Members

Santiago Jhang  / 張冠逸

• Research Domain : Machine Learning

• E-mail : mike6010550105@gmail.com 

Mu-Ping Chang   / 張慕平

• Research Domain : Reinforcement Learning

• E-mail : k0326jim@gmail.com 

Kevin Chiang   / 江宗佑

• Research Domain : 

• E-mail : chiang.kevin0603@gmail.com 

Eden Chang   / 張譽騰

• Research Domain : 

• E-mail : edenchang1083@gmail.com 

Edward Tseng   / 曾令騰

• Research Domain : 

• E-mail : e284688@gmail.com 

Owen Chen   / 陳勇行

• Research Domain : 

• E-mail : ss951757@gmail.com 

Jack Tsai   / 蔡沛騰

• Research Domain : 

• E-mail : peitengtsai@gmail.com 

Ryan Wu   / 吳丞恩

• Research Domain : 

• E-mail : littlewisdom0608@gmail.com 

Daney Yeh   / 葉柏甫

• Research Domain : Deep Learning

• E-mail : yeh.daney@gmail.com 

Trista Lu   / 盧佳馨

• Research Domain : Deep Learning

• E-mail : poiuy52041@gmail.com 

Ian Lin   / 林子恩

• Research Domain : Contrastive Learning

• E-mail : ian20010809@gmail.com 

Chris Lin   / 林文鴻

• Research Domain : Contrastive Learning

• E-mail : ch0970781267@gmail.com 

Mindy Wang   / 王苡霖

• Research Domain : Retrieval-Augmented Generation

• E-mail : yilin59410@gmail.com  

Cindy Huang   / 黃姸馨

• Research Domain : Contrastive Learning

• E-mail : cindyhaung5741@gmail.com 

Min-Chi Chang   / 張珉萁

• Research Domain : Recommendation System

• E-mail : wyes91622@gmail.com 

Leo Peng   / 彭博聖

• Research Domain : Contrastive Learning

• E-mail : leo542221@gmail.com 

Eddie Hsia   / 夏侯育

• Research Domain : Contrastive Learning

• E-mail : zxc1435693@gmail.com 

Celia Liao   / 廖婕如

• Research Domain : 

• E-mail : infinite010750@gmail.com 

Simon Huang   / 黃金河

• Research Domain : 

• E-mail : ame023@gmail.com 

Wilson Liao   / 廖偉翔

• Research Domain : 

• E-mail : r955154@hotmail.com 

Rebecca Wang  / 王珮蓉

• Research Domain : 

• E-mail : kakafetnet@gmail.com 

Aiden Wu  / 吳玲瑜

• Research Domain : 

• E-mail : LingYuWu1005@gmail.com 

Anson Chiang  / 江哲緯

• Research Domain : 

• E-mail : anson4139@gmail.com 

Desiree Lee  / 李佳蓁

• Research Domain : 

• E-mail : Desiree3841@gmail.com 

Justin Yen  / 顏赫廷

• Research Domain : 

• E-mail : yenhoting@gmail.com 

Shane Huang  / 黃立軒

• Research Domain : 

• E-mail : Huang716@hotmail.com.tw 

Aaron Lin  / 林丞逸

• Research Domain : 

• E-mail : go51713@gmail.com 

Sammy Lin  / 林侑霆

• Research Domain : 

• E-mail : resit0430@gmail.com 

Cynthia Chang  / 張謦麒

• Research Domain : 

• E-mail : aacindy1026@gmail.com  

Edward Huang  / 黃仁和

• Research Domain : 

• E-mail : renhehuang0723@gmail.com   

Eason Li  / 李嶧

• Research Domain : 

• E-mail : eason26195828@gmail.com 

Amy Kuo  / 郭潔蓉

• Research Domain : 

• E-mail : amy920315amy@gmail.com    

Matt Hsu  / 許耀中

• Research Domain : 

• E-mail : bb5552336@gmail.com 

Aeriell Hsu  / 徐聖瑋

• Research Domain : 

• E-mail : lily171921@gmail.com 

Hank Wu  / 吳明澔

• Research Domain : 

• E-mail : hank860728@gmail.com 

Rex Wu  / 巫正鍠

• Research Domain : 

