We provide a survey of four different categories of Federated learning algorithms and their limitations as these were unveiled through experiments using commonly accepted data sets. The level of data heterogeneity for...
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Supervised Continual learning involves updating a deep neural network (DNN) from an ever-growing stream of labeled data. While most work has focused on overcoming catastrophic forgetting, one of the major motivations ...
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A popular approach to solving multiclass learning problems is to reduce them to a set of binary classification problems through some output code matrix: the widely used one-vs-all and all-pairs methods, and the error-...
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The completeness of road network data is significant in the quality of various routing services and applications. We introduce an efficient randomized algorithm for exact learning of road networks using simple distanc...
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Monkeypox is a viral illness that has been known to affect the humans. It is commonly misidentified as chickenpox due to the similarity of its rashes with chickenpox, resulting in improper treatment and further spread...
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Semi-supervised learning (SSL) is a powerful paradigm for leveraging unlabeled data and has been proven to be successful across various tasks. Conventional SSL studies typically assume close environment scenarios wher...
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The family of Quasi-Additive (QA) algorithms is a natural generalization of the perceptron learning, which is a kind of on-line learning having two parameter vectors: One is an accumulation of input vectors and the ot...
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In this paper, we present an evaluation of learning algorithms of a novel rule evaluation support method for post-processing of mined results with rule evaluation models based on objective indices. Post-processing of ...
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With the development of society and the in-depth advancement of higher education, postgraduates are facing increasing pressures in education, economy, work and psychology. To ensure the teaching quality of postgraduat...
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Detection of video duplicates is an active field of research, motivated by the protection of intellectual property, the fight against piracy or the tracing of the origin of reused video segments. In this work, a metho...
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