Kromwyrm Artificial Intelligence Forecasting
top eye logo  

Kromwyrm A.I. Systems

 

 

BlinkList BlinkList
del.icio.us del.icio.us
Furl Furl
Google Google
ma.gnolia ma.gnolia
Spurl Spurl
Stumble This Article Stumble Upon

 

 
 

Here we describe an artificial intelligence, a learning algorithm, that is used to find patterns within a time series. The time series that we analyze is a measurable quantity, a collection of data points, produced at the output of an unknown, unviewable system, the black box. In this model the input like the black box is also unknown.

The algorithm searches for the hidden patterns within the time series by following a set of steps that will try to replicate the unknown black box, thus, it tries to recreate the system that initially produced the output time series. Once an approximate model is found, the input is shifted into the future through the derived black box to generate a possible prediction of the system at the output.

  black box figure  

The black box consists of a feed-forward neural network.  It is trained using a back propagation algorithm, enveloped within a genetic algorithm.  A random noise generator with various distributions is employed throughout the architecture of the network.

Techniques from time series analysis and global optimization are used to help the algorithm arrive at a stable solution for the best neural network, which ultimately produces the resulting prediction.  For example, applications in time series analysis suggest that the information about the unknown black box model and its input signals are embedded in the output signal.  The algorithm's analysis of the output signal is used to solve for the unknown properties of the black box and input signal.

Problems of parroting are solved in a unique manner, allowing the neural nets to settle upon useful solutions.

The A.I. is capable of analyzing time-dependent data, such as the price of raw materials, the price of stocks, or the magnitude of any pertinent sequential data, for the purposes of forecasting future patterns.  

Below are further descriptions of the inner workings of this A.I., along with some examples of its past performance.

 
 
Prediction Results The Artificial Intelligence Background
example output predictions faq current projects
current work list system specifications previous projects
forums proposed a.i. applications custom machines
how to
    link list
  miscellaneous
    sitemap
    contact
 
 
 
 
dark maelstrom icon dark maelstrom
flash games
  t-shirt icon dark maelstrom
t-shirt designs
innerplanes ai daemon project rotating star
yellow fish icon portuguese flag icon spanish flag icon french flag icon german flag icon dutch flag icon greek flag icon italian flag icon russian flag icon chinese flag icon (simp) chinese flag icon (trd) korean flag icon japanese flag icon yahoo babel fish
disclaimer