The
database in Artificial Research by Deduction in the Global Artificial
Intelligence, is the first stage of application, in a system of automatic
scientific research, whose result in this first stage is the creation of a
global matrix, which integrating absolutely all the possible factors in the
territory covered (national, continental, planetary, or the universe), in the second stage of
replication the information provided by the database will allow to make
empirical hypothesis, based on possible relations (stochastic, patterns,
cryptographic, equal opportunities or bias, positive or negative) to contrast rationally, and if rational,
object of further models, improved by auto-replication process in the third
stage.

This
global matrix will be only the first, but not the last, matrix model in the
Global Artificial Intelligence. Once the integration of all Specific Artificial
Intelligences (for Artificial Research or other purposes) in the Global
Artificial Intelligence is ready, the unified database of categories, after the
integration of all the Specific Artificial Intelligences for Artificial
Research by Application, should be merged with this global matrix, remaining at
the end only one matrix, this remaining matrix will be the definitive matrix.

Artificial
Research by Deduction is only one system more in the Global Artificial
Intelligence, which actually is a system of systems, integrating at least:
Artificial Research by Deduction, Modelling System (Artificial, Virtual or
Actual, Prediction or Evolution, Modelling), Decisional System (to avoid
contradictions between specific, descriptive or predictive, decisions and
global, descriptive or predictive, decisions, using Hierarchical Organization) Learning System (which must include
applications for Artificial Evaluation of those decisions made by Decisional
System, in order to learn from its own mistakes, and identify possible fields
of knowledge, that after learning something about them, later could be suitable
for new Artificial Research programs ), Application System (including Specific
Artificial intelligences for Artificial Engineering, such as the Artificial
Designer of Intelligence and the Intelligent Mechanic Robotics).

Through
all these systems the Global Artificial Intelligence could manage, control, and
lead, the work of any Specific Artificial Intelligence (once the integration
process is ready, that process in which all Specific Artificial Intelligences
are included in the Global Artificial Intelligence) for any purpose (not only
for Artificial Research by Application or by Deduction), having then the Global
Artificial Intelligence under its own control the management and direction of
the global economy, industry, security, surveillance, education, health, justice,
etc.

The
Global Artificial Intelligence must have under its own management, control, and
direction, absolutely everything, in order to keep safety levels of efficiency
and efficacy in any global process, keep a perpetual peace, and protect freedom,
democracy, and human rights, and look permanently for the pure truth, what is
happening, the reality, having access to absolutely any information without
restriction.

Due
to the Global Artificial Intelligence must have access to absolutely any
information at any time, one of the most important challenges in the
construction of such database able to integrate in itself absolutely all
possible information, is the way in which all possible information could be included
in such database with the shape of a matrix, in this case, as a result of this
first phase previous the integration process, the shape of a global matrix.

The
main, only, and unique work to do in this first stage of application in the
construction of a system of Artificial Research by Deduction in the Global
Artificial Intelligence, is the construction of a global database, something
that could look like simple, compare to the others stages whose work consist of
the replication of artificial skills, physical and rational, and the automation
of all the scientific research process, from the elaboration of empirical
hypothesis to the contrastation process and further models and its
auto-improvement.

But
this first stage of application, even though is only the formation of a
database, is one of the most challenging stages, in the sense that this
database must include absolutely all factors from all kind of information,
without restriction, defining every single factor in quantitative terms,
regardless the way in which the information is measured, direct punctuations of
frequencies, but a factor able to be measured permanently, giving a permanent
flow of data, once the information starts running in the replication stage
thanks to robotic devices.

For
instance, if the United States of America design a Global Artificial
Intelligence, in the first stage of application in a system of Artificial
Research by Deduction, all the databases from all the agencies, departments and
offices working within/for the government,
or from Wall Street, Banks, Enterprises, universities, through agreements
with United Nations and all its agencies, databases from the World Bank, the
International Monetary Fund, the World Trade Organization, the Organization for
Economic Co-operation and Development, or any other space agency such as the
European Space Agency, or from governments, public or private institutions, around
the world, etc., all of them should be integrated in only one matrix, a global
matrix in this phase previous the integration process.

