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Àŧùl 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
V. the ballad of briseis

my heart is of
the flesh of figs,
and that which
i cannot touch:
grainy sweet
garnet nectar
pretty to behold
but easy to bruise

no god shall speak for me, briseis
for this fig-heart, like the heart of man
craves art as it does god
and though i know you not by name,
but only pseudonym:
blood, words, and love,
we are kindred souls

i'd like to believe that we
are cut of the same cloth
hewn of the same mound of clay
(or cast into the same iron, i suppose
for we became one another's anchor
the day we met)

i once told you, my dear briseis,
that if you taught me symbiosis
i would teach you love
for you found pragma
in philosophy cold
markov's blankets
freud's ego, plato's cave
whereas i found pragma
in alchemy's poetry
chekhov's gun
freud's neurotics, plato's human

it means nothing.

the alchemy lies
beyond the chemicals,
beyond the seed and the egg,
beyond our festivals of atonement,
beyond my prima materia
and your unfulfilled magnum opus

it lies in simple interdependence,
the oceans, the heavens,
the forests, the deserts,
the storms, the famines,
the herds of wildebeest,
the colonies of ants,
the beady dew on the spider web
and the purling river shallows,
our acrid mouths yearning for mother's milk,
the boy who makes us cry at night,
the fiery logs roaring against the cold air,
the hoot-owls and the faces on the wall
(our skeletons never did stay in the closet)
bathed in that slow, hideous wonder
those interplays of love and symbiosis

as i drown and die in reverie once more
pray that the stakes may be forever higher
that i find those eternal elysian fields
so long as our achilles lives to fight again

we are more alike,
than you or i would
ever dare to admit,
briseis

so humor this fig-heart:
hold me and tell me
that it'll be all right
to fig-hearts and fickle fate: we aren't perfect, and that's okay.

~ILIAD~
this series, inspired by the greek epic of the same name attributed to homer and madeline miller's "song of achilles", is a narrative of my life, short as it may be. i [attempt] to explore everything from race to sexuality, to friendships and reconciliation. i hope you take something from this. you can read in whichever order you like, as a series or as standalones.

interpretation of truman capote's "other voices, other rooms", with text taken directly from said work in stanza seven.
leonard zinovyev May 2019
Tyger! Tyger! pants on fire.
Pants on fire, burning bright.
And what chain, & what art?
What the sinew? what the *?

Markov! Markov! chains on fire.
On what wings does he aspire?
And what hand at a rapid rate
Dare ‘em hastily generate?

In the forests burning bright,
In the distant deeps and skies.
Lo ‘n’ behold! what a symmetry!
Did he smile his work to see?

Tyger! Tyger! pants on fire.
Pants on fire, burning bright.
And what chain, & what art?
What the sinew? what the *
?

Python! Python! Monte Carlo,
The chain order is so low.
Product placement detected!
Your PC may be infected!
Saša D Lović Apr 2015
konj

Konj!
Tako crn.
Kao nebo.
Miriše po malo funky.
Večna inspiracija
Za pesnika i bildera.
Konj.
Običan, ciganski ili
Plemenit
Kao Aleksandrov Bukefald
Kao Markov Šarac
Kao Veljkov Kušlja i
Tomov Jolly.
Obeležio veliki deo
Istorije ljudske,
Kao heroj ili kobasica, svejedno.
Vuk’o je topove
Vuk’o je plugove
Nalickane dame u kočijama
Mrcvaren bio po cirkusima.
Konj.
Jednom je čoveku odgrizao
Sve prste sem palca
I ovaj ga vezao
Uštrojio
I terao ga da gleda
Kako mu prži i jede
Muda.
Ken Pepiton Jul 2022
Grow win groan… mark off/28jul2022, upgrades check…
I  said I would, if I believed I could, gain, that actual
ever interest turning every fifty years, on unpaid
Jubilees among the feeble minded,
all of the people, some of the time.
- Interesting times, since ever I was aware
- compounding mistakes as hates, oy vey
- Travail, travel, wanderer drawn away
- Covid positive
by an un-listed wind,
an anomoly
on a nano
scale
- not that either, I lost count, yes
weight as value - {always} a war making ideas heavy,
salt thirsting from inside the wall, the system
makes the body drink so I may think, all is well
with my soul.
Weight-wise, I am alive,
worth then is measured
in might as might may prove choice of - el, yes, well
el, we all nod, we find the sound early to disting-wish

