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    • 4. 发明申请
    • Systems and methods for capturing and managing collective social intelligence information
    • 收集和管理集体社会情报信息的系统和方法
    • US20110099133A1
    • 2011-04-28
    • US12801779
    • 2010-06-24
    • Chu-Fei ChangTai-Ting WuChun-Wei LinChia-Hao LoTao-Yang Fu
    • Chu-Fei ChangTai-Ting WuChun-Wei LinChia-Hao LoTao-Yang Fu
    • G06F15/18G06N5/02
    • G06N20/00G06F16/353
    • A method for capturing and managing training data collected online includes: receiving a first dataset from one or more online sources; sampling the first dataset and generating a second dataset, the second dataset including the data sampled from the first dataset; receiving an annotated second dataset with predefined labels; and dividing the annotated second dataset into a training dataset and a test dataset. The disclosed method further includes: configuring a machine learning based classifier based on the training dataset; predicting at least one data point based on the training dataset and calculating a confidence score; comparing the at least one predicted data point to the test dataset; sorting the at least one predicted data point based on its confidence score; and receiving corrected training data associated with the at least one predicted data point.
    • 用于捕获和管理在线收集的训练数据的方法包括:从一个或多个在线来源接收第一数据集; 对第一数据集进行采样并生成第二数据集,第二数据集包括从第一数据集采样的数据; 接收带有预定义标签的带注释的第二个数据集; 并将注释的第二个数据集划分为训练数据集和测试数据集。 所公开的方法还包括:基于训练数据集配置基于机器学习的分类器; 基于训练数据集预测至少一个数据点并计算置信度分数; 将所述至少一个预测数据点与所述测试数据集进行比较; 基于其置信度得分对所述至少一个预测数据点进行排序; 以及接收与所述至少一个预测数据点相关联的校正训练数据。