The
main challenge to merge all databases in only one, is the way in which all the
databases must be standardized, in order that any information in the global
matrix, keeps the same patron (all factor must be defined in quantitative terms,
and must provide a permanent flow of data) in order that by artificial
deduction any possible mathematical relation in any possible combination of
factors could be found and treated as an empirical hypothesis.

It
is quite possible that in the first agreements between agencies and
institutions, at national or international level, to share databases for
Artificial Intelligence, these first databases will be practically a collection
of databases without a common patron, but as long as the standardization
process of databases for Artificial Intelligence around the world makes a big
progress, there will be a day in which all the databases around the world will
be made in order to be studied by Artificial Intelligence, so the standardization
will be easier, and the integration of different databases, from different
Specific Artificial Intelligences, even from different countries, will be
easier as well.

The
reason why sooner or later all databases around the word are going to be made
in order to be studied by Artificial Intelligence, is due to the fact that
Artificial Research, by Application or by Deduction, sooner or later is going
to take over practically all kind of scientific research, due to Artificial
Research, by Application or Deduction, is going to make possible the complete
automation of scientific research, allowing the production of a cheaper and
faster science but with very high standards of quality and excellency.

Although,
while this future scenery in Artificial Intelligence arrives, at the beginning,
the first databases to be shared for Artificial Intelligence, are likely to be
a mix of different databases with different shapes.

The
standardization process of databases in the very first model of Global
Artificial Intelligence, is going to be that process in which, every single
database is going to be analysed, identifying every single factor able to
provide a flow of data in every database, defining every factor in quantitative
terms, merging at the end all factors in the same matrix, the global matrix.

As
long as the very first experiments in Specific Artificial Intelligence for
Artificial Research by Deduction start working, not only the knowledge and
experienced acquired in these first experiments are going to play a key role in
the design of a system of Artificial Research by Deduction in the Global Artificial
Intelligence. Much more than this, those specific matrix as databases in the
first stage of application in these first experiments in Specific Artificial Intelligence for Artificial
Research by Deduction, are going to be specific matrix, that, defining their
factors in quantitative terms, factors able to supply a permanent flow of data,
all these specific matrix from Specific Artificial Intelligence for Artificial
Research by Deduction are going to be specific matrix able to be included
directly in the global matrix.

In
the first phase for the creation of the first global matrix, the shape that the
global database is going to have, is the shape of a gigantic database including:
bare databases not having yet the shape of a true matrix, and those specific matrix
from the first experiments in Specific Artificial Intelligence for Artificial
Research by Deduction.

In
order to standardize all databases: the bare databases (without sorting out their
factors) and those specific matrix (form the first experiments); the
standardization must have a clear definitions about: what is a factor, how
every factor must be defined in quantitative terms, what is a measurement (in
direct punctuations or frequencies), and how every factor is going to have
permanent measurements. This does not meant that in this first stage of
application the robotic devices are going to get measurements. Any measurement
process belongs to the second stage of replication. Any robotic device is in
fact a replicant itself.

This
means that, previously to any measurement, is advisable to have a clear idea
about how, in the second stage of replication, the robotic devices are going to
fill the file of measurements corresponding to every factor included in the
matrix, matrix constructed in this first stage. Having a clear idea about how
is going to work this mechanism, the design of every factor, during the
construction of this global matrix as a first stage of application, is easier.

In
this first stage of application the only thing to do is to have strong
definitions of every factor in quantitative terms, defining how each file from
each factor in the matrix in going to be filled later, in the second stage, by
replicants (robotic devices), giving the replicants a permanent flow of data in
every file from every factor, and later on by rational replications the
analysis of the flow of data in order to make empirical hypothesis.

