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基于概率和間隔信息的產(chǎn)品設(shè)計(jì)知識(shí)線性分類(lèi)方法
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國(guó)家自然科學(xué)基金資助項(xiàng)目(50905159);浙江省自然科學(xué)基金資助項(xiàng)目(Y12E050100);2011年浙江省博士后科研項(xiàng)目擇優(yōu)資助項(xiàng)目


Design Knowledge Linear Classification of Complex Product Based on Margin and Probability Information
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    摘要:

    針對(duì)復(fù)雜產(chǎn)品設(shè)計(jì)知識(shí)類(lèi)別數(shù)多,、數(shù)據(jù)量大的分類(lèi)問(wèn)題,,基于最小最大概率機(jī)的概率信息和樣本間隔信息,,使用線性的方法解決多分類(lèi)問(wèn)題。用樣本的均值和協(xié)方差代替真實(shí)的均值和協(xié)方差,,利用間隔信息和概率信息,,構(gòu)造加權(quán)投票矩陣,,編碼矩陣會(huì)隨著不同的方法和不同的訓(xùn)練數(shù)據(jù)有不同的變化,,同時(shí)也利用所攜帶的幅值信息,選出最大值的對(duì)應(yīng)類(lèi)別,。線性分類(lèi)器作為二類(lèi)分類(lèi)器可以加快處理速度,。提出以子空間角度差異度量來(lái)表征各個(gè)類(lèi)別概念間的差異,并通過(guò)對(duì)叉車(chē)產(chǎn)品設(shè)計(jì)知識(shí)的數(shù)值實(shí)驗(yàn)證明了該方法的有效性和實(shí)用性,。

    Abstract:

    For the complex product design knowledge with a large number catalogs and data volumes, the multi-classification problem was solved by using linear approach based on the margin and probability information of MPM. The true mean and covariance were replaced by the sample ones. The weight voting matrix was established, the coding matrix varied with the difference algorithm and training data. The classifier with max value was selected by using the amplitude value. Linear classifier was used as binary one for high speed. The angle difference measurement of subspace was proposed to characterize the difference of every class conception. The feasibility and practicality of the above mentioned method were approved by forklift product design knowledge.

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屠立,車(chē)君華.基于概率和間隔信息的產(chǎn)品設(shè)計(jì)知識(shí)線性分類(lèi)方法[J].農(nóng)業(yè)機(jī)械學(xué)報(bào),2013,44(1):217-221. Tu Li, Che Junhua. Design Knowledge Linear Classification of Complex Product Based on Margin and Probability Information[J]. Transactions of the Chinese Society for Agricultural Machinery,2013,44(1):217-221.

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  • 在線發(fā)布日期: 2012-12-31
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