Chia-Hui Chang


2021

pdf bib
International Journal of Computational Linguistics & Chinese Language Processing, Volume 26, Number 1, June 2021
Chia-Hui Chang | Berlin Chen
International Journal of Computational Linguistics & Chinese Language Processing, Volume 26, Number 1, June 2021

pdf bib
Proceedings of the 33rd Conference on Computational Linguistics and Speech Processing (ROCLING 2021)
Lung-Hao Lee | Chia-Hui Chang | Kuan-Yu Chen
Proceedings of the 33rd Conference on Computational Linguistics and Speech Processing (ROCLING 2021)

pdf bib
Home Appliance Review Research Via Adversarial Reptile
Tai-Jung Kan | Chia-Hui Chang | Hsiu-Min Chuang
Proceedings of the 33rd Conference on Computational Linguistics and Speech Processing (ROCLING 2021)

For manufacturers of home appliances, the Studying discussion of products on social media can help manufacturers improve their products. Opinions provided through online reviews can immediately reflect whether the product is accepted by people, and which aspect of the product are most discussed . In this article, we divide the analysis of home appliances into three tasks, including named entity recognition (NER), aspect category extraction (ACE), and aspect category sentiment classification (ACSC). To improve the performance of ACSC, we combine the Reptile algorithm in meta learning with the concept of domain adversarial training to form the concept of the Adversarial Reptile algorithm. We find show that the macro-f1 is improved from 68.6% (BERT fine tuned model) to 70.3% (p-value 0.04).

pdf bib
Aspect-Based Sentiment Analysis and Singer Name Entity Recognition using Parameter Generation Network Based Transfer Learning
Hsiao-Wen Tseng | Chia-Hui Chang | Hsiu-Min Chuang
Proceedings of the 33rd Conference on Computational Linguistics and Speech Processing (ROCLING 2021)

When we are interested in a certain domain, we can collect and analyze data from the Internet. The newly collected data is not labeled, so the use of labeled data is hoped to be helpful to the new data. We perform name entity recognition (NER) and aspect-based sentiment analysis (ABSA) in multi-task learning, and combine parameter generation network and DANN architecture to build the model. In the NER task, the data is labeled with Tie, Break, and the task weight is adjusted according to the loss change rate of each task using Dynamic Weight Average (DWA). This study used two different source domain data sets. The experimental results show that Tie, Break can improve the results of the model; DWA can have better performance in the results; the combination of parameter generation network and gradient reversal layer can be used for every good learning in different domain.

2020

pdf bib
International Journal of Computational Linguistics & Chinese Language Processing, Volume 25, Number 1, June 2020
Chia-Hui Chang | Berlin Chen
International Journal of Computational Linguistics & Chinese Language Processing, Volume 25, Number 1, June 2020

pdf bib
A Hierarchical Decomposable Attention Model for News Stance Detection
Chen-Yu Huang | Chia-Hui Chang
Proceedings of the 32nd Conference on Computational Linguistics and Speech Processing (ROCLING 2020)

pdf bib
Aspect-Based Sentiment Analysis Based on BERT-DAOA
Chen-Yu Chen | Chia-Hui Chang
Proceedings of the 32nd Conference on Computational Linguistics and Speech Processing (ROCLING 2020)

2019

pdf bib
利用Attentive來改善端對端中文語篇剖析遞迴類神經網路系統(Using Attentive to improve Recursive LSTM End-to-End Chinese Discourse Parsing)
Yu-Jen Wang | Chia-Hui Chang
Proceedings of the 31st Conference on Computational Linguistics and Speech Processing (ROCLING 2019)

pdf bib
基於訊息配對相似度估計的聊天記錄解構(Chat Log Disentanglement based on Message Pair Similarity Estimation)
ZhiXian Liu | Chia-Hui Chang
Proceedings of the 31st Conference on Computational Linguistics and Speech Processing (ROCLING 2019)

pdf bib
International Journal of Computational Linguistics & Chinese Language Processing, Volume 24, Number 1, June 2019
Jen-Tzung Chien | Chia-Hui Chang
International Journal of Computational Linguistics & Chinese Language Processing, Volume 24, Number 1, June 2019

