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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!

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.

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

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.

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.

The room has N urns with n ***** in each.

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.

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

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