Evaluation of Domain Adaptation Approaches to Improve the Translation Quality

2015 ◽  
pp. 15-26
Author(s):  
Ezgi Yıldırım ◽  
Ahmet Cüneyd Tantuğ
Keyword(s):  
Domain Adaptation ◽  
Translation Quality

scholarly journals Neural Networks Classifier for Data Selection in Statistical Machine Translation

2017 ◽  
Vol 108 (1) ◽  
pp. 283-294 ◽  
Author(s):  
Álvaro Peris ◽  
Mara Chinea-Ríos ◽  
Francisco Casacuberta
Keyword(s):  
Neural Networks ◽  
Machine Translation ◽  
Domain Adaptation ◽  
Statistical Machine Translation ◽  
Data Selection ◽  
Target Domain ◽  
Translation Quality ◽  
Bilingual Corpora ◽  
Proper Estimation ◽  
Adaptation Field

AbstractCorpora are precious resources, as they allow for a proper estimation of statistical machine translation models. Data selection is a variant of the domain adaptation field, aimed to extract those sentences from an out-of-domain corpus that are the most useful to translate a different target domain. We address the data selection problem in statistical machine translation as a classification task. We present a new method, based on neural networks, able to deal with monolingual and bilingual corpora. Empirical results show that our data selection method provides slightly better translation quality, compared to a state-of-the-art method (cross-entropy), requiring substantially less data. Moreover, the results obtained are coherent across different language pairs, demonstrating the robustness of our proposal.

Domain Adaptation for Visual Recognition

2015 ◽  
Author(s):  
Raghuraman Gopalan ◽  
Ruonan Li ◽  
Vishal M. Patel ◽  
Rama Chellappa
Keyword(s):  
Visual Recognition ◽  
Domain Adaptation

Domain Adaptation of CNN Based Acoustic Models Under Limited Resource Settings

2016 ◽  
Author(s):  
Masayuki Suzuki ◽  
Ryuki Tachibana ◽  
Samuel Thomas ◽  
Bhuvana Ramabhadran ◽  
George Saon
Keyword(s):  
Domain Adaptation ◽  
Limited Resource ◽  
Acoustic Models

Dual-Adversarial Domain Adaptation for Generalized Replay Attack Detection

2020 ◽  
Author(s):  
Hongji Wang ◽  
Heinrich Dinkel ◽  
Shuai Wang ◽  
Yanmin Qian ◽  
Kai Yu
Keyword(s):  
Domain Adaptation ◽  
Attack Detection ◽  
Replay Attack

Multimodal Response Obligation Detection with Unsupervised Online Domain Adaptation

2019 ◽  
Author(s):  
Shota Horiguchi ◽  
Naoyuki Kanda ◽  
Kenji Nagamatsu
Keyword(s):  
Domain Adaptation

Importance-weighted conditional adversarial network for unsupervised domain adaptation

2020 ◽  
Vol 155 ◽  
pp. 113404 ◽  
Author(s):  
Peng Liu ◽  
Ting Xiao ◽  
Cangning Fan ◽  
Wei Zhao ◽  
Xianglong Tang ◽  
...  
Keyword(s):  
Domain Adaptation ◽  
Unsupervised Domain Adaptation ◽  
Adversarial Network
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