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MyForm.h
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MyForm.h
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#pragma once
#include "ysa.h"
#include <atlstr.h>
#include <iostream>
#include <windows.h>
#include <vector>
#include <string.h>
namespace YapaySinirAglari {
using namespace System;
using namespace System::ComponentModel;
using namespace System::Collections;
using namespace System::Windows::Forms;
using namespace System::Data;
using namespace System::Drawing;
using namespace System::Collections::Generic;
/// <summary>
/// MyForm için özet
/// </summary>
public ref class MyForm : public System::Windows::Forms::Form
{
Bitmap^ surface;
double *Coordinate = new double[1000];
int arraySize = 0;
int *array = new int[30];
int size = 3;
double *W = new double[60];
double *V = new double[100];
int index = 0;
int numberof_class;
/*coordinatelist *list;*/
private: System::Windows::Forms::MenuStrip^ menuStrip3;
private: System::Windows::Forms::ToolStripMenuItem^ processToolStripMenuItem;
private: System::Windows::Forms::ToolStripMenuItem^ singleLayerNeuralNetworkToolStripMenuItem;
private: System::Windows::Forms::ToolStripMenuItem^ perceptronToolStripMenuItem;
private: System::Windows::Forms::ToolStripMenuItem^ deltaToolStripMenuItem;
private: System::Windows::Forms::Label^ label1;
private: System::Windows::Forms::Button^ button1;
private: System::Windows::Forms::Label^ label2;
private: System::Windows::Forms::NumericUpDown^ numericUpDown1;
private: System::Windows::Forms::Label^ label3;
private: System::Windows::Forms::ComboBox^ comboBox1;
private: System::Windows::Forms::ToolStripMenuItem^ multiPerceptronToolStripMenuItem;
private: System::Windows::Forms::ToolStripMenuItem^ multiDeltaToolStripMenuItem;
private: System::Windows::Forms::ToolStripMenuItem^ multilayerNetworkToolStripMenuItem;
private: System::Windows::Forms::ToolStripMenuItem^ twoLayerToolStripMenuItem;
private: System::Windows::Forms::CheckBox^ checkBox1;
private: System::Windows::Forms::NumericUpDown^ numericUpDown2;
private: System::Windows::Forms::Label^ label5;
private: System::Windows::Forms::Label^ label4;
private: System::Windows::Forms::ToolStripMenuItem^ twoLayerWithMomentToolStripMenuItem;
private: System::Windows::Forms::Button^ button3;
private: System::Windows::Forms::Button^ button4;
private: System::Windows::Forms::Button^ button2;
public:
MyForm(void)
{
InitializeComponent();
//pixturebox beyaz bir zemine boyand,
Color c = Color::FromArgb(255, 255, 255);
surface = gcnew Bitmap(pictureBox1->Width, pictureBox1->Height);
pictureBox1->Image = surface;
for (int i = 0; i < pictureBox1->Height; i++)
for (int j = 0; j < pictureBox1->Width; j++)
{
surface->SetPixel(j, i, c);
}
//
//TODO: Oluþturucu kodunu buraya ekle
//
}
protected:
/// <summary>
///Kullanýlan tüm kaynaklarý temizleyin.
/// </summary>
~MyForm()
{
if (components)
{
delete components;
}
}
private: System::Windows::Forms::PictureBox^ pictureBox1;
protected:
private:
/// <summary>
///Gerekli tasarýmcý deðiþkeni.
/// </summary>
System::ComponentModel::Container ^components;
#pragma region Windows Form Designer generated code
/// <summary>
/// Tasarýmcý desteði için gerekli metot - bu metodun
///içeriðini kod düzenleyici ile deðiþtirmeyin.
