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From:PeerJ Computer Science (Vol. 7) Peer-ReviewedSmall sample learning aims to learn information about object categories from a single or a few training samples. This learning style is crucial for deep learning methods based on large amounts of data. The deep learning...
From:PeerJ Computer Science (Vol. 7) Peer-ReviewedThe real-world data analysis and processing using data mining techniques often are facing observations that contain missing values. The main challenge of mining datasets is the existence of missing values. The missing...
From:PeerJ Computer Science (Vol. 7) Peer-ReviewedThe success of supervised learning techniques for automatic speech processing does not always extend to problems with limited annotated speech. Unsupervised representation learning aims at utilizing unlabelled data to...
From:PeerJ Computer Science (Vol. 7) Peer-ReviewedNavigation based task-oriented dialogue systems provide users with a natural way of communicating with maps and navigation software. Natural language understanding (NLU) is the first step for a task-oriented dialogue...
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