so. way say it, we are right our way, we drink
from our own wells, tanks we make, when we may.
We save on the surface the sheen, squinting eye tech
see in snow pieces of eight,

right
-- self assembling nano tech with a
built
in
programing language. But, I add, in my mind
but, on or off- but on, in breath
the living things are
running programs
built. Built in ifery ever, if the system forms,
the system must be activated or nothing occurs
to you to
bring
life
--- I'm not clear, is right conscience or conscious, with use
of science sense signals set
to know
when
intentional design is a tribe ID-word.
- we designed this thing we are in, or on, or about/
- maybe
(rules against saying intelligent design rule the teacher,
not the peacemaker, being minded to know all the magi-tech,
and more, when it comes to rules
in love and war, life,
per se, ain't fair.
Pay the piper and the mind that tuned the whistle
in my denture
to this peculiar signal)

morought-othephic resonance vector infection- Þ
check
genome editing crisper- thorny issue
check
Þ
humanizing pigs, honest.
craig ventor lifemaker?
He is known
for leading the first draft sequence
of the human genome
- using a mind formed after the bomb.
- there is a mark in time, for each first time.

tools, yeast synthesis, is this a war?
Physical war being planned
against our eukariotic soul mother, brother

is this
from Wonderbread,
an antibiotic problem or mere remaining wrong ideas?
Is it like…
cancer - or Chaucer in the shade, as the lackeys towed that
barque, 'n'**'st that bale, bo andoncha know
nobody steals a $400 bale o' good Montana hay for no reason…
there was a needle in that role,
a piercing maddening cross-referrent occurrence implicated
as interference pre'ferencing prefer not all you wish,
pre-referencing the author's op-own imagined experience…
meaninglessness is hard to market.
- I already read the writing on the wall metaphor
- I know the names I'll find, I just
- can't remember those two.

---checksums all the way down if/then/else
find a way to live.
Identify the man you were, read him in.
When he's his old, he'll seal the exploit.
Cancer decides, for itself,
that's all I can make from the confusion here,

there must be some kinda way outa here

You recall, said the Joker, to The Thief
meaningful work.
Guiding to death.
Shall I solve your meaningless ness, or my own?
Or might I

find the meaning built in,
that black box with the built in
programing language that
Singularity University guy said is so important,
the built in
programing language that
is so important,
the built in
programing language that
is so important,
the built in
programing language that


… interest, drew me, what drew you?
compounding
Life. Me, too.
Divine interest in life, especially the mortal aspect,
as pertains to life and godliness and all,
that came with this acceptance
of dominion, within the bubble I am pre-pressured
with somewhere
- so excited- jumpy-ohshit-spot
- runs
between plumb and puredy **** sure.

Having entered again the as-if realm, that m on the end of real

means money maybe maybe not knot ex-acted
see
a door? a narrow way few see? mmmm
Follow or flee, ennui, as for me,
I believe I've heard treasure is truth.

I dare be, yond all I ever knew, to make answer-able
prayers. I be for no other reason my reasonability
allows, but to trouble the water and watch it settle
- silver screen in the thymus meme-ory device
Sno-globe meditation technique, practiced in secret since…
who knows, but crystal ***** did do something.
People can look at sno-globes for ever,
and never grow weary of the novelty.

For some, simple is good, good is simple.
God is light.
Where light is…not
nothing is.
Evil thing in my mind, you have been certified nullified.

Wind war? I inherited the wind.
I know why the broad Sargasso sea is so still, willo'mywinds
whisper
Peacemakers come from homes troubled in the making.
The fecting up of the Peacemaker, protrudes
effective peacemaking is more
preclusive
unsettling,
Dear Rhea rumbling at more
pressure boiling for her to loose some
air.
Cultures sharing antibodies for old evils.
Once the evils men imagine are exposed,
refreshen the air. Take another hit,
message accepted,
we can handle those
acting-as-if the losers won,

but none need lose, for life, per se,
in the realm of mega-we,
life is seen
most precious by all men.