/// </summary>
void InitializeComponent(void)
{
this->pictureBox1 = (gcnew System::Windows::Forms::PictureBox());
this->menuStrip3 = (gcnew System::Windows::Forms::MenuStrip());
this->processToolStripMenuItem = (gcnew System::Windows::Forms::ToolStripMenuItem());
this->singleLayerNeuralNetworkToolStripMenuItem = (gcnew System::Windows::Forms::ToolStripMenuItem());
this->perceptronToolStripMenuItem = (gcnew System::Windows::Forms::ToolStripMenuItem());
this->deltaToolStripMenuItem = (gcnew System::Windows::Forms::ToolStripMenuItem());
this->multiPerceptronToolStripMenuItem = (gcnew System::Windows::Forms::ToolStripMenuItem());
this->multiDeltaToolStripMenuItem = (gcnew System::Windows::Forms::ToolStripMenuItem());
this->multilayerNetworkToolStripMenuItem = (gcnew System::Windows::Forms::ToolStripMenuItem());
this->twoLayerToolStripMenuItem = (gcnew System::Windows::Forms::ToolStripMenuItem());
this->twoLayerWithMomentToolStripMenuItem = (gcnew System::Windows::Forms::ToolStripMenuItem());
this->label1 = (gcnew System::Windows::Forms::Label());
this->button1 = (gcnew System::Windows::Forms::Button());
this->label2 = (gcnew System::Windows::Forms::Label());
this->button2 = (gcnew System::Windows::Forms::Button());
this->numericUpDown1 = (gcnew System::Windows::Forms::NumericUpDown());
this->label3 = (gcnew System::Windows::Forms::Label());
this->comboBox1 = (gcnew System::Windows::Forms::ComboBox());
this->checkBox1 = (gcnew System::Windows::Forms::CheckBox());
this->numericUpDown2 = (gcnew System::Windows::Forms::NumericUpDown());
this->label5 = (gcnew System::Windows::Forms::Label());
this->label4 = (gcnew System::Windows::Forms::Label());
this->button3 = (gcnew System::Windows::Forms::Button());
this->button4 = (gcnew System::Windows::Forms::Button());
(cli::safe_cast<System::ComponentModel::ISupportInitialize^>(this->pictureBox1))->BeginInit();
this->menuStrip3->SuspendLayout();
(cli::safe_cast<System::ComponentModel::ISupportInitialize^>(this->numericUpDown1))->BeginInit();
(cli::safe_cast<System::ComponentModel::ISupportInitialize^>(this->numericUpDown2))->BeginInit();
this->SuspendLayout();
//
// pictureBox1
//
this->pictureBox1->Location = System::Drawing::Point(12, 46);
this->pictureBox1->Name = L"pictureBox1";
this->pictureBox1->Size = System::Drawing::Size(600, 600);
this->pictureBox1->SizeMode = System::Windows::Forms::PictureBoxSizeMode::AutoSize;
this->pictureBox1->TabIndex = 0;
this->pictureBox1->TabStop = false;
this->pictureBox1->Paint += gcnew System::Windows::Forms::PaintEventHandler(this, &MyForm::pictureBox1_Paint);
this->pictureBox1->MouseClick += gcnew System::Windows::Forms::MouseEventHandler(this, &MyForm::pictureBox1_MouseClick);
//
// menuStrip3
//
this->menuStrip3->ImageScalingSize = System::Drawing::Size(20, 20);
this->menuStrip3->Items->AddRange(gcnew cli::array< System::Windows::Forms::ToolStripItem^ >(1) { this->processToolStripMenuItem });
this->menuStrip3->Location = System::Drawing::Point(0, 0);
this->menuStrip3->Name = L"menuStrip3";
this->menuStrip3->Size = System::Drawing::Size(1437, 28);
this->menuStrip3->TabIndex = 5;
this->menuStrip3->Text = L"menuStrip3";
//
// processToolStripMenuItem
//
this->processToolStripMenuItem->DropDownItems->AddRange(gcnew cli::array< System::Windows::Forms::ToolStripItem^ >(2) {
this->singleLayerNeuralNetworkToolStripMenuItem,
this->multilayerNetworkToolStripMenuItem
});
this->processToolStripMenuItem->Name = L"processToolStripMenuItem";
this->processToolStripMenuItem->Size = System::Drawing::Size(71, 24);
this->processToolStripMenuItem->Text = L"process";
//
// singleLayerNeuralNetworkToolStripMenuItem
//
this->singleLayerNeuralNetworkToolStripMenuItem->DropDownItems->AddRange(gcnew cli::array< System::Windows::Forms::ToolStripItem^ >(4) {
this->perceptronToolStripMenuItem,
this->deltaToolStripMenuItem, this->multiPerceptronToolStripMenuItem, this->multiDeltaToolStripMenuItem
