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Mar 13, 2017 · Artificial Intelligence

Unlocking Tree‑Structured Data: A Deep Dive into Recursive Neural Networks and BPTS

Recursive Neural Networks (RNN) extend deep learning to tree and graph structures, using Back‑Propagation Through Structure (BPTS) for training; this article explains their theory, forward and backward computations, implementation details, code snippets, and applications in natural language and scene parsing, while noting practical challenges.