Some men may dare to despise their own flesh,
(despise means not look at, spek means look at, in many tongues)

however,
never shall life despise some men and look kindlish at others.
Salt, be salt, water, water, you, you
-insert Markov blankness
life has proven itself in you. Be or not is not the quest.
Go, be more alivening, is the quest.
Be a little leaven, a viral bit of peace,
just past understanding,
well within reach.

Be alive, and where you live, make peace so life may
may -be empowered to- make peace so life may
dub thee Troen Ridder
truth-be-told, teller
maker-of- peace so life may
increase abundantly good forever
for no better reason

than if you had your own way we would be friends.

Search for a video of sanctioned war in germ terms
eleven days from minimum

survivable dose MSD

to total ******* and

destruction of both sides, unless
the bubble of all they have learned can be

pressurized, from the insides,…
Thanks, yawn. stretch, sneeze
Pop.

I heard about Alamogordo. Thanks for that, too.

rightnow. what does fear of not knowing a known

feel like, suffering wise, scale of 1 to 10?

How about (odd phrase, eh) we suffer, instead,
the fear of the un
known

Nova Sanctorem sorta stuff. Book learned
spells mispoken by orphans

sifting through the ashes of all that went before,
enchanting, if one child finds a drum,

safe from the fire in the secret place,
child strikes the drum one time

wait
echo

Did your home place echo?
During day, or during night?

In my desert, it is both.
- go to where stories lie at rest.
With this drum and my echos,
we may finish your migration

Walk a mile with me, let me help you
with your bag,
your thing, trip, scene

Remember then?
Enchanting times with different echoes

Ancient, old as dirt, snake clan secret
extreme mental challenge trials.

Now. What's the missing or broken
ness you all are murmuring

how about? May I?

May I understand comprehension of perceptions
in the interest of interesting times,

which, when I was told that

"may you live in interesting times", is
alleged, an Imperial curse,
which, first,
by then, I had all ready taken if-that for
granted as good will toward me.

I considered it diligently
I sought the sweet influence of Pleiades,

I did. Lucky Luciano and the Polish word Lekka

Luck is a factor if luck is originally
onto logical epi stem strateg-ic
clear light, magi-tech-wise.

There is evidence. The rocks bear my significance
-in 2022
If I can, try sign if I can, and no sir not can sir
but breathe sir
censor, sweet sense or else

the most benign of the self-righting models
to embody
the six spins in one bubble.

could stumble and fall and have no means to right,
get the signal, right itself, per se,
if wrong fail of function better next time…ping
we wer- yea, verily ver-ifity confirmed
it-ify-ing evil, first
really.
Life in mere terms,
words live here, we know
Intentional wrong precedes right
in my experience of living while waiting for you.
but once you have a grip on evil
as a thing in your own realm,
under your dominion;

then, don't miss a wink.
sleep tight, don't dis-integrate and wake up crazy.

When Ezekiel saw the model, if he saw the model,
he'd, he 'ould have been well and truly
amazed, aclaimin', in awe, I saw

"wheels within wheels within wheels bubblin'
bib-lin' bubblin' in my soul"

banjo and fiddle, painful for an orphan
yearnin' to learn ttdrr drum that drum

My drum. The drum I found in the secret place
I knew was there, after the fire.

-----
Ah, Christmas, the message with its own,
built in medium to grow in with no competition.

The least suspected are all infected.
That Usual Suspects, all those sick social memes, as if

the war of numbers was a game for cannon founders

Krupp and whom, Red Shield in the ghetto?
I don't think that makes
all the sense in the world.
who was Warburg…{question or mark of timing}

-- we had things between scenes, glyphs, right
let's have a gliph,if we edit- I am this-Þ, as an after thought
Þ is the th sound among certain ancient tongues,
deafness separation and blind singers grown wealth in wine.