});
this->singleLayerNeuralNetworkToolStripMenuItem->Name = L"singleLayerNeuralNetworkToolStripMenuItem";
this->singleLayerNeuralNetworkToolStripMenuItem->Size = System::Drawing::Size(261, 26);
this->singleLayerNeuralNetworkToolStripMenuItem->Text = L"single layer neural network";
//
// perceptronToolStripMenuItem
//
this->perceptronToolStripMenuItem->Name = L"perceptronToolStripMenuItem";
this->perceptronToolStripMenuItem->Size = System::Drawing::Size(189, 26);
this->perceptronToolStripMenuItem->Text = L"Perceptron";
this->perceptronToolStripMenuItem->Click += gcnew System::EventHandler(this, &MyForm::perceptronToolStripMenuItem_Click);
//
// deltaToolStripMenuItem
//
this->deltaToolStripMenuItem->Name = L"deltaToolStripMenuItem";
this->deltaToolStripMenuItem->Size = System::Drawing::Size(189, 26);
this->deltaToolStripMenuItem->Text = L"Delta";
this->deltaToolStripMenuItem->Click += gcnew System::EventHandler(this, &MyForm::deltaToolStripMenuItem_Click);
//
// multiPerceptronToolStripMenuItem
//
this->multiPerceptronToolStripMenuItem->Name = L"multiPerceptronToolStripMenuItem";
this->multiPerceptronToolStripMenuItem->Size = System::Drawing::Size(189, 26);
this->multiPerceptronToolStripMenuItem->Text = L"MultiPerceptron";
this->multiPerceptronToolStripMenuItem->Click += gcnew System::EventHandler(this, &MyForm::multiPerceptronToolStripMenuItem_Click);
//
// multiDeltaToolStripMenuItem
//
this->multiDeltaToolStripMenuItem->Name = L"multiDeltaToolStripMenuItem";
this->multiDeltaToolStripMenuItem->Size = System::Drawing::Size(189, 26);
this->multiDeltaToolStripMenuItem->Text = L"MultiDelta";
this->multiDeltaToolStripMenuItem->Click += gcnew System::EventHandler(this, &MyForm::multiDeltaToolStripMenuItem_Click);
//
// multilayerNetworkToolStripMenuItem
//
this->multilayerNetworkToolStripMenuItem->DropDownItems->AddRange(gcnew cli::array< System::Windows::Forms::ToolStripItem^ >(2) {
this->twoLayerToolStripMenuItem,
this->twoLayerWithMomentToolStripMenuItem
});
this->multilayerNetworkToolStripMenuItem->Name = L"multilayerNetworkToolStripMenuItem";
this->multilayerNetworkToolStripMenuItem->Size = System::Drawing::Size(261, 26);
this->multilayerNetworkToolStripMenuItem->Text = L"multilayer network";
//
// twoLayerToolStripMenuItem
//
this->twoLayerToolStripMenuItem->Name = L"twoLayerToolStripMenuItem";
this->twoLayerToolStripMenuItem->Size = System::Drawing::Size(237, 26);
this->twoLayerToolStripMenuItem->Text = L"two layer";
this->twoLayerToolStripMenuItem->Click += gcnew System::EventHandler(this, &MyForm::twoLayerToolStripMenuItem_Click);
//
// twoLayerWithMomentToolStripMenuItem
//
this->twoLayerWithMomentToolStripMenuItem->Name = L"twoLayerWithMomentToolStripMenuItem";
this->twoLayerWithMomentToolStripMenuItem->Size = System::Drawing::Size(237, 26);
this->twoLayerWithMomentToolStripMenuItem->Text = L"two layer with moment";
this->twoLayerWithMomentToolStripMenuItem->Click += gcnew System::EventHandler(this, &MyForm::twoLayerWithMomentToolStripMenuItem_Click);
//
// label1
//
this->label1->AutoSize = true;
this->label1->Location = System::Drawing::Point(1001, 273);
this->label1->Name = L"label1";
this->label1->Size = System::Drawing::Size(58, 17);
this->label1->TabIndex = 7;
this->label1->Text = L"Cycle: 0";
//
// button1
//
this->button1->Location = System::Drawing::Point(1004, 403);
this->button1->Name = L"button1";
this->button1->Size = System::Drawing::Size(120, 40);
this->button1->TabIndex = 8;
this->button1->Text = L"CleanUp";
this->button1->UseVisualStyleBackColor = true;
this->button1->Click += gcnew System::EventHandler(this, &MyForm::button1_Click);
//
// label2
//
this->label2->AutoSize = true;
this->label2->Location = System::Drawing::Point(1001, 215);
this->label2->Name = L"label2";
this->label2->Size = System::Drawing::Size(67, 17);
this->label2->TabIndex = 9;
this->label2->Text = L"Weights: ";
//
// button2
//