• E-mail : rex11030329@gmail.com 

Kelly Huang  / 黃惠君

• Research Domain : 

• E-mail : Kelly3219971002@gmail.com 

Ju-Ying Cheng   / 鄭如茵

M.E. degree at June. 2016, Dept. CSIE, TKU

• Research Domain : Social Network

• Thesis Title : 

    以社群為基礎的意見領袖探勘演算法

• Sector : 南茂科技股份有限公司 (ChipMOS) 

Wilson Hua   / 華晟彣

M.E. degree at June. 2016, Dept. CSIE, TKU

• Research Domain : Social Network

• Thesis Title : 

    Mining Evolution Patterns in Dynamic Social Networks

• Sector : 超人氣娛樂股份有限公司 (SuperMedia) 

Wei-Hsun Liao   / 廖偉勳

M.E. degree at June. 2016, Dept. CSIE, TKU

• Research Domain : Smart Home

• Thesis Title : 

    Incrementally Mining Usage Correlations among Appliances in Smart Homes

• Sector : 桃園市政府警察局八德分局 

Eric Wu   / 伍峻億

M.E. degree at June. 2017, Dept. CSIE, TKU

• Research Domain : Social Network

• Thesis Title : 

    Efficient Algorithm For Influence Maximization 

• Sector : 趨勢科技股份有限公司(Trend Micro)

Stephanie Wang   / 王藝筌

M.E. degree at June. 2017, Dept. CSIE, TKU

• Research Domain : Machine Learning

• Thesis Title : 

    A Classification Method Based on Interval Pattern Mining

• Sector : 南亞科技股份有限公司 (NANYA)

Jeff Lin   / 林易辰

M.E. degree at June. 2017, Dept. CSIE, TKU

• Research Domain : Recommendation System

• Thesis Title : 

    Tag-based Collaborative filtering recommendation system

• Sector : 緯創資通股份有限公司 (Wistron)

Yu-Shiun Huang   / 黃昱勳

M.E. degree at June. 2017, Dept. CSIE, TKU

• Research Domain : Recommendation System

• Thesis Title : 

    A Dynamic Time Weight-based Collaborative Filtering Recommendation System

• Sector : 意藍資訊股份有限公司 (Eland) 

Fu-Sung Hsu   / 許富菘

M.E. degree at June. 2017, Dept. CSIE, TKU

• Research Domain : Recommendation System

• Thesis Title : 

    基於用戶序列之協同過濾推薦

• Sector : 華碩電腦股份有限公司 (ASUS)

Tun-Chin Chuang   / 莊敦欽

M.E. degree at June. 2017, Dept. CSIE, TKU

• Research Domain : Social Network

• Thesis Title : 

    Mining Patterns in Social Network Streaming

• Sector : 亞東技術學院 (OIT)

Wendy Liu   / 劉融潞

M.E. degree at June. 2018, Dept. CSIE, TKU

• Research Domain : Recommendation System

• Thesis Title : 

    Incremental Collaborative Filtering based on Frequent Itemset Mining

• Sector : 台灣惠普資訊科技股份有限公司 (HP)

Hank Yang   / 楊亞瀚

M.E. degree at June. 2018, Dept. CSIE, TKU

• Research Domain : Social Network

• Thesis Title : 

    Influence Maximization Prediction on Dynamic Social Network

• Sector : 大聯大投資控股股份有限公司 (WPG Holding)

Hew Chuang   / 莊孟修

M.E. degree at June. 2018, Dept. CSIE, TKU

• Research Domain : Social Network

• Thesis Title : 

    社群網路效能影響力最大化演算法

• Sector : 群輝科技股份有限公司 (Synology)

Yen-Yu Chen   / 陳彥宇

M.I.M. degree at Feb. 2019, Dept. IM, NCU

• Research Domain : Social Network

• Thesis Title : 

    Opinion Leader Discovery in Dynamic Social Networks

• Sector : 綠捷能智控股份有限公司 (HiPower)

Tim Hsiao   / 蕭仲廷

M.E. degree at July. 2019, Dept. CSIE, NCU

• Research Domain : Reinforcement Learning

• Thesis Title : 