The act has formed another wedom,
and we have joined them on fi, okeh, fi-semper
in fiduciary, and rests, in truth compressed
Trust. On the dime
flip. Truth rests.
On this page again, a different me,
indeed, as different time, I'm
certain, fluidity of space, currents

swirling up three dimensions, six ways
measured from now at the center, once,

now at the edge, stretching one point,
to a pivot,
turn around and wonder what we do,
we mortal watchers, consuming life to live…

questing questions ion-
state, condition, or action, quest
quaerere "seek, gain, ask"

From <https://www.etymonline.com/search?q=quest>

Can you think slowly? I can. Several volumes back,
we, discovered Jello-timespace, blinkable
and rubbable dry bubble eyes, murine
is accessible, state conditions or act

as if I were a maker of peace,
on the grandest scale,
would I fret living
for no reason
but one I made up, from bits of others,
made up from matters cogitated to troubled
state conditional actions
made up, fantasized, built to imagine going past,

a mountain of a man, big bad Yohan,
mean, mean, mean man,

I mean it, always.

6-19-2022 2200
- not so long ago, then
Father's day, lotsa laughs,

little error allowed, the fineness,
sorting racist fear from awareness,
the culture does produce to patterns,
common genetics, tend to produce
select models of all the options,
over and over and over again,
a loss
a complete misconception of my reason
able faith, applied, no lies, only big stories,
yes, I cannot remember what was real
and what was what I would have done,

then I remember the gun, I did tell that
guy with the gun
to stop. And he did.

Then the other guy, the one with the
shot gun, he has in my face,
and I am ready,

see, I say, to me today, I am ready

if I were you, you would think nothing
p-- I am too
tired and slightly drunk to care,

of course, the course is parseltongue tested,
listen, hiss, you know, the warning,
I own this space this time,
the serpent says to me,
I laugh and stomp it,
I made that snake,
it was not real.

You know how I feel,
daring, don't give a dam
gonna do another show,

rock and roll reality, believe me,
we have the Sisyphus's, happy
engine wound up and ready,

but Sisyphus quit.
Got to the top and said, that's it
I quit.
And time stopped in that sector.

Go look.
Nothing changes and Sisyphus
is happy as Hell to have nothing to do.

I want something cooler, reader five,
blackbandit-double-ought shot
pick a sigel jelly sidgil  sign damint spel chek
you know what I mean, magic it sigil -right
I guessed that.
My son in law cringes at my cultural crassness.
I think jews come in more recognizable patterns
than cultures that abandoned the marriage restrictions.

"At least --- did not marry a ------" Oy, right, mix race,
half-breed
race as a what, eh?
what we weigh is race, we do not know,
they said we know, but we don't so, no more, race
is a wrong idea,
not right.
The flavor, the leaven and spices and plagues of
cultures, idea - a we of one earth
- call Covid leaven,
- we all been co-leavened
- we all share simbionts,
- earth is our home and our calling is to be good.
- Spirit inspire expire ssssssss
that is a people, idea that shapes a people
cultures, symbiosis chimera are we, carriers
post all we all survived, we are carriers of all it took.


Quiet, the ride, holy silencio, yohan let it be son,
grow old and burn your pages/
slow skip staged events…

Okeh, from the beginning I am the auth-oth- or that
maker up, of my faith, author and glosser, shiner, finisher
on elements at work in melody and har,mmmmoney
echoes, eeeee
we agree, that is no reason to dare see it so,
we are all, by nature's god, double-minded,
doubt not is a trick of the trade,
ɤ thistledo-find a phoneme that fits kid
unify, un yonder run un if un if un if I die I knew
you know, knowing good and evil, was the plan,

nothing was a secret, once in a life time you may know.
Ken Pepiton Jul 2022
legends and legendary,
myths and mythological,

reason to be having right, habituation
just if I can, not otherwise,
within the palisade,
this side of the wall where Markov blankets
best guess
concisely divides soul and spirit,
-worth weighed and sorted impossible
from best bet. All bubbles are permeable
to a neutrino, I heard.

Legendary funding has gone into discovering
the reason we think we are more than time
in a chance arrangement of all things
-we think we may become, if it works
and the ice finishes melting in time,
plotted on a children's story gone global,
in the guise
of anthropomorphic destiny
to be in the right place at the right time.

You, as reader of this line,
are among the rarest kind of minds…
In the actual Goldilocks zone.
A thought.

— The End —