this->button2->Location = System::Drawing::Point(1004, 155);
this->button2->Name = L"button2";
this->button2->Size = System::Drawing::Size(120, 38);
this->button2->TabIndex = 10;
this->button2->Text = L"Weight Set";
this->button2->UseVisualStyleBackColor = true;
this->button2->Click += gcnew System::EventHandler(this, &MyForm::button2_Click);
//
// numericUpDown1
//
this->numericUpDown1->Location = System::Drawing::Point(1004, 65);
this->numericUpDown1->Maximum = System::Decimal(gcnew cli::array< System::Int32 >(4) { 6, 0, 0, 0 });
this->numericUpDown1->Name = L"numericUpDown1";
this->numericUpDown1->Size = System::Drawing::Size(120, 22);
this->numericUpDown1->TabIndex = 11;
//
// label3
//
this->label3->AutoSize = true;
this->label3->Location = System::Drawing::Point(882, 65);
this->label3->Name = L"label3";
this->label3->Size = System::Drawing::Size(116, 17);
this->label3->TabIndex = 12;
this->label3->Text = L"number of class: ";
//
// comboBox1
//
this->comboBox1->AccessibleDescription = L"";
this->comboBox1->AccessibleName = L"";
this->comboBox1->FormattingEnabled = true;
this->comboBox1->Items->AddRange(gcnew cli::array< System::Object^ >(6) { 1, 2, 3, 4, 5, 6 });
this->comboBox1->Location = System::Drawing::Point(1004, 311);
this->comboBox1->Name = L"comboBox1";
this->comboBox1->Size = System::Drawing::Size(120, 24);
this->comboBox1->TabIndex = 13;
this->comboBox1->Text = L"Select Class";
//
// checkBox1
//
this->checkBox1->AutoSize = true;
this->checkBox1->Location = System::Drawing::Point(1182, 66);
this->checkBox1->Name = L"checkBox1";
this->checkBox1->Size = System::Drawing::Size(95, 21);
this->checkBox1->TabIndex = 14;
this->checkBox1->Text = L"MultiLayer";
this->checkBox1->UseVisualStyleBackColor = true;
//
// numericUpDown2
//
this->numericUpDown2->Location = System::Drawing::Point(1264, 111);
this->numericUpDown2->Name = L"numericUpDown2";
this->numericUpDown2->Size = System::Drawing::Size(120, 22);
this->numericUpDown2->TabIndex = 16;
//
// label5
//
this->label5->AutoSize = true;
this->label5->Location = System::Drawing::Point(1138, 113);
this->label5->Name = L"label5";
this->label5->Size = System::Drawing::Size(120, 17);
this->label5->TabIndex = 17;
this->label5->Text = L"HiddenLayerSize:";
//
// label4
//
this->label4->AutoSize = true;
this->label4->Location = System::Drawing::Point(1001, 241);
this->label4->Name = L"label4";
this->label4->Size = System::Drawing::Size(72, 17);
this->label4->TabIndex = 18;
this->label4->Text = L"V weights:";
//
// button3
//
this->button3->Location = System::Drawing::Point(1004, 356);
this->button3->Name = L"button3";
this->button3->Size = System::Drawing::Size(120, 41);
this->button3->TabIndex = 19;
this->button3->Text = L"sample set (4,6)";
this->button3->UseVisualStyleBackColor = true;
this->button3->Click += gcnew System::EventHandler(this, &MyForm::button3_Click);
//
// button4
//
this->button4->Location = System::Drawing::Point(1141, 356);
this->button4->Name = L"button4";
this->button4->Size = System::Drawing::Size(136, 41);
this->button4->TabIndex = 20;
this->button4->Text = L"sampleSet2 (4,8)";
this->button4->UseVisualStyleBackColor = true;
this->button4->Click += gcnew System::EventHandler(this, &MyForm::button4_Click);
//
// MyForm
//
this->AutoScaleDimensions = System::Drawing::SizeF(8, 16);
this->AutoScaleMode = System::Windows::Forms::AutoScaleMode::Font;
this->ClientSize = System::Drawing::Size(1437, 871);
this->Controls->Add(this->button4);
this->Controls->Add(this->button3);
this->Controls->Add(this->label4);
this->Controls->Add(this->label5);
this->Controls->Add(this->numericUpDown2);
this->Controls->Add(this->checkBox1);
this->Controls->Add(this->comboBox1);
this->Controls->Add(this->label3);
this->Controls->Add(this->numericUpDown1);
this->Controls->Add(this->button2);
this->Controls->Add(this->label2);
this->Controls->Add(this->button1);
this->Controls->Add(this->label1);
this->Controls->Add(this->pictureBox1);