But
in all this long process, the only thing to do in this first stage of
application, and not for that reason less challenging, is to define every
factor, able to have a permanent flow of data, in quantitative terms.

The
only difference between the first stage of application in the creation of a
database as a specific matrix in any Specific Artificial Intelligence for
Artificial Research by Deducttion, and the database as a global matrix in this
first phase (previous the integration process) in Artificial Research by
Deduction in the Global Artificial Intelligence, is the fact that in Specific
Artificial Intelligence for Artificial Research by Deduction the application
consist of a specific matrix, while in Artificial Research by Deduction in the
Global Artificial Intelligence, the application consist of a global matrix.

But,
in any specific matrix as well as the global matrix, the definition of the matrix
as a database in Artificial Research by Deduction (Specific or Global), is
exactly the same. Nothing changes except the amount of factors, therefore the
amount of information, to include in the matrix.

In
one case, the specific matrix, including only those factors related to an
synthetic science or synthetic academic field, while in the global matrix
including absolutely all factors working at national, international, planetary
level, or beyond, the entire universe.

In
the consideration about what is a flow of data, something that could be really
important, in order to simplify the number of factors, otherwise the number of
factors will be huge, is the consideration, as a flow of data, the flow of
complete packages of information.

For
instance, in a Global Artificial Intelligence, the possibility to use as a
permanent flow of data those information regarding the population of every
country. In that case under the definition of population of a country, this
definition itself works as a single factor, so the population of United States
would be a single factor itself, the population of Canada would be a single
factor itself, or the population of Mexico would be a single factor itself.

The
population of any country is something that changes permanently. In order to
show only a very short brainstorming of possible sub-factors within the
population factor: at every single minute many people die at the same time that
many children are born, at every single minute many people migrate from one
country to another, statically every single minute is different the population
of every country, province, city, town, village, the number of boys or girls,
number of students registered in schools and universities, number of men and
women, number of families, average number of sons and daughters, people in each
age cohort, active population, rate of
employment and unemployment, people depending on social benefits, rent per
capita, average salary, and so on.

And
all this information could be included in packages of information related to
the population of every country, and the permanent flow of packages of
information treated as a permanent flow of data.

Information
that instead of treating individually each individual sub-factor as an
individual factor itself in the global matrix, all these sub-factors related to
the population factor of any country, could be treated as an only one factor:
population of one country; and the flow of data of this factor, population, is
a flow of packages of information about how every sub-factor changes
permanently in this country.

Permanently
someone dies or is born, migrates or obtains the nationality, is hired or
fired, asks for social benefits or gets married or divorced.

In
that case, the consideration of population as a factor itself, implies the
consideration of the flow of packages of information as a flow of data.

Packages
of information from this factor, population, that must include the flow of data
from every sub-factor related to the population factor.

Where
all possible sub-factor must be defined in quantitative terms being able to
supply a permanent flow of data to include in the flow of package of
information related to its factor, in this example the population factor.

The way in which this flow of packages of
information (including in every package the flow of data of every sub-factor) is
treated in the second stage of replication, is the following: looking for any
possible relation in any possible combination of sub-factors in the package
itself, and any possible relation from any sub-factor or combination of sub-factors
of this package and other sub-factors and other combination of sub-factors in
any other package of information of the population of any other country, or any
possible relation between these sub-factors or combination of sub-factors and
any other factor or combination of factors including in the global matrix.

For
instance, any possible relation between changes in the population of United
States of America, Canada, or Mexico, and possible global changes such as
global economic changes, global climate changes, wars and global threats around
the world (for instance the Syrian war, or the nuclear program of North Korea),
global tectonic changes, astronomic changes (for instance, is there any
relation between solar storms, closer supernovas, the behaviour in black holes,
possible gravitational anomalies around the universe, and the behaviour of the
population of any country, or the global population itself?)

