کد مقاله کد نشریه سال انتشار مقاله انگلیسی نسخه تمام متن
492890 721660 2014 9 صفحه PDF دانلود رایگان
عنوان انگلیسی مقاله ISI
Supervised Learning using an Active Strategy
موضوعات مرتبط
مهندسی و علوم پایه مهندسی کامپیوتر علوم کامپیوتر (عمومی)
پیش نمایش صفحه اول مقاله
Supervised Learning using an Active Strategy
چکیده انگلیسی

We consider an active supervised learning scenario in which the supervisor (trainer) can make decisions regarding the possibility to choose new examples for learning. In the classical forms of supervised learning, the training set is chosen according to some known or random given distribution. The supervisor is a passive agent in the sense that he is not able to interact with the training set in order to improve the performances of the learning process of the neural network. We will introduce in a formal manner the terms of “difficult learning” and “easy learning” related to the training data set. We will investigate some possibilities that allow the trainer to become active and we will analyse the performances of such supervised learning. An active supervised learning algorithm is presented and also we have performed some simulation in order to prove our theoretical results.

ناشر
Database: Elsevier - ScienceDirect (ساینس دایرکت)
Journal: Procedia Technology - Volume 12, 2014, Pages 220-228