this->Controls->Add(this->menuStrip3);
this->Name = L"MyForm";
this->Text = L"MyForm";
(cli::safe_cast<System::ComponentModel::ISupportInitialize^>(this->pictureBox1))->EndInit();
this->menuStrip3->ResumeLayout(false);
this->menuStrip3->PerformLayout();
(cli::safe_cast<System::ComponentModel::ISupportInitialize^>(this->numericUpDown1))->EndInit();
(cli::safe_cast<System::ComponentModel::ISupportInitialize^>(this->numericUpDown2))->EndInit();
this->ResumeLayout(false);
this->PerformLayout();
}
private: System::Void pictureBox1_MouseClick(System::Object^ sender, System::Windows::Forms::MouseEventArgs^ e) {
double label = 0;
double bias = -1;
//renk arrayi
int color[18] = { 255, 0, 0, 0, 0, 255, 0, 255, 0, 0, 0, 0, 255, 0, 255, 0, 255, 255 };
//hangi siniftan ornek verilecegini belirleme(select class)
int selectedIndex = comboBox1->SelectedIndex;
comboBox1->SelectedItem->ToString();
int selectedValue = (int)comboBox1->Items[selectedIndex];
//belirlenen sinif sayisi
numberof_class = (int)numericUpDown1->Value;
if (numberof_class <= 2)
{
Color c;
if (selectedValue==1)
{
Coordinate[index] = e->X - 300;
index++;
Coordinate[index] = -(e->Y - 300);
index++;
label = 1;
Coordinate[index] = bias;
index++;
Coordinate[index] = label;
index++;
c = Color::FromArgb(color[0],color[1],color[2]);
for (int i = -2; i <= 2; i++)
{
surface->SetPixel(e->X + i, e->Y, c);
}
for (int i = -2; i <= 2; i++)
{
surface->SetPixel(e->X, e->Y + i, c);
}
}
if (selectedValue==2)
{
Coordinate[index] = e->X - 300;
index++;
Coordinate[index] = -(e->Y - 300);
index++;
label = -1;
Coordinate[index] = bias;
index++;
Coordinate[index] = label;
index++;
c = Color::FromArgb(color[3], color[4], color[5]);
for (int i = -2; i <= 2; i++)
{
surface->SetPixel(e->X + i, e->Y, c);
}
for (int i = -2; i <= 2; i++)
{
surface->SetPixel(e->X, e->Y + i, c);
}
}
arraySize = index;
}
else
{
Color c;
//etiket degerlerini olusturma
double *d = new double[numberof_class*numberof_class];
for (int i = 0; i < numberof_class*numberof_class; i += numberof_class + 1)
{
d[i] = 1;
if (i == numberof_class * numberof_class - 1)
break;
for (int j = 1; j <= numberof_class; j++)
{
d[i + j] = -1;
}
}
Coordinate[index] = e->X - 300;
index++;
Coordinate[index] = -(e->Y -300);
index++;
Coordinate[index] = bias;
index++;
//label atamasi
for (int i = 0; i < numberof_class; i++)
{
Coordinate[index] = d[(selectedValue-1)*numberof_class+i];
index++;
}
c = Color::FromArgb(color[3*(selectedValue-1)+0], color[3 * (selectedValue - 1) +1], color[3 * (selectedValue - 1) +2]);
for (int i = -2; i <= 2; i++)
{
surface->SetPixel(e->X + i, e->Y, c);
}
for (int i = -2; i <= 2; i++)
{
surface->SetPixel(e->X, e->Y + i, c);
}
arraySize = index;
}
pictureBox1->Image = surface;
}
//TEK KATEGORÝLÝ TEK KATMANLI AYRIK OGRENME
private: System::Void perceptronToolStripMenuItem_Click(System::Object^ sender, System::EventArgs^ e) {
int color[18] = { 255, 0, 0, 0, 0, 255, 0, 255, 0, 0, 0, 0, 255, 0, 255, 0, 255, 255 };
double *Coordinate_normalize = new double[arraySize];
Coordinate_normalize = normalize(Coordinate, arraySize, size, numberof_class);
Color c = Color::FromArgb(255, 255, 255);
/*pictureBox1->Image = surface;*/
for (int i = 0; i < pictureBox1->Height; i++)
for (int j = 0; j < pictureBox1->Width; j++)
{
surface->SetPixel(j, i, c);
}
for (int j = 0; j < arraySize; j += 4)
{
if (Coordinate_normalize[j + 3] == 1)
c = Color::FromArgb(color[0], color[1], color[2]);
else if (Coordinate_normalize[j + 3] == -1)
c = Color::FromArgb(color[3], color[4], color[5]);
for (int i = -2; i <= 2; i++)
{
surface->SetPixel((50* Coordinate_normalize[j] + 300) + i, (-50* Coordinate_normalize[j + 1] + 300), c);
}
for (int i = -2; i <= 2; i++)
{
surface->SetPixel((50* Coordinate_normalize[j] + 300), (-50* Coordinate_normalize[j + 1] + 300) + i, c);
}
}
array = Perceptron(Coordinate_normalize,W, arraySize, size);
pictureBox1->Refresh();
