaussian include 3rd moment skewness, 4th moment kurtosis (kurtosis is zero for a Gaussian random variable) and sigmoidal. We used FastICA. It’s efficient and converges quickly. (Figure Credit: http://zone.ni.com/reference/en-XX/help/372656B-01/lvasptconcepts/tsa_multivariate_stat_analysis/)

#### Questions & Answers

Is there any normative that regulates the use of silver nanoparticles?
what king of growth are you checking .?
Renato
What fields keep nano created devices from performing or assimulating ? Magnetic fields ? Are do they assimilate ?
why we need to study biomolecules, molecular biology in nanotechnology?
?
Kyle
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why?
what school?
Kyle
biomolecules are e building blocks of every organics and inorganic materials.
Joe
anyone know any internet site where one can find nanotechnology papers?
research.net
kanaga
sciencedirect big data base
Ernesto
Introduction about quantum dots in nanotechnology
what does nano mean?
nano basically means 10^(-9). nanometer is a unit to measure length.
Bharti
do you think it's worthwhile in the long term to study the effects and possibilities of nanotechnology on viral treatment?
absolutely yes
Daniel
how to know photocatalytic properties of tio2 nanoparticles...what to do now
it is a goid question and i want to know the answer as well
Maciej
characteristics of micro business
Abigail
for teaching engĺish at school how nano technology help us
Anassong
Do somebody tell me a best nano engineering book for beginners?
there is no specific books for beginners but there is book called principle of nanotechnology
NANO
what is fullerene does it is used to make bukky balls
are you nano engineer ?
s.
fullerene is a bucky ball aka Carbon 60 molecule. It was name by the architect Fuller. He design the geodesic dome. it resembles a soccer ball.
Tarell
what is the actual application of fullerenes nowadays?
Damian
That is a great question Damian. best way to answer that question is to Google it. there are hundreds of applications for buck minister fullerenes, from medical to aerospace. you can also find plenty of research papers that will give you great detail on the potential applications of fullerenes.
Tarell
what is the Synthesis, properties,and applications of carbon nano chemistry
Mostly, they use nano carbon for electronics and for materials to be strengthened.
Virgil
is Bucky paper clear?
CYNTHIA
carbon nanotubes has various application in fuel cells membrane, current research on cancer drug,and in electronics MEMS and NEMS etc
NANO
so some one know about replacing silicon atom with phosphorous in semiconductors device?
Yeah, it is a pain to say the least. You basically have to heat the substarte up to around 1000 degrees celcius then pass phosphene gas over top of it, which is explosive and toxic by the way, under very low pressure.
Harper
Do you know which machine is used to that process?
s.
how to fabricate graphene ink ?
for screen printed electrodes ?
SUYASH
What is lattice structure?
of graphene you mean?
Ebrahim
or in general
Ebrahim
in general
s.
Graphene has a hexagonal structure
tahir
On having this app for quite a bit time, Haven't realised there's a chat room in it.
Cied
what is biological synthesis of nanoparticles
how did you get the value of 2000N.What calculations are needed to arrive at it
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