استفاده کردن از سنسور اشاره گر- زمان برای فعال نمودن فرا -یادگیری چند حالته نظارت نشده (به همراه ترجمه)

مقاله شامل 9 صفحه متن انگلیسی با فرمت pdf و 22 صفحه متن ترجمه شده به صورت word است.مقاله متعلق به سال 2020 است.   Using Sensory Time-cue to enable   Unsupervised Multimodal Meta-learning   چکیده انگلیسی Abstract—As data from IoT (Internet of Things) sensors become ubiquitous, state-of-the-art machine learning algorithms face many challenges on directly using sensor data. To overcome these challenges, methods must be designed to learn directly from sensors without manual annotations. This paper introduces Sensory Time-cue for Unsupervised Meta-learning (STUM). Different from traditional learning approaches that either heavily depend on labels or on time-independent feature extraction assumptions, such as Gaussian distribution features, the STUM system uses time relation of inputs to guide the feature space formation within and across modalities. The fact that STUM learns from a variety of small tasks may put this method in the camp of Meta-Learning. …