label1->Text = "cycle: " + array[4].ToString();
}
//TEK KATEGORÝLÝ TEK KATMANLI SUREKLÝ OGRENME
private: System::Void deltaToolStripMenuItem_Click(System::Object^ sender, System::EventArgs^ e) {
int color[18] = { 255, 0, 0, 0, 0, 255, 0, 255, 0, 0, 0, 0, 255, 0, 255, 0, 255, 255 };
double *Coordinate_normalize = new double[arraySize];
Coordinate_normalize = normalize(Coordinate, arraySize, size, numberof_class);
Color c = Color::FromArgb(255, 255, 255);
/*pictureBox1->Image = surface;*/
for (int i = 0; i < pictureBox1->Height; i++)
for (int j = 0; j < pictureBox1->Width; j++)
{
surface->SetPixel(j, i, c);
}
for (int j = 0; j < arraySize; j += 4)
{
if (Coordinate_normalize[j + 3] == 1)
c = Color::FromArgb(color[0], color[1], color[2]);
else if (Coordinate_normalize[j + 3] == -1)
c = Color::FromArgb(color[3], color[4], color[5]);
for (int i = -2; i <= 2; i++)
{
surface->SetPixel((50 * Coordinate_normalize[j] + 300) + i, (-50 * Coordinate_normalize[j + 1] + 300), c);
}
for (int i = -2; i <= 2; i++)
{
surface->SetPixel((50 * Coordinate_normalize[j] + 300), (-50 * Coordinate_normalize[j + 1] + 300) + i, c);
}
}
array = Delta(Coordinate_normalize, W, arraySize, size);
pictureBox1->Refresh();
label1->Text = "cycle: " + array[4].ToString();
}
//TEK KATEGORÝLÝ COK KATMANLI AYRIK OGRENME
private: System::Void multiPerceptronToolStripMenuItem_Click(System::Object^ sender, System::EventArgs^ e) {
int color[18] = { 255, 0, 0, 0, 0, 255, 0, 255, 0, 0, 0, 0, 255, 0, 255, 0, 255, 255 };
double *Coordinate_normalize = new double[arraySize];
Coordinate_normalize = normalize(Coordinate, arraySize, size, numberof_class);
Color c = Color::FromArgb(255, 255, 255);
/*pictureBox1->Image = surface;*/
int selectedValue;
for (int i = 0; i < pictureBox1->Height; i++)
for (int j = 0; j < pictureBox1->Width; j++)
{
surface->SetPixel(j, i, c);
}
for (int j = 0; j < arraySize; j += (3+numberof_class))
{
for(int h = 0; h < numberof_class; h++)
{
if (Coordinate_normalize[j + 3 + h]==1)
{
selectedValue = h + 1;
}
}
c = Color::FromArgb(color[3 * (selectedValue - 1) + 0], color[3 * (selectedValue - 1) + 1], color[3 * (selectedValue - 1) + 2]);
for (int i = -2; i <= 2; i++)
{
surface->SetPixel((50 * Coordinate_normalize[j] + 300) + i, (-50 * Coordinate_normalize[j + 1] + 300), c);
}
for (int i = -2; i <= 2; i++)
{
surface->SetPixel((50 * Coordinate_normalize[j] + 300), (-50 * Coordinate_normalize[j + 1] + 300) + i, c);
}
}
array = MultiPerceptron(Coordinate_normalize, W, arraySize, size, numberof_class);
pictureBox1->Refresh();
label1->Text = "cycle: " + array[4*numberof_class].ToString();
}
//TEK KATEGORÝLÝ COK KATMANLI SUREKLÝ OGRENME
private: System::Void multiDeltaToolStripMenuItem_Click(System::Object^ sender, System::EventArgs^ e) {
int color[18] = { 255, 0, 0, 0, 0, 255, 0, 255, 0, 0, 0, 0, 255, 0, 255, 0, 255, 255 };
double *Coordinate_normalize = new double[arraySize];
Coordinate_normalize = normalize(Coordinate, arraySize, size, numberof_class);
Color c = Color::FromArgb(255, 255, 255);
/*pictureBox1->Image = surface;*/
int selectedValue;
for (int i = 0; i < pictureBox1->Height; i++)
for (int j = 0; j < pictureBox1->Width; j++)
{
surface->SetPixel(j, i, c);
}
for (int j = 0; j < arraySize; j += (3 + numberof_class))
{
for (int h = 0; h < numberof_class; h++)
{
if (Coordinate_normalize[j + 3 + h] == 1)
{
selectedValue = h + 1;
}
}
c = Color::FromArgb(color[3 * (selectedValue - 1) + 0], color[3 * (selectedValue - 1) + 1], color[3 * (selectedValue - 1) + 2]);
for (int i = -2; i <= 2; i++)
{
surface->SetPixel((50 * Coordinate_normalize[j] + 300) + i, (-50 * Coordinate_normalize[j + 1] + 300), c);
}
for (int i = -2; i <= 2; i++)
{
surface->SetPixel((50 * Coordinate_normalize[j] + 300), (-50 * Coordinate_normalize[j + 1] + 300) + i, c);
}
}
array = MultiDelta(Coordinate_normalize, W, arraySize, size, numberof_class);
pictureBox1->Refresh();
label1->Text = "cycle: " + array[4 * numberof_class].ToString();