    A Policy-Based Reinforcement Learning Model for Neural Network Architectures Search

• Sector : ヤマハ発動機株式会社 

Egbert Chu   / 朱彥龍

M.E. degree at July. 2019, Dept. CSIE, TKU

• Research Domain : Deep Learning

• Thesis Title : 

    A Hybrid Dynamic Recommendation System based on Matrix Factorization and Long Short-Term Memory (LSTM)

• Sector : 國立交通大學 (NCTU)

Justin Su   / 蘇峻弘

M.E. degree at July. 2019, Dept. CSIE, TKU

• Research Domain : Deep Learning

• Thesis Title : 

    A Novel Dual Long Short-Term Memory (LSTM) for Point of Interest (POI) Recommendation System

• Sector : 一休資訊科技股份有限公司 (EQIT) 

Sandra Chen   / 陳瑄莉

M.E. degree at July. 2019, Dept. CSIE, TKU

• Research Domain : Deep Learning

• Thesis Title : 

    A Learning-based Dynamic Social Network Prediction

• Sector : 國家中山科學研究院 (NCSIST) 

Hasa Yang   / 楊鈞元

M.I.M. degree at July. 2019, Dept. IM, NCU

• Research Domain : Deep Learning

• Thesis Title : 

    A Novel NMF-Based Movie Recommendation with Time Decay

• Sector : 愛立信股份有限公司 (Ericsson) 

Riley Tsai   / 蔡子涵

M.I.M. degree at July. 2019, Dept. IM, NCU

• Research Domain : Reinforcement Learning

• Thesis Title : 

    A DQN-Based Reinforcement Learning Model for Neural Network Architectures Search

• Sector : 台灣積體電路製造股份有限公司 (TSMC)

Ginger Lin   / 林君潔

M.I.M. degree at July. 2019, Dept. IM, NCU

• Research Domain : Deep Learning

• Thesis Title : 

    A Category based Sequence-to-Sequence Model for POI Recommendation

• Sector : 國泰世華銀行 (Cathay United Bank)

Robin Chang   / 張心和

M.I.M. degree at July. 2019, Dept. IM, NCU

• Research Domain : Deep Learning

• Thesis Title : 

    遞迴類神經網路結合先期工業廢水指標之股價預測研究

• Sector : 資拓宏宇國際股份有限公司 (IISI)

Peter Weng   / 翁逸驊

M.I.M. degree at July. 2019, Dept. IM, NCU

• Research Domain : Deep Learning

• Thesis Title : 

    深度學習模型於工業 4.0 之機台虛擬量測應用

• Sector : 台灣積體電路製造股份有限公司 (TSMC) 

Raccoon Lee  / 李沅紘

M.E. degree at Jan. 2020, Dept. CSIE, NCU

• Research Domain : Reinforcement Learning

• Thesis Title : 

    A Novel Multi-Task-Agents Reinforcement Learning with Multi-Dimensional Action Space

• Sector : 聯發科技股份有限公司 (MediaTek)

Nathaporn Wanchainawin   / Honey (王佳薇)

M.E. degree at July. 2020, Dept. CSIE, NCU

• Research Domain : Deep learning

• Thesis Title : 

    GC-RNN: A Novel Relational Graph Prediction Model Based on the Fusion of Graph Convolution Network and Recurrent Neural Network

Mura Yang   / 楊章豪

M.E. degree at July. 2020, Dept. CSIE, NCU

• Research Domain : Deep learning

• Thesis Title : 

    A Hierarchical Multi-Block Autoencoder on Social Network Compression

• Sector :  康大資訊股份有限公司 (Kangda)

Wei-Ting Lin   / 林威廷

M.E. degree at July. 2020, Dept. CSIE, TKU

• Research Domain : Reinforcement Learning

• Thesis Title : 

A Strategy-Enhanced Reinforcement Learning by fusing LSTM and PPO models

• Sector : 安永聯合會計師事務所 (EY Globe)

 Lily Liu   / 劉俐伶

M.E. degree at July. 2020, Dept. CSIE, TKU

• Research Domain : Deep learning

• Thesis Title : 

Dynamic Social Network Prediction Based on Generative Adversarial Network

• Sector : 國家中山科學研究院 (NCSIST)