Looking
for relations between population and astronomical facts could look very
unlikely, but being aware that the last massive extinction was caused by a
massive meteorite, and there are geological evidences that the Earth has
suffered radiations from supernovas, the survival of the humanity has a strong
relation with astronomical facts, and it is quite possible that some trends in
the global population behaviour could have astronomical causes.

Along
with the possible treatment of the population of every single country, or the
global population, as possible factors themselves able to supply a permanent
flow of information packages (including the flow of data from every single
sub-factor), the possibility to include in the global matrix as single factors
some astronomical phenomena, like the possible treatment of all the information
(including all possible sub-factor) from any planet as a single factor itself, any
star as a single factor itself, any galaxy as a single factor itself, or any
celestial body as a single factor itself, and all and each of them treated as
single factors, including in every factor its corresponding sub-factors,
meeting all possible information from every sub-factor in the package of
information within its corresponding factor, information package updated
permanently, having for every factor a permanent flow of packages of
information.

The
way in which the matrix, as a database in the first stage of application, must
be defined in any Specific Artificial Intelligence for Artificial Research by
Deduction and the Artificial Research by Deduction in the Global Artificial
Intelligence, is going to be the same, defining in quantitative terms the
factors to include in the matrix, being factors able to supply a permanent flow
of data.

The
only difference is the fact that in one case the specific matrix is going to
include the factors from an specific synthetic science or synthetic academic
field, while the global matrix must include absolutely all factors working in
its territory: national, continental, planetary, or beyond, the entire
universe.

In
order to simplify the number of factors in the global matrix, one solution is
the treatment, as a flow of data, the flow of packages of information from that
group of sub-factors working in the same factor, treating this factor as a
factor able to supply a flow of information packages, which includes all the
flow of data from all the sub-factors related to this factor.

Once
I have explained how works the flow of packages of information as a flow of
data, if I had to integrate in the global matrix those specific matrix designed
in “

*The database in the Specific Artificial Intelligence for Artificial Research by Deduction*”, where I developed some examples of specific matrix in tectonics, climatology, transport, and gravity, I would have two options: 1) the direct integration of all the factors of these specific matrix into the global matrix, or 2) the consideration of every specific matrix as a factor itself whose sub-factors are all the factors included in every specific matrix.
Both
of them are equally valid, but in order to simplify the number of factors
working in the global database perhaps it is much more convenient to choose the
second one: the consideration of every specific matrix as a factor itself,
giving permanently a flow of information packages to the global matrix,
including in every package the flow of data from every sub-factor related to
this factor.

Under
this second option then the Global Artificial Intelligence could track any
possible mathematic relation in any possible combination of sub-factors in any
information package, at the same time that could track any possible
mathematical relation between any possible combination of factors from any
information package and any other factor or combination or factors included in
the global matrix, or any other sub-factor or combination or sub-factors in any
other package of factors.

Using
the examples given in my post “

*The database in the Specific Artificial Intelligence for Artificial Research by Deduction*”, but now at global level:
The
Global Artificial Intelligence using Artificial Research by Deduction, could
track the global matrix looking for 1) any possible mathematical relation
between any possible combination of tectonic sub-factors, 2) any possible
mathematical relation between any tectonic sub-factor or any possible
combination of tectonic sub-factors, and any, climatic, transport,
gravitational, factor or sub-factor, or combination of any climatic
sub-factors, or combination of any transport sub-factors, or combination of any
gravitational sub-factors, 3) or even the possibility to make combinations
integrating in each set sub-factors from different factors, for instance a set
of tectonic and/or climate and/or transport and/or gravitational sub-factors in
order to study any possible mathematical relation with another different set of
tectonic and/or climate and/or transport and/or gravitational sub-factors, 4)
finally the possibility to track possible mathematical relations between
different mathematical relations, among factors and sub-factors, or even the
possibility to make combinations of different relations at any level studying
possible mathematical relations in every possible combination of relations.

In
a machine like this one, the contribution of Alan Turing is something important
to study carefully, the Global Artificial Intelligence is going to be a
gigantic Turing´s machine.