}
// DOGRULARIN CIZILMESI
private: System::Void pictureBox1_Paint(System::Object^ sender, System::Windows::Forms::PaintEventArgs^ e) {
int color[18] = { 255, 0, 0, 0, 0, 255, 0, 255, 0, 0, 0, 0, 255, 0, 255, 0, 255, 255 };
if (numberof_class > 2)
{
for (int i = 0; i < numberof_class; i++)
e->Graphics->DrawLine(gcnew Pen(Color::FromArgb(color[3 * i + 0], color[3 * i + 1], color[3 * i + 2])), Point(array[4 * i + 0], array[4 * i + 1]), Point(array[4 * i + 2], array[4 * i + 3]));
}
else
{
e->Graphics->DrawLine(gcnew Pen(Color::FromArgb(0, 255, 0)), Point(array[0], array[1]), Point(array[2], array[3]));
}
}
//TEMÝZLEME BUTONU
private: System::Void button1_Click(System::Object^ sender, System::EventArgs^ e) {
if (numberof_class > 2)
{
for (int i = 0; i < 30; i++)
array[i] = -1;
}
else
{
for (int i = 0; i < 30; i++)
array[i] = -1;
}
Color c1 = Color::FromArgb(255, 255, 255);
for (int i = 0; i < pictureBox1->Height; i++)
for (int j = 0; j < pictureBox1->Width; j++)
{
surface->SetPixel(j, i, c1);
}
for (int i = 0; i < arraySize; i++)
{
Coordinate[i] = -1;
}
arraySize = 0;
index = 0;
pictureBox1->Refresh();
}
//BASLANGIC AGIRLIKLARININ BELÝRLENMESÝ
private: System::Void button2_Click(System::Object^ sender, System::EventArgs^ e) {
if (checkBox1->Checked == true)
{
W = random_weight(((int)numericUpDown1->Value)*(((int)numericUpDown2->Value) + 1));
label2->Text = "Weights: " + W[0].ToString() + " , " + W[1].ToString() + " , " + W[2].ToString() + " , " + W[3].ToString() + "......";
V = random_weight(((int)numericUpDown2->Value)*size);
label4->Text = "V weights : " + V[0].ToString() + " , " + V[1].ToString() + " , " + V[2].ToString() + " , " + V[3].ToString() + "......";
}
else
{
if (((int)numericUpDown1->Value) > 2)
{
W = random_weight(size*((int)numericUpDown1->Value));
label2->Text = "Weights: " + W[0].ToString() + " , " + W[1].ToString() + " , " + W[2].ToString() + " , " +W[3].ToString() + "......";
}
else
{
W = random_weight(size);
label2->Text = "Weights: " + W[0].ToString() + " , " + W[1].ToString() + " , " + W[2].ToString();
}
}
}
private: System::Void twoLayerToolStripMenuItem_Click(System::Object^ sender, System::EventArgs^ e) {
int color[18] = { 255, 0, 0, 0, 0, 255, 0, 255, 0, 0, 0, 0, 255, 0, 255, 0, 255, 255 };
double *Coordinate_normalize = new double[arraySize];
Coordinate_normalize = normalize(Coordinate, arraySize, size, numberof_class);
Color c = Color::FromArgb(255, 255, 255);
int selectedValue;
for (int i = 0; i < pictureBox1->Height; i++)
for (int j = 0; j < pictureBox1->Width; j++)
{
surface->SetPixel(j, i, c);
}
/*
for (int j = 0; j < arraySize; j += (3 + numberof_class))
{
for (int h = 0; h < numberof_class; h++)
{
if (Coordinate_normalize[j + 3 + h] == 1)
{
selectedValue = h + 1;
}
}
c = Color::FromArgb(color[3 * (selectedValue - 1) + 0], color[3 * (selectedValue - 1) + 1], color[3 * (selectedValue - 1) + 2]);
for (int i = -2; i <= 2; i++)
{
surface->SetPixel((50 * Coordinate_normalize[j] + 300) + i, (-50 * Coordinate_normalize[j + 1] + 300), c);
}
for (int i = -2; i <= 2; i++)
{
surface->SetPixel((50 * Coordinate_normalize[j] + 300), (-50 * Coordinate_normalize[j + 1] + 300) + i, c);
}
}*/
double a[16] = { 0,0,-1,-1 ,0,1,-1,1, 1,1,-1,-1, 1,0,-1,1 };
double WW[3] = { 0.164732,0.752621,-0.993423 };
double VV[6] = { 0.129952,0.570345,0.341332,-0.923123,0.328932,-0.115223};
int cycle=MultilayerNetwork(Coordinate_normalize, W, V, arraySize, size,numberof_class, ((int)numericUpDown2->Value));
for (int i = 0; i < pictureBox1->Height; i++)
for (int j = 0; j < pictureBox1->Width; j+=2)
{
double temp[3] = { i-300,-(j-300),-1 };
int result = MultiLayerNetworkResultView(temp, W, V, size, numberof_class, ((int)numericUpDown2->Value));
if (result==0)
surface->SetPixel(i, j, Color::FromArgb(255, 138, 31));
else if(result==1)
surface->SetPixel(i, j, Color::FromArgb(170, 230, 255));
else if(result==2)