Jessica Cheng   / 程鈺翔

M.E. degree at July. 2020, Dept. CSIE, TKU

• Research Domain : Deep learning

• Thesis Title : 

A Stock Prediction based on the Fusion of Long Short-term Memory (LSTM) and Deep Neural Network

• Sector : 國家中山科學研究院 (NCSIST)

Leo Liu   / 劉旻融

M.I.M. degree at July. 2020, Dept. IM, NCU

• Research Domain : Reinforcement Learning

• Thesis Title : 

Enhanced Model Agnostic Meta Learning with Meta Gradient Memory

• Sector :  

Wen-Hsuan Chiang   / 江玟萱

M.I.M. degree at July. 2020, Dept. IM, NCU

• Research Domain : Reinforcement Learning

• Thesis Title : 

Neural Network Architecture Optimization Based on Virtual Reward Reinforcement Learning

• Sector : 仁寶電腦工業股份有限公司 (Compal)

Chia-Chen Wu   / 吳佳臻

M.I.M. degree at July. 2020, Dept. IM, NCU

• Research Domain : Reinforcement Learning

• Thesis Title : 

GANAS: Generative Adversarial Network Architecture Search

• Sector : 國家中山科學研究院 (NCSIST)

Helen Tseng   / 曾欽緹

M.I.M. degree at July. 2020, Dept. IM, NCU

• Research Domain : Neural Architecture Search

• Thesis Title : 

A Progressive Genetic-based Optimization for Network Architecture Search

• Sector : 國泰世華銀行 (Cathay United Bank)

Greta Lu   / 呂家慧

M.I.M. degree at July. 2020, Dept. IM, NCU

• Research Domain : Deep learning

• Thesis Title : 

基於雙層詞性序列對序列模型之對話機器人

• Sector : 阿甘科技股份有限公司 (Gump Technology)

Owen Cheng   / 鄭景州

M.I.M. degree at July. 2020, Dept. IM, NCU

• Research Domain : Deep learning

• Thesis Title : 

A Novel Reinforcement Learning Model for Intelligent Investigation on Supply Chain Market

• Sector : 友達光電股份有限公司 (AUO)

Stone Chen   / 陳希棟

M.I.M. degree at July. 2020, Dept. IM, NCU

• Research Domain : Deep learning

• Thesis Title : 

台灣50走勢分析：以多重長短期記憶模型架構為基礎之預測

• Sector : 資拓宏宇國際股份有限公司 (IISI)

Tem Lin   / 林泰宏

M.I.M. degree at July. 2020, Dept. IM, NCU

• Research Domain : Deep learning

• Thesis Title : 

以多重遞迴歸神經網路模型為基礎之黃金價格預測分析

• Sector :  

Tipajin Thaipisutikul   / 泰提潘

Ph.D. degree at June. 2021, Dept. CSIE, NCU

• Research Domain : Machine learning

• Thesis Title : 

A Novel Sequential Recommendation Deep Learning Model based on Contextual Information

• Sector : 瑪希朵大學 (Mahidol University)

Jie Chen  / 陳頡

M.E. degree at July. 2021, Dept. CSIE, TKU

• Research Domain : Deep Learning

• Thesis Title : 

用於社群網絡預測的複數區塊自動編碼器之長短期記憶模型 

• Sector : 

Ryan Weng   / 翁愷澤

M.E. degree at July. 2021, Dept. CSIE, TKU

• Research Domain : Deep Learning

• Thesis Title : 

基於 PrefixSpan 演算法的時間序列特徵模式社群網路探勘

• Sector : 華碩電腦股份有限公司 (ASUS)

Hung Liang   / 梁紘銘

M.E. degree at July. 2021, Dept. CSIE, TKU

• Research Domain : Deep Learning

• Thesis Title : 

特徵為基礎之預測社交演化的雙 RNN 與模式學習模型

• Sector : 美超微電腦股份有限公司 (Supermicro)

Lily Lin   / 林宜蓁

M.I.M. degree at July. 2021, Dept. IM, NCU

• Research Domain : Recommendation System

• Thesis Title : 

A Cross-Domain Recommendation Based on Evolution Learning

• Sector :  

