nearest neighbor classification中文什么意思

下載手機(jī)詞典可隨時隨地查詞查翻譯

At the same time , this paper puts forward a validity function for judging clustering in order to lead us to use it in k - nearest neighbor classification ; then introduces " generalization capability of a case " to k - nearest neighbour . according to the proposed approach , the cases with better generalization capability are maintained as the representative cases while those redundant cases found in their coverage are removed . we can find a new less but almost complete training data set , consequently reduce complexity of seeking near neighbour
針對k值的學(xué)習(xí)，本文初步使用了遺傳算法選擇較優(yōu)的k值，同時總結(jié)了一種聚類有效性函數(shù)，數(shù)值實驗證實了其有效性，旨在指導(dǎo)應(yīng)用于k -近鄰分類中；然后還將“擴(kuò)張能力”的概念引入k -近鄰算法，根據(jù)訓(xùn)練集例子不同的覆蓋能力，刪除冗余樣本，得到數(shù)量較小同時代表類別情況又比較完全的新的訓(xùn)練集，從而降低查找近鄰復(fù)雜性。

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