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    • 25. 发明申请
    • Method and apparatus for progressively selecting features from a large feature space in statistical modeling
    • 在统计建模中从大特征空间逐步选择特征的方法和装置
    • US20080004865A1
    • 2008-01-03
    • US11478990
    • 2006-06-30
    • Fuliang WengZhe FengQi Zhang
    • Fuliang WengZhe FengQi Zhang
    • G06F17/27
    • G06F17/277G06K9/6228G10L15/02G10L15/063
    • Embodiments of a progressive feature selection method that selects features in multiple rounds are described. In one embodiment, the progressive feature selection method splits the feature space into tractable sub-spaces such that a feature selection algorithm can be performed on each sub-space. In a merge-split operation, the subset of features that the feature selection algorithm selects from the different sub-spaces are merged into subsequent sets of features. Instead of re-generating the mapping table for each subsequent set from scratch, a new mapping table from the previous round's tables is created by collecting those entries that correspond to the selected features. The feature selection method is then performed again on each of the subsequent feature sets and new features are selected from each of these feature sets. This feature selection-merge-split process is repeated on successively smaller numbers of feature sets until a single final set of features is selected.
    • 描述了选择多个轮中的特征的渐进特征选择方法的实施例。 在一个实施例中,逐行特征选择方法将特征空间分解成易处理的子空间,使得可以对每个子空间执行特征选择算法。 在合并分割操作中,特征选择算法从不同子空间中选择的特征子集被合并到随后的特征集中。 不是从头重新生成每个后续集合的映射表,而是通过收集与所选特征相对应的条目来创建来自前一轮的表的新映射表。 然后在每个后续特征集上再次执行特征选择方法,并且从这些特征集中的每一个中选择新特征。 在连续较小数量的特征集上重复该特征选择合并分割处理,直到选择单个最终特征集。
    • 30. 发明授权
    • Dialog system for human agent to correct abnormal output
    • 人机对话系统纠正异常输出
    • US08155959B2
    • 2012-04-10
    • US11936658
    • 2007-11-07
    • Fuliang WengBaoshi YanZhe Feng
    • Fuliang WengBaoshi YanZhe Feng
    • G10L15/22H04M1/64H04M3/51
    • G10L15/22H04M3/10H04M3/493
    • Systems and methods are described that automatically control modules of dialog systems. The systems and methods include a dialog module that receives and processes utterances from a speaker and outputs data used to generate synthetic speech outputs as responses to the utterances. A controller is coupled to the dialog module, and the controller detects an abnormal output of the dialog module when the dialog module is processing in an automatic mode. The controller comprises a mode control for an agent to control the dialog module by correcting the abnormal output and transferring a corrected output to a downstream dialog module that follows, in a processing path, the dialog module. The corrected output is used in further processing the utterances.
    • 描述了自动控制对话系统模块的系统和方法。 系统和方法包括对话模块,其接收和处理来自扬声器的话语,并输出用于产生合成语音输出的数据作为对话语的响应。 控制器耦合到对话模块,当对话模块以自动模式进行处理时,控制器检测对话模块的异常输出。 控制器包括用于通过校正异常输出并将修正后的输出传送到在处理路径中跟随在对话模块中的下游对话模块来控制对话模块的代理的模式控制。 校正输出用于进一步处理话语。