Cathy Chu   / 朱怡寧

M.I.M. degree at July. 2021, Dept. IM, NCU

• Research Domain : Deep Learning

• Thesis Title : 

An Attention-Based Collaborative Filtering for Sequential Recommendation

• Sector : 緯穎科技服務股份有限公司 (Wiwynn)

Yu-Hsin Chen   / 陳鈺欣

M.I.M. degree at July. 2021, Dept. IM, NCU

• Research Domain : Incremental Learning

• Thesis Title : 

An Efficient Cluster-Based Continual Learning with Gradient Episodic Cache Memory

• Sector : 台灣積體電路製造股份有限公司 (TSMC)

Eric Su   / 蘇恆毅

M.I.M. degree at July. 2021, Dept. IM, NCU

• Research Domain : Deep Learning

• Thesis Title : 

A Bi-Phase LSTM Architecture on Dynamic Social Network Prediction

• Sector : 台灣積體電路製造股份有限公司 (TSMC)

Cynthia Yen   / 嚴心妤

M.I.M. degree at July. 2021, Dept. IM, NCU

• Research Domain :  Deep Learning

• Thesis Title : 

以類神經網路為基礎預測航空貨運準時度之研究 

• Sector : 長榮航空股份有限公司 (EVA AIR)

Linda Chang   / 章鴻琳

M.I.M. degree at July. 2021, Dept. IM, NCU

• Research Domain :  Deep Learning

• Thesis Title :

客製化任務導向於電信場域之智慧文字客服 

• Sector : 遠傳電信股份有限公司 (FETnet)

Ken Yeh   / 葉建宏

M.I.M. degree at July. 2021, Dept. IM, NCU

• Research Domain : Deep Learning 

• Thesis Title : 

以深度學習為基礎解析美聯準會議紀要對美元指數之預測研究 

• Sector : 美商科高國際有限公司 (Google)

Artsun Hsieh   / 謝博尊

M.I.M. degree at July. 2021, Dept. IM, NCU

• Research Domain : Deep Learning 

• Thesis Title : 

以深度學習為基礎之頻譜辨識反向推薦系統 

• Sector : 中華電信 (Chunghwa Telcom)

Hakkinen Fu   / 傅昱瑋

M.I.M. degree at July. 2021, Dept. IM, NCU

• Research Domain :  Deep Learning

• Thesis Title : 

應用類神經網路於求職者在職時間預測模型之研究 

• Sector : 佳世達股份有限公司 (Qisda)

Ryan Chi   / 齊秉宏

M.I.M. degree at July. 2022, Dept. IM, NCU

• Research Domain : Meta Learning

• Thesis Title : 

A Novel Auto-encoder Task-based Similarity Continual Learning 

• Sector : 台灣積體電路製造股份有限公司 (TSMC)

Henry Huang   / 黃智輝

M.I.M. degree at July. 2022, Dept. IM, NCU

• Research Domain : Machine Learning

• Thesis Title : 

Hybrid Hierarchical Transformer for Customized Multi-turn Dialogue Generation

• Sector : 台灣積體電路製造股份有限公司 (TSMC)

Kai Chuang   / 莊凱智

M.I.M. degree at July. 2022, Dept. IM, NCU

• Research Domain : Machine Learning

• Thesis Title : 

GAN^2: Fuse IntraGAN with OuterGAN for Text Generation

(2022 第十五屆崇越論文大賞 優等論文獎) 

• Sector : 趨勢科技股份有限公司 (Trend Micro)

Shu-Yu Hsu   / 許書瑜

M.I.M. degree at Feb. 2023, Dept. IM, NCU

• Research Domain : Deep Learning

• Thesis Title : 

Bidirectional Transformer on Sequential Recommendation 

• Sector :  點序科技股份有限公司 (Asolid-tek)

Shih-Lun Huang   / 黃士綸

M.E. degree at July. 2022, Dept. CSIE, TKU

• Research Domain : Deep Learning

• Thesis Title : 

以卷積與遞迴類神經網路為基礎之動態社群網路預測 

• Sector : 華電聯網股份有限公司 (HwaCom)

Mario Su   / 蘇宸民

M.E. degