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Shofi Ahmed May 2017
A song like King David sang and everyone heard
It’s the sweet song sang in every mother tongue;
A perfumed speech is heard sweeter than nectar
wreaths round each patch of earth as part of a tongue
in all different variations, directions it’s singing!
  
Mathematically comped that rhythmically span
fashion in both or you choose science or arts.
It’s a lyric sang with finest curvy swaying dance
feel the quivers deep down into the atomic level
still the various motions in various directions turn on,  
nowhere near that look drawing a pause!
Poetic T Dec 2017
Love vibrates at the frequency
                         of our hearts.
A mass of emotions that even
                          though a theory,
             its the building blocks
of a mathematical equation.
         That isn't totally understood.
But still we investigate the relative
                    mass & gravity that
our love is a theory of emotions gravity
                                  stringing our hearts along.
MP Martinez Mar 2017
Those algebraic expression you gave
made my heart go nonrhythmic
like finding the cosine
in your Pythagorean theorem
I can't express
Let's have some math~
Äŧül Dec 2016
Wish life was at least as explicable as The HMM,

But alas! It's even more complex.

You may understand The HMM one day,

But not your life and interactions.

In probability & statistics,
A Markov chain or Markoff chain or a Markov Process,
Named after the Russian mathematician Andrey Markov,
Is a stochastic process that satisfies the Markov property
And is usually characterized as "memorylessness".

Imagine an urn experiment with replacement,
Hidden Markov Model can be visualized likewise.

Consider a hidden room with a genie inside,
The room has N urns with n ***** in each.


The genie chooses an urn in that room,
He randomly draws a ball from the urn.

He then puts the ball onto a conveyor belt,
Which is being observed for the sequence,
Only the ***** on the conveyor are visible,
Not the urns from which they were drawn.

The genie has a procedure to choose urns,
The choice of the urn for the n-th ball,
It depends only upon a random number,
And the choice of the urn for the (n − 1)-th ball.

The choice of urn does not directly depend on
The urns chosen before this single previous urn;
Therefore, this is called a Markov process.


*Hidden Markov models model complex Markov processes,
Where the states emit the observations according to a distribution.
One such example is a Gaussian distribution,
In such a Hidden Markov Model,
The state's output are represented by a Gaussian distribution.
References: Wikipedia.

A Hidden Markov Model (HMM) is a statistical Markov model in which the system being modelled is assumed to be a Markov process with unobserved (hidden) states. An HMM can be presented as the simplest dynamic Bayesian network.

For revising an important topic from bioinformatics.

HP Poem #1298
©Atul Kaushal

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