دسته بندي علمی – پژوهشی : 
بررسی عوامل موثر بر قیمت طلا و ارائه مدل پیش بینی قیمت  …

دسته بندي علمی – پژوهشی : بررسی عوامل موثر بر قیمت طلا و ارائه مدل پیش بینی قیمت …

RMSE

MAE

R SQURE

۲۰۲۳٫۱۴۲

۱۹۸۴٫۳۹۲

۹۹٫۵

جدول ۴-۹- مقادیر خطای به دست آمده با استفاده از شبکه عصبی مدل MLP با بررسی عوامل پیشین

RMSE MAE R SQUARE
۵۰۳۲٫۱۲ ۳۲۵۳٫۰۱۴ ۹۷٫۵

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تسطیح منابع نامحدود پروژه با در نظر گرفتن منابع متعدد و اهداف چندگانه- ...

شکل ۴-۴-نمای پرسپترون سه لایه با اتصالاتش

۴-۱۰-۲-پیش بینی با استفاده روش شبکه‌های عصبی مدل RBF

شبکه RBF[35] از شبکه‌های عصبی آماری است که از تکنیک‌های آماری برای طبقه بندی الگوها الهام گرفته اند ویادگیری آن ها بر منطق شبکه‌های بیولوژیکی استوار نیست.این شبکه ها برای جداسازی در فضا از سطوح زنگوله ای شکل استفاده می‌کنند که در وسط و روی مرکز خود برجسته می‌باشند و در اطراف به سمت پایین کشیده شده اند.(شکل)
منبع فایل کامل این پایان نامه این سایت pipaf.ir است

شکل۴-۵- سطح تابع انتقال گوسین در هر واحد شبکه RBF

با معرفی مقدار بازشدگی سطح زنگوله[۳۶]، تقسیم فضای الگوها صورت می‌گیرد.شبکه RBF در لایه میانی خود تنها دارای یک لایه پنهان است و خصوصیت منحصر به فرد RBF پردازشی است که در لایه پنهان انجام می‌دهد. در این لایه هر یک از نورون ها یک سطح زنگوله را تشکیل می‌دهند.به طور کلی این شبکه ها تقریبا از سه لایه شامل ورودی،پنهان وخروجی تشکیل شده اند.توابع پایه شعاعی منظم به عنوان تابع تحریک نورون‌های لایه مخفی مورد استفاده قرار می‌گیرند.شبکه ها به گونه ای سازمان یافته اند که تبدیل ها در واحد‌های مخفی در حکم مجموعه ای از توابع به منظور نگاشت الگوهای ورودی به الگوها‌ی خروجی انجام می‌گیرد.تبدیل ها از نورون‌های ورودی به نورون‌های خروجی از نوع غیر خطی آموزش به صورت نظارت نشده می‌باشدوآموزش در لایه‌های میانی و خروجی به صورت نظارت شده و به صورت خطی می‌باشد.

برچسب گذاری شده با: , , , , , , , , , , , , , , , , , , , , , , , ,