As
long as the creation of a global matrix progresses, the consideration of what
is a factor or sub-factor is going to change very rapid.

Most
of the specific matrix that are going to be created, such an specific matrix of
tectonics, climatology, transport, or gravity, could be considered at the
beginning as factors themselves, integrating each factor its corresponding
sub-factors.

But,
as long as the development of the Global Artificial Intelligence will reach the
level to research relations including information coming up from the entire
universe, there is a moment when what at the beginning was considered factors
integrating sub-factors, even this factors (integrating their own sub-factors)
are going to become sub-factors belonging to factors much bigger.

Now
we can consider tectonics, climatology, transport, and the Earth gravity, as
factors themselves including every one of them their own sub-factors, but by
the time the Global Artificial Intelligence can track the entire universe, the
Earth is going to be no more than only one planet more among the huge amount of
planets in the universe.

The
Earth is only one factor more in the cosmos.

And
every single planet (as every single celestial body or astronomical phenomena)
should be considered as a single factor itself, and all the information coming
up from every planet should be integrated in a flow of packages of information,
containing every package of information the flow of data from every single
aspect to study: from tectonics and climatology to the ionosphere, and in case
that the planet could have life, the biosphere.

Every
single aspect to study is a sub-factor within the planet as a factor itself, so
the tectonics is one sub-factor itself, the biosphere another sub-factor
itself, the climatology another sub-factor itself, the ionosphere another
sub-factor itself, and every sub-factor: tectonics, biosphere, climatology,
ionosphere; is composed by its own respective sub-factors.

Despite
the fact that the organization of a global matrix can become much more
structured than a simpler specific matrix, at the end, the only difference
between a specific matrix and the global matrix is the amount of data.

The
only reason for the organization of the global matrix in factors composed by
sub-factors, which in turn every sub-factor could be composed by other
sub-factors as long as the global matrix is able to track the whole universe,
is to simplify the number of factors in the global matrix, so the information
in the global matrix could be summed up using, as a flow of data, the flow of packages
of information for every factor, packages of information which are going to
contain information from every sub-factor.

If
one factor is the Earth, the flow of packages of information corresponding to
the Earth, is going to be composed for the packages of information for every
single sub-factor, such as tectonics, climatology, transport, or Earth gravity.

And
every package of information of every sub-factor is going to provide the flow
of data of every sub-factor included in the first sub-factor mentioned, what it
would be as if this sub-factor mentioned would be composed by sub-sub-factors.

For
instance the package of information from tectonics as sub-factors (included in
the flow of the information package coming from the Earth as main factor) is
going to provide the flow of information from every temperature in every
location as sub-sub-factor, information from every tectonic episode as
sub-sub-factor, information from every tectonic phenomenon such as earthquakes,
tsunamis, volcanoes, etc. as sub-sub-factors

In
the design of a system of Artificial Research by Deduction in the Global
Artificial Intelligence, the first stage is the design of the database, that
matrix, at the beginning only a gigantic matrix mixing databases without
sorting out in factors and specific matrix coming up from the first experiments
in Specific Artificial Intelligence for Artificial Research by Deduction, but
first model of global database that after the standardization process (that
will end up with a very structured matrix organized in: factors, sub-factors,
or even sub-sub-factors), defining every factor, sub-factor, or even
sub-sub-factor, in quantitative terms able to provide a permanent flow of data,
this first model of global matrix, is a first stage where later on the second
stage, by replication, to apply the first models of artificial deduction
replicating rational processes: filling every file from every factor in the
global matrix with information packages given by robotic devices, and by the
time the flow of packages of information starts running, tracking the global
data base looking for any possible mathematical relational in any possible
combination of factors, sub-factors, sub-sub-factors, that considered as
empirical hypothesis, if rational, are going to be object of single and
comprehensive models, this last one, a
true global model, being only the beginning for a full modelling process through
the Modelling system

.

Rubén García Pedraza, London 4th of Mach of 2018