Neuro Elman 1 Layer¶

Functionality¶

Layer 1 neuron network with studying. With Inputs and Outputs. You should study network on data. After studying use node on your tree.

Tune node before use. Mandatory props first. Additional props can be passed. After tuning and connecting links go to study. Every update will teach your node. You can press update and wait some time.

Data shape:¶

[obj1, obj2, obj3, ...]
obj = [...]
[[...], [...], [...], ...]

Object levels 2 levels. Every object contain data for one step of srudying. Prepare data that way and link to input. To <b>etalon</b> send same objects count. Output will contain same objects count.

Category¶

Logic -> Neuro Elman 1 Layer

Inputs¶

data - input data
etalon - expected data

Outputs¶

result - resulting data

Parameters¶

Parameters	Type	Description
A layer	int	First layer neurons count, same as object count
B layer	int	Second layer neurons count, inner layer
C layer	int	Third layer neurons count, Equal to objects count on output
maximum	float	Maximum possible values, meaning to be used on node
koeff learning	float	node learning tempo (change w/o fear)
gisterezis	float	scheduled to set thresholds for signal processing (not in use yet)
cycles	int	Loops count to study by one pass
epsilon	float	the susceptibility of the node study
lambda	float	weight coefficients changing’s step
threshold	float	Threshold preserve retraining
Reset	Button	reset all coeffitients

Usage¶

Task statement¶

Please, study for XOR operation:

[1, 1] = [1]
[1, 0] = [1]
[0, 1] = [1]
[0, 0] = [0]

Preparations¶

List->List Main-> List Delete Levels
Text-> Viewer Text MK3
Script-> Formula

Same with expected data:¶

List->List Main-> List Delete Levels
Script-> Formula

Node preparations¶

A layer - Set value 2, because inputs are pairs
B layer - Let it be 5, but can be any (experiment here)
C layer - Setting 1, because output have to be one number

List->List Main-> List Delete Levels
Script-> Formula

Running learning and waiting. Interrupt Studying. I had have that result:¶

Compare result:¶

List->List Main-> List Delete Levels
Text-> Viewer Text MK3
Script-> Formula