surface->SetPixel(i, j, Color::FromArgb(170, 255, 228));
else if (result == 3)
surface->SetPixel(i, j, Color::FromArgb(100, 100, 100));
else if (result == 4)
surface->SetPixel(i, j, Color::FromArgb(255, 70, 255));
else
{
surface->SetPixel(i, j, Color::FromArgb(70, 255, 255));
}
}
if (numberof_class > 2)
{
for (int j = 0; j < arraySize; j += (3 + numberof_class))
{
for (int h = 0; h < numberof_class; h++)
{
if (Coordinate[j + 3 + h] == 1)
{
selectedValue = h + 1;
}
}
c = Color::FromArgb(color[3 * (selectedValue - 1) + 0], color[3 * (selectedValue - 1) + 1], color[3 * (selectedValue - 1) + 2]);
for (int i = -2; i <= 2; i++)
{
surface->SetPixel((Coordinate[j] + 300) + i, -(Coordinate[j + 1]) + 300, c);
}
for (int i = -2; i <= 2; i++)
{
surface->SetPixel((Coordinate[j] + 300), -(Coordinate[j + 1]) + 300 + i, c);
}
}
}
else
{
for (int j = 0; j < arraySize; j +=4)
{
if (Coordinate[j+3] == 1)
c = Color::FromArgb(255, 0, 0);
else
c = Color::FromArgb(0, 0, 255);
for (int i = -2; i <= 2; i++)
{
surface->SetPixel((Coordinate[j] + 300) + i, -(Coordinate[j + 1]) + 300, c);
}
for (int i = -2; i <= 2; i++)
{
surface->SetPixel((Coordinate[j] + 300), -(Coordinate[j + 1]) + 300 + i, c);
}
}
}
pictureBox1->Refresh();
label1->Text = "cycle: " + cycle.ToString();
}
private: System::Void twoLayerWithMomentToolStripMenuItem_Click(System::Object^ sender, System::EventArgs^ e) {
int color[18] = { 255, 0, 0, 0, 0, 255, 0, 255, 0, 0, 0, 0, 255, 0, 255, 0, 255, 255 };
double *Coordinate_normalize = new double[arraySize];
Coordinate_normalize = normalize(Coordinate, arraySize, size, numberof_class);
Color c = Color::FromArgb(255, 255, 255);
int selectedValue;
for (int i = 0; i < pictureBox1->Height; i++)
for (int j = 0; j < pictureBox1->Width; j++)
{
surface->SetPixel(j, i, c);
}
/*
for (int j = 0; j < arraySize; j += (3 + numberof_class))
{
for (int h = 0; h < numberof_class; h++)
{
if (Coordinate_normalize[j + 3 + h] == 1)
{
selectedValue = h + 1;
}
}
c = Color::FromArgb(color[3 * (selectedValue - 1) + 0], color[3 * (selectedValue - 1) + 1], color[3 * (selectedValue - 1) + 2]);
for (int i = -2; i <= 2; i++)
{
surface->SetPixel((50 * Coordinate_normalize[j] + 300) + i, (-50 * Coordinate_normalize[j + 1] + 300), c);
}
for (int i = -2; i <= 2; i++)
{
surface->SetPixel((50 * Coordinate_normalize[j] + 300), (-50 * Coordinate_normalize[j + 1] + 300) + i, c);
}
}*/
//double a[16] = { 0,0,-1,-1 ,0,1,-1,1, 1,1,-1,-1, 1,0,-1,1 };
//double WW[3] = { 0.164732,0.752621,-0.993423 };
//double VV[6] = { 0.129952,0.570345,0.341332,-0.923123,0.328932,-0.115223 };
int cycle = MultilayerNetworkMoment(Coordinate_normalize, W, V, arraySize, size, numberof_class, ((int)numericUpDown2->Value));
for (int i = 0; i < pictureBox1->Height; i++)
for (int j = 0; j < pictureBox1->Width; j += 2)
{
double temp[3] = { i - 300,-(j - 300),-1 };
int result = MultiLayerNetworkResultView(temp, W, V, size, numberof_class, ((int)numericUpDown2->Value));
if (result == 0)
surface->SetPixel(i, j, Color::FromArgb(255, 138, 31));
else if (result == 1)
surface->SetPixel(i, j, Color::FromArgb(170, 230, 255));
else if (result == 2)
surface->SetPixel(i, j, Color::FromArgb(170, 255, 228));
else if (result == 3)
surface->SetPixel(i, j, Color::FromArgb(100, 100, 100));
else if (result == 4)
surface->SetPixel(i, j, Color::FromArgb(255, 70, 255));
else
{
surface->SetPixel(i, j, Color::FromArgb(70, 255, 255));
}
}
if (numberof_class > 2)
{
for (int j = 0; j < arraySize; j += (3 + numberof_class))
{
for (int h = 0; h < numberof_class; h++)
{
if (Coordinate[j + 3 + h] == 1)
{
selectedValue = h + 1;
}
}
c = Color::FromArgb(color[3 * (selectedValue - 1) + 0], color[3 * (selectedValue - 1) + 1], color[3 * (selectedValue - 1) + 2]);
for (int i = -2; i <= 2; i++)
{
surface->SetPixel((Coordinate[j] + 300) + i, -(Coordinate[j + 1]) + 300, c);
}
for (int i = -2; i <= 2; i++)
{
surface->SetPixel((Coordinate[j] + 300), -(Coordinate[j + 1]) + 300 + i, c);
}
}
}
else