radial ridge 中文意思是什麼
radial ridge
解釋
放射脊-
Nonlinear ridge regression modeling method based on radial basis function and its simulation research
基於徑向基函數的非線性嶺回歸方法及模擬研究 -
However, there have still some unresolved problems : first, how to determine the number and size of the clusters automatically during the clustering process. second, how to utilize the " local " ridge regression method which including multiple regularization parameters in learning rbf network. third, those clusters in irregular form ca n ' t represented by radial basis function, thus we must find some other basis functions that can describe the irregular form
但是仍然存在幾個問題尚待解決:首先,聚類時怎樣自動確定簇的個數和半徑;其次,如何利用含有多個正規化參數的局部嶺回歸方法進行rbf網路學習;第三,如果簇的形狀是不規則的,則它很難用徑向基函數來描述,因此需要研究其它能代表不規則形狀的簇的基函數。 -
Define a radial basis function ( rbf ) at center of each cluster and learning a two - layer neural network which consists of these rbfs, simultaneously, for the purpose of avoiding over - fitting, we make use of ridge regression method, which adding a weight penalty term including a appropriate regularization parameter on the cost function and then lead to a more smooth function
為每一個簇的中心定義相應的徑向基函數( radialbasisfunction , rbf ) ,再對這些徑向基函數構成的兩層神經網路進行訓練,同時,為了避免產生過度擬合現象,本文採用了嶺回歸技術,即在代價函數中加入一個包含適當正規化參數的權值懲罰項,從而保證網路輸出函數具有一定的平滑度。
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