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METIER: A Deep Multi-Task Learning Based Activity and User Recognition Model Using Wearable Sensors
时间 2020-12-30
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一、 概述 1. 文章的Motivation 活动识别(AR): 训练好的动作识别模型通常不具有泛化能力,就是说在做实验的这批用户表现可能还可以,但是换一批用户表现就下降了 所以动作识别也有两种极端,一种是追求识别的精度,这种采用的方法是个性化定制,为某个人或者某些人专门训练一个模型出来;第二种是追求泛化性,通过神经网络(比如GAN网络)提取域无关的特性,也就是提取共性,这样的模型在不同的用户群体
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