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    • 95. 发明授权
    • Bootstrapping text classifiers by language adaptation
    • 通过语言适应来引导文本分类器
    • US08521507B2
    • 2013-08-27
    • US12864208
    • 2010-02-22
    • Lei ShiMingjun Tian
    • Lei ShiMingjun Tian
    • G06F17/27
    • G06F17/30705
    • Training data in one language is leveraged to develop classifiers for multiple languages under circumstances where all of those classifiers will be performing the same kind of classification task, but relative to linguistically different sets of texts, thereby saving the cost of manually labeling a different set of training data for each language. Classification knowledge is learned for a source language in which training data are available. That knowledge is transferred to another target language's classifier through the integration of language transition knowledge. The transferred model is adjusted to better fit the target language. In one technique, leveraging one language's classification knowledge in order to generate a classifiers for another language involves training a text classifier in a source language, transferring the learned classification knowledge from the source language to another target language using language translation techniques, and further tuning the transferred model to better fit the target language text.
    • 在所有这些分类器都将执行相同类别的分类任务,但相对于语言上不同的文本集合的情况下,利用一种语言的培训数据来开发多种语言的分类器,从而节省手动标记不同集合的成本 培训每种语言的数据。 对于有可用的培训数据的源语言,将学习分类知识。 该知识通过语言转换知识的整合转移到另一个目标语言的分类器。 转移的模型被调整以更好地适合目标语言。 在一种技术中,利用一种语言的分类知识来生成用于另一种语言的分类器涉及用源语言来训练文本分类器,使用语言翻译技术将学习的分类知识从源语言转移到另一目标语言,并进一步调整 转移模型更好地适应目标语言文本。
    • 96. 发明授权
    • Method for modifying nomal clay and a method for producing composite elastomer from the clay
    • 改性正粘土的方法和从粘土生产复合弹性体的方法
    • US08505840B2
    • 2013-08-13
    • US12451321
    • 2007-08-20
    • Lei Shi
    • Lei Shi
    • B02C1/00B02C19/00B02C21/00
    • C09C1/42C01P2006/80C08K3/346C09C3/12C08L83/04
    • A method for modifying soil and a method for producing composite Elastomer of the soil are disclosed. The method for modifying soil includes drying, pulverizing, sieving, and purifying the soil to obtain soil powder, then dynamically heating the powder and adding surfactant, which includes coupling agent, polysiloxane having reactive functional, emulsifier of organosilicon and aliphatic amine, and water, and then drying the above obtained powder to obtain modified soil. The modified soil and acrylic acid copolymer emulsion are mixed with plasticizer, foaming agent, etc. to form a composite body which is used to produce elastomer floor board, elastomer wall brick, composite soil skin material, and so on. No emission of toxic gas and evaporation of organic solvent can be attained during production and use of the invention, and performance of the product is same as or has superiority over rubber in compression deformation rate, rebound elasticity and durability.
    • 公开了一种改性土壤的方法和一种生产土壤复合弹性体的方法。 土壤改性方法包括干燥,粉碎,筛分,净化土壤,获得土壤粉末,动态加热粉末,加入表面活性剂,其中包括偶联剂,具有反应性官能团的聚硅氧烷,有机硅乳液和脂肪胺,以及水, 然后干燥上述得到的粉末,得到改性土壤。 改性土壤和丙烯酸共聚物乳液与增塑剂,发泡剂等混合,形成复合体,用于生产弹性体地板,弹性体墙砖,复合土壤皮肤材料等。 在本发明的生产和使用过程中,不会产生有毒气体的排放和有机溶剂的蒸发,与压缩变形率,回弹弹性和耐久性相比,产品性能与橡胶相同或优于橡胶。