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    • 8. 发明授权
    • Systems and methods for scalable topic detection in social media
    • 在社交媒体中扩展主题检测的系统和方法
    • US09183293B2
    • 2015-11-10
    • US13324391
    • 2011-12-13
    • Lei LiWei PengTong Sun
    • Lei LiWei PengTong Sun
    • G06F17/30G06Q30/02G06Q50/00
    • G06F17/30734G06F17/3071G06Q30/02G06Q50/01
    • Embodiments generally relate to systems and methods for detecting topics in social media data. More particularly, the systems and methods can extract a concept hierarchy from a set of data, wherein the concept hierarchy comprises a plurality of layers. Further, the systems and methods can train topic models based on the content in each of the layers. Still further, the systems and methods can select the most appropriate topic model for social media data by balancing the complexity of the model and the accuracy of the topic detection result. Moreover, the systems and methods can use the most appropriate topic model to detect topics in social media data.
    • 实施例通常涉及用于检测社交媒体数据中的主题的系统和方法。 更具体地,系统和方法可以从一组数据中提取概念层次,其中概念层级包括多个层。 此外,系统和方法可以基于每个层中的内容来训练主题模型。 此外,系统和方法可以通过平衡模型的复杂性和主题检测结果的准确性来为社交媒体数据选择最合适的主题模型。 此外,系统和方法可以使用最合适的主题模型来检测社交媒体数据中的主题。
    • 10. 发明授权
    • Method for the production of ethylene glycol
    • 乙二醇生产方法
    • US08962895B2
    • 2015-02-24
    • US14001120
    • 2012-02-24
    • Juntao LiuWeimin YangLei LiWanmin WangLinna ZhangHaifeng Song
    • Juntao LiuWeimin YangLei LiWanmin WangLinna ZhangHaifeng Song
    • C07C29/149B01J8/06
    • C07C29/149B01J8/067B01J2208/0053Y02P20/52C07C31/202
    • The present invention relates to a method for the production of ethylene glycol using a feedstock comprising an oxalate and a catalyst containing copper and/or a copper oxide, comprising contacting the feedstock with the catalyst in a reactor under the conditions of a temperature in the range from about 170 to about 270° C., a weight hourly space velocity of the oxalate in the range from about 0.2 to about 5 h−1, a molar ratio of hydrogen to the oxalate in the range from about 40:1 to about 200:1 and a reaction pressure in the range from about 1.5 to about 10 MPa, to produce an effluent containing ethylene glycol, in which the reactor is a tube-array reactor using partitioned heat exchange and adopting outer and inner tubes configured in a double-tube structure to facilitate the heat exchange of the catalyst.
    • 本发明涉及使用包含草酸盐和含有铜和/或氧化铜的催化剂的原料生产乙二醇的方法,包括在反应器中在等温范围内的温度条件下将反应器与催化剂接触 约170至约270℃,草酸盐的重时空速在约0.2至约5小时-1的范围内,氢与草酸的摩尔比在约40:1至约200的范围内 :1,反应压力在约1.5至约10MPa的范围内,以产生含有乙二醇的流出物,其中反应器是使用分隔热交换的管阵列反应器,并采用配置在双组分中的外管和内管, 管结构以促进催化剂的热交换。