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TRAINING TRAINABLE MODULES WITH LEARNING DATA, THE LABELS OF WHICH ARE SUBJECT TO NOISE

机译:使用学习数据训练可培训模块,其中的标签易受噪音影响

摘要

The invention relates to a method (100) for training a trainable module (1), having the following steps: a plurality of modification processes (1a-1c) of the trainable module (1), said modification processes differing from one another to such a degree that the modification processes do not completely lead over to one another during a progressive learning process, are each pre-trained (110) at least using a respective sub-quantity of learning data sets (2); • learning input variable values (11a) of at least one learning data set (2) are fed (120) to all of the modification processes (1a-1c) as input variables (11); • the degree of uncertainty (13b) of output variable values (13) is ascertained from the deviation of the output variable values (13), into which each of the learning input variable values (11a) are converted by the modification processes (1a-1c), from one another and is assigned (130) to the learning data set (2) as the degree of uncertainty (2a) thereof; and • the uncertainty (2a) is used to ascertain (140) an evaluation (2b) of the learning data set (2), said evaluation being a measurement of how much the assignment of the learning output variable values (13a) relate to the learning input variable values (11a) in the learning data set (2). The invention also relates to a method (200) in which the trainable module is further operated (220) and actuates a system (50, 60, 70) using an actuation signal (5).
机译:本发明涉及一种用于训练可训练模块(1)的方法(100),其具有以下步骤:可训练模块(1)的多个修改过程(1a-1c),所述修改过程彼此不同。至少使用学习数据集(2)各自的子量分别对(110)修改过程在渐进式学习过程中不完全彼此过渡的程度进行训练(110); ·将至少一个学习数据集(2)的学习输入变量值(11a)作为输入变量(11)馈送到(120)所有修改过程(1a-1c); •根据输出变量值(13)的偏差确定输出变量值(13)的不确定度(13b),每个学习输入变量值(11a)通过修改过程(1a- 1c)彼此之间并被分配(130)作为学习数据集(2)的不确定度(2a); ·不确定性(2a)用于确定(140)学习数据集(2)的评估(2b),所述评估是学习输出变量值(13a)的分配与学习数据变量(13a)的多少相关的度量。在学习数据集(2)中学习输入变量值(11a)。本发明还涉及一种方法(200),其中,可训练模块进一步被操作(220),并使用致动信号(5)致动系统(50、60、70)。

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