pdf bib
應用記憶增強條件隨機場域與之深度學習及自動化詞彙特徵於中文命名實體辨識之研究 (Leveraging Memory Enhanced Conditional Random Fields with Gated CNN and Automatic BAPS Features for Chinese Named Entity Recognition)
Kuo-Chun Chien | Chia-Hui Chang
International Journal of Computational Linguistics & Chinese Language Processing, Volume 24, Number 1, June 2019

pdf bib
基於訊息回應配對相似度估計的聊天記錄解構 (Chatlog Disentanglement based on Similarity Evaluation Via Reply Message Pairs Prediction Task)
ZhiXian Liu | Chia-Hui Chang
International Journal of Computational Linguistics & Chinese Language Processing, Volume 24, Number 2, December 2019

2018

pdf bib
International Journal of Computational Linguistics & Chinese Language Processing, Volume 23, Number 1, June 2018
Jen-Tzung Chien | Chia-Hui Chang
International Journal of Computational Linguistics & Chinese Language Processing, Volume 23, Number 1, June 2018

2017

pdf bib
應用興趣點辨識技術從 Web 中挖掘新商家資訊 (Mining POIs from Web via POI recognition and Relation Verification) [In Chinese]
Kuo-Hsin Hsu | Hsiu-Min Chuang | Chien-Lung Chou | Chia-Hui Chang
Proceedings of the 29th Conference on Computational Linguistics and Speech Processing (ROCLING 2017)

pdf bib
PTT 網站餐廳美食類別擷取之研究 (A Study of Restaurant Information and Food Type Extraction from PTT) [In Chinese]
Chih-Yu Chung | Chien-Lung Chou | Chia-Hui Chang
Proceedings of the 29th Conference on Computational Linguistics and Speech Processing (ROCLING 2017)

2016

pdf bib
Facebook 活動事件擷取系統(Facebook Activity Event Extraction System)[In Chinese]
Yuan-Hao Lin | Chia-Hui Chang
Proceedings of the 28th Conference on Computational Linguistics and Speech Processing (ROCLING 2016)

2015

pdf bib
基於已知名稱搜尋結果的網路實體辨識模型建立工具(A Tool for Web NER Model Generation Using Search Snippets of Known Entities) [In Chinese]
Ya-Yun Huang | Chia-Hui Chang | Chien-Lung Chou
Proceedings of the 27th Conference on Computational Linguistics and Speech Processing (ROCLING 2015)

pdf bib
基於Web之商家景點擷取與資料庫建置(Points of Interest Extraction from Unstructured Web)[In Chinese]
Ting-Yao Kao | Hsiu-Min Chuang | Chia-Hui Chang
Proceedings of the 27th Conference on Computational Linguistics and Speech Processing (ROCLING 2015)

2014

pdf bib
Semi-supervised Sequence Labeling for Named Entity Extraction based on Tri-Training: Case Study on Chinese Person Name Extraction
Chien-Lung Chou | Chia-Hui Chang | Shin-Yi Wu
Proceedings of the Third Workshop on Semantic Web and Information Extraction

pdf bib
Proceedings of the 26th Conference on Computational Linguistics and Speech Processing (ROCLING 2014)
Jing-Yang Jou | Chia-Hui Chang | Hsin-Min Wang
Proceedings of the 26th Conference on Computational Linguistics and Speech Processing (ROCLING 2014)

pdf bib
利用核依賴估計來進行多軌自動混音 (Automatic Multi-track Mixing by Kernel Dependency Estimation)[In Chinese]
Tsung Ting Wu | Chia-Hui Chang
Proceedings of the 26th Conference on Computational Linguistics and Speech Processing (ROCLING 2014)

pdf bib
網頁商家名稱擷取與地址配對之研究 (Store Name Extraction and Name-Address Matching on the Web) [In Chinese]
Yu-Yang Lin | Chia-Hui Chang
Proceedings of the 26th Conference on Computational Linguistics and Speech Processing (ROCLING 2014)

pdf bib
International Journal of Computational Linguistics & Chinese Language Processing, Volume 19, Number 4, December 2014 - Special Issue on Selected Papers from ROCLING XXVI
Jen-Tzung Chien | Hung-Yu Kao | Chia-Hui Chang
International Journal of Computational Linguistics & Chinese Language Processing, Volume 19, Number 4, December 2014 - Special Issue on Selected Papers from ROCLING XXVI

pdf bib
POI 擷取:商家名稱辨識與地址配對之研究 (POI Extraction from the Web: Store Name Recognition and Address Matching) [In Chinese]
Lin Yu-Yang | Chia-Hui Chang
International Journal of Computational Linguistics & Chinese Language Processing, Volume 19, Number 4, December 2014 - Special Issue on Selected Papers from ROCLING XXVI

2013

pdf bib
主要漢字形聲字發音規則探勘與視覺化 (Primary Chinese Semantic-Phonetic Compounds Pronunciation Rules Mining and Visualization) [In Chinese]
Chien-Hui Hsu | Meng-Feng Tsai | Chia-Hui Chang | Hsiang-Mei Liao | Shu-Ping Li | Denise H. Wu
Proceedings of the 25th Conference on Computational Linguistics and Speech Processing (ROCLING 2013)

pdf bib
International Journal of Computational Linguistics & Chinese Language Processing, Volume 18, Number 4, December 2013-Special Issue on Selected Papers from ROCLING XXV
Chia-Hui Chang | Chia-Ping Chen | Jia-Ching Wang
International Journal of Computational Linguistics & Chinese Language Processing, Volume 18, Number 4, December 2013-Special Issue on Selected Papers from ROCLING XXV

2012

pdf bib
以聲符部件為主之漢字學習系統設計研究 (The Design of Chinese Character Learning System Based on Phonetic Components) [In Chinese]
Chia-Hui Chang | Wen-Pen Wu
Proceedings of the 24th Conference on Computational Linguistics and Speech Processing (ROCLING 2012)

pdf bib
聲符部件排序與形聲字發音規則探勘 (Phonetic Component Ranking and Pronunciation Rules Discovery for Picto-Phonetic Chinese Characters) [In Chinese]
Chia-Hui Chang | Shu-Yen Lin | Meng-Feng Tsai | Shu-Ping Li | Hsiang-Mei Liao | Norden E. Huang
International Journal of Computational Linguistics & Chinese Language Processing, Volume 17, Number 3, September 2012

2011

pdf bib
聲符部件排序與形聲字發音規則探勘 (Pronunciation Rules Discovery for Picto-Phonetic Chinese Characters) [In Chinese]
Chia-Hui Chang | Shu-Yen Lin
Proceedings of the 23rd Conference on Computational Linguistics and Speech Processing (ROCLING 2011)

2010

pdf bib
以最佳化及機率分佈判斷漢字聲符之研究 (Automatic Identification of Phonetic Complements for Chinese Characters Based on Optimization and Probability Distribution) [In Chinese]
Chia-Hui Chang | Shu-Ying Li | Sean Lin | Chia-Yi Huang | Jhih-ming Chen
Proceedings of the 22nd Conference on Computational Linguistics and Speech Processing (ROCLING 2010)

pdf bib
以最佳化及機率分佈標記形聲字聲符之研究 (Annotating Phonetic Component of Chinese Characters Using Constrained Optimization and Pronunciation Distribution) [In Chinese]
Chia-Hui Chang | Shu-Yen Lin | Shu-Ying Li | Meng-Feng Tsai | Shu-Ping Li | Hsiang-Mei Liao | Chih-Wen Sun | Norden E. Huang
International Journal of Computational Linguistics & Chinese Language Processing, Volume 15, Number 2, June 2010

pdf bib
結合長詞優先與序列標記之中文斷詞研究 (A Simple and Effective Closed Test for Chinese Word Segmentation Based on Sequence Labeling) [In Chinese]
Qian-Xiang Lin | Chia-Hui Chang | Chen-Ling Chen
International Journal of Computational Linguistics & Chinese Language Processing, Volume 15, Number 3-4, September/December 2010

2006

pdf bib
基於字詞內容之適應性對話系統 (MAGEN: An Adaptive Conversational System based on Terms) [In Chinese]
Yu-De Chu | Chia-Hui Chang
Proceedings of the 18th Conference on Computational Linguistics and Speech Processing

pdf bib
基於特製隱藏式馬可夫模型之中文斷詞研究 (Chinese Word Segmentation using Specialized HMM) [In Chinese]
Qian-Xiang Lin | Chia-Hui Chang
Proceedings of the 18th Conference on Computational Linguistics and Speech Processing