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- W144123998 abstract "A fundamental issue in active learning of Gaussian processes is that of the exploration-exploitation trade-off. This paper presents a novel nonmyopic ε-Bayes-optimal active learning (ε-BAL) approach [4] that jointly optimizes the trade-off. In contrast, existing works have primarily developed greedy algorithms or performed exploration and exploitation separately. To perform active learning in real time, we then propose an anytime algorithm [4] based on ε-BAL with performance guarantee and empirically demonstrate using a real-world dataset that, with limited budget, it outperforms the state-of-the-art algorithms." @default.
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- W144123998 date "2014-01-01" @default.
- W144123998 modified "2023-09-26" @default.
- W144123998 title "Active Learning Is Planning: Nonmyopic ε-Bayes-Optimal Active Learning of Gaussian Processes" @default.
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- W144123998 doi "https://doi.org/10.1007/978-3-662-44845-8_43" @default.
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