Search Results for author: Yuanhang Su

Found 5 papers, 1 papers with code

Unsupervised Multi-modal Neural Machine Translation

no code implementations CVPR 2019 Yuanhang Su, Kai Fan, Nguyen Bach, C. -C. Jay Kuo, Fei Huang

Unsupervised neural machine translation (UNMT) has recently achieved remarkable results with only large monolingual corpora in each language.

Machine Translation Translation

Tree-structured multi-stage principal component analysis (TMPCA): theory and applications

no code implementations22 Jul 2018 Yuanhang Su, Ruiyuan Lin, C. -C. Jay Kuo

A PCA based sequence-to-vector (seq2vec) dimension reduction method for the text classification problem, called the tree-structured multi-stage principal component analysis (TMPCA) is presented in this paper.

Dimensionality Reduction General Classification +1

On Extended Long Short-term Memory and Dependent Bidirectional Recurrent Neural Network

1 code implementation27 Feb 2018 Yuanhang Su, C. -C. Jay Kuo

In this work, we first analyze the memory behavior in three recurrent neural networks (RNN) cells; namely, the simple RNN (SRN), the long short-term memory (LSTM) and the gated recurrent unit (GRU), where the memory is defined as a function that maps previous elements in a sequence to the current output.

Dependency Parsing

Efficient Text Classification Using Tree-structured Multi-linear Principal Component Analysis

no code implementations20 Jan 2018 Yuanhang Su, Yuzhong Huang, C. -C. Jay Kuo

A novel text data dimension reduction technique, called the tree-structured multi-linear principal component anal- ysis (TMPCA), is proposed in this work.

Dimensionality Reduction General Classification +1

Dependent Bidirectional RNN with Extended-long Short-term Memory

no code implementations ICLR 2018 Yuanhang Su, Yuzhong Huang, C. -C. Jay Kuo

Based on the analysis, we propose a new design, called the extended-long short-term memory (ELSTM), to extend the memory length of a cell.

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