{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "Настройка параметров лингвистических переменных\n", "Для каждой переменной определим количество термов, типы и параметры функций принадлежности.\n", "\n", "Для переменной Cost:\n", "- Термы: Низкий, Средний, Высокий\n", "- Тип функции принадлежности: Треугольная\n", "Параметры:\n", "- Низкий: (0, 200, 400)\n", "- Средний: (300, 600, 900)\n", "- Высокий: (800, 1200, 1600)\n", "\n", "Для переменной Shares:\n", "- Термы: Мало, Средне, Много\n", "- Тип функции принадлежности: Треугольная\n", "Параметры:\n", "- Мало: (0, 5000, 10000)\n", "- Средне: (8000, 15000, 20000)\n", "- Много: (18000, 25000, 30000)\n", "\n", "Для переменной Value ($):\n", "- Термы: Низкий, Средний, Высокий\n", "- Тип функции принадлежности: Треугольная\n", "\n", "Параметры:\n", "- Низкий: (0, 500000, 1000000)\n", "- Средний: (800000, 1500000, 2000000)\n", "- Высокий: (1800000, 2500000, 3000000)" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [], "source": [ "import pandas as pd\n", "from pandas import DataFrame\n", "import numpy as np\n", "import skfuzzy as fuzz\n", "import matplotlib.pyplot as plt\n", "\n", "df: DataFrame = pd.read_csv(\"../static/csv/TSLA.csv\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Формирование базы нечетких правил\n", "Сформируем базу нечетких правил, которые связывают входные и выходные переменные." ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Определение диапазонов значений для входных переменных\n", "x_cost = np.linspace(0, 1600, 100)\n", "x_shares = np.linspace(0, 30000, 100)\n", "x_value = np.linspace(0, 3000000, 100)\n", "\n", "# Определение функций принадлежности для Cost\n", "cost_low = fuzz.trimf(x_cost, [0, 200, 400])\n", "cost_medium = fuzz.trimf(x_cost, [300, 600, 900])\n", "cost_high = fuzz.trimf(x_cost, [800, 1200, 1600])\n", "\n", "# Определение функций принадлежности для Shares\n", "shares_low = fuzz.trimf(x_shares, [0, 5000, 10000])\n", "shares_medium = fuzz.trimf(x_shares, [8000, 15000, 20000])\n", "shares_high = fuzz.trimf(x_shares, [18000, 25000, 30000])\n", "\n", "# Определение функций принадлежности для Value\n", "value_low = fuzz.trimf(x_value, [0, 500000, 1000000])\n", "value_medium = fuzz.trimf(x_value, [800000, 1500000, 2000000])\n", "value_high = fuzz.trimf(x_value, [1800000, 2500000, 3000000])\n", "\n", "# Определение нечетких правил\n", "fuzzy_rules = [\n", " (\"Низкий\", \"Мало\", \"Низкий\"),\n", " (\"Низкий\", \"Средне\", \"Средний\"),\n", " (\"Низкий\", \"Много\", \"Высокий\"),\n", " (\"Средний\", \"Мало\", \"Средний\"),\n", " (\"Средний\", \"Средне\", \"Высокий\"),\n", " (\"Средний\", \"Много\", \"Высокий\"),\n", " (\"Высокий\", \"Мало\", \"Высокий\"),\n", " (\"Высокий\", \"Средне\", \"Высокий\"),\n", " (\"Высокий\", \"Много\", \"Высокий\")\n", "]\n", "\n", "# Визуализация функций принадлежности\n", "fig, (ax0, ax1, ax2) = plt.subplots(nrows=3, figsize=(8, 9))\n", "\n", "ax0.plot(x_cost, cost_low, 'b', linewidth=1.5, label='Низкий')\n", "ax0.plot(x_cost, cost_medium, 'g', linewidth=1.5, label='Средний')\n", "ax0.plot(x_cost, cost_high, 'r', linewidth=1.5, label='Высокий')\n", "ax0.set_title('Функции принадлежности для Cost')\n", "ax0.legend()\n", "\n", "ax1.plot(x_shares, shares_low, 'b', linewidth=1.5, label='Мало')\n", "ax1.plot(x_shares, shares_medium, 'g', linewidth=1.5, label='Средне')\n", "ax1.plot(x_shares, shares_high, 'r', linewidth=1.5, label='Много')\n", "ax1.set_title('Функции принадлежности для Shares')\n", "ax1.legend()\n", "\n", "ax2.plot(x_value, value_low, 'b', linewidth=1.5, label='Низкий')\n", "ax2.plot(x_value, value_medium, 'g', linewidth=1.5, label='Средний')\n", "ax2.plot(x_value, value_high, 'r', linewidth=1.5, label='Высокий')\n", "ax2.set_title('Функции принадлежности для Value')\n", "ax2.legend()\n", "\n", "plt.tight_layout()\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Оценка качества полученной нечеткой системы\n", "Для оценки качества системы создадим тестовые данные и применим нечеткие правила для получения предсказанных значений. Затем сравним их с реальными значениями." ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Cost | Shares | Эталонная Value | Оцененная Value\n", " 150 | 5000 | 750000 | 500000.00\n", " 450 | 12000 | 1500000 | 1421901.23\n", "1000 | 20000 | 2500000 | 2421901.23\n", "\n", "Средняя абсолютная ошибка (MAE): 135399.18\n", "Среднеквадратичная ошибка (RMSE): 157796.11\n" ] } ], "source": [ "# Функция для вычисления нечеткой оценки\n", "def fuzzy_inference(cost, shares):\n", " # Определение степени принадлежности\n", " cost_low_degree = fuzz.interp_membership(x_cost, cost_low, cost)\n", " cost_medium_degree = fuzz.interp_membership(x_cost, cost_medium, cost)\n", " cost_high_degree = fuzz.interp_membership(x_cost, cost_high, cost)\n", "\n", " shares_low_degree = fuzz.interp_membership(x_shares, shares_low, shares)\n", " shares_medium_degree = fuzz.interp_membership(x_shares, shares_medium, shares)\n", " shares_high_degree = fuzz.interp_membership(x_shares, shares_high, shares)\n", "\n", " # Применяем правила\n", " # Активируем термы выходной переменной с использованием степени принадлежности\n", " value_low_activated = np.fmin(cost_low_degree, value_low)\n", " value_medium_activated = np.fmin(cost_medium_degree, value_medium)\n", " value_high_activated = np.fmin(cost_high_degree, value_high)\n", "\n", " # Агрегируем все активированные термы\n", " aggregated = np.fmax(value_low_activated, np.fmax(value_medium_activated, value_high_activated))\n", "\n", " # Дефуззификация\n", " value_defuzz = fuzz.defuzz(x_value, aggregated, 'centroid')\n", "\n", " return value_defuzz\n", "\n", "# Оценка системы на тестовом наборе данных\n", "results = []\n", "for cost, shares, actual_value in test_data:\n", " inferred_value = fuzzy_inference(cost, shares)\n", " results.append((cost, shares, actual_value, inferred_value))\n", "\n", "# Вывод результатов\n", "print(\"Cost | Shares | Эталонная Value | Оцененная Value\")\n", "for cost, shares, actual_value, inferred_value in results:\n", " print(f\"{cost:4} | {shares:6} | {actual_value:15} | {inferred_value:.2f}\")\n", "\n", "# Вычисление метрик качества\n", "actual_values = [actual for _, _, actual, _ in results]\n", "inferred_values = [inferred for _, _, _, inferred in results]\n", "\n", "mae = np.mean(np.abs(np.array(actual_values) - np.array(inferred_values)))\n", "rmse = np.sqrt(np.mean((np.array(actual_values) - np.array(inferred_values)) ** 2))\n", "\n", "print(f\"\\nСредняя абсолютная ошибка (MAE): {mae:.2f}\")\n", "print(f\"Среднеквадратичная ошибка (RMSE): {rmse:.2f}\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "В результате выполнения лабораторной работы была создана нечеткая система, которая позволяет оценивать общую стоимость транзакции на основе стоимости акции и количества акций. Система была протестирована на тестовых данных, и были вычислены метрики качества (MAE и RMSE). Полученные результаты указывают на необходимость дальнейшей настройки системы для повышения точности предсказаний." ] } ], "metadata": { "kernelspec": { "display_name": ".venv", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.13.2" } }, "nbformat": 4, "nbformat_minor": 2 }