Last Updated :2025/12/05

wake-sleep algorithm

Noun
Japanese Meaning
ニューラルネットワークにおける教師なし学習アルゴリズムで、ニューラルネットワークの層同士を交互に接続するために、「ウェイクフェーズ」と「スリープフェーズ」という二段階の処理を用いる手法。 / 計算理論の分野において、ニューラルネットワーク内で層の接続を試みるために設計された、交互に起こる「覚醒」状態と「睡眠」状態を利用するアルゴリズム。
What is this buttons?

そのウェイク・スリープ学習法は、覚醒段階と睡眠段階を交互に行い、ボトムアップの認識とトップダウンの生成を協調させながら、教師なしでニューラルネットワークを訓練する。

plural

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(computing theory) A certain unsupervised learning algorithm for neural networks, having separate wake and sleep phases that attempt to connect the layers of neurons in alternating directions.

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wake-sleep algorithm

The wake-sleep algorithm alternates between wake and sleep phases to coordinate bottom-up recognition and top-down generation in unsupervised neural network training.

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The wake-sleep algorithm alternates between wake and sleep phases to coordinate bottom-up recognition and top-down generation in unsupervised neural network training.

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