復(fù)雜數(shù)據(jù)的目標(biāo)函數(shù)聚類算法的研究與應(yīng)用
摘要: 目標(biāo)函數(shù)的模糊聚類算法,是目前實(shí)際應(yīng)用最廣泛的模糊聚類算法,該類算法是將聚類問(wèn)題轉(zhuǎn)換為帶約束條件的優(yōu)化問(wèn)題。為了解決將數(shù)據(jù)聚類問(wèn)題便捷轉(zhuǎn)化為數(shù)學(xué)問(wèn)題,簡(jiǎn)化聚類求解過(guò)程,方便對(duì)海量數(shù)據(jù)進(jìn)行聚類分析;該文設(shè)計(jì)了對(duì)目標(biāo)函數(shù)的聚類進(jìn)行轉(zhuǎn)換,將聚類算法的條件優(yōu)化問(wèn)題轉(zhuǎn)化為線性約束的數(shù)學(xué)問(wèn)題。通過(guò)構(gòu)建相似度函數(shù)的聚類方式,對(duì)數(shù)據(jù)集進(jìn)行相似度目標(biāo)集成。以便將該類算法更好的應(yīng)用于模式識(shí)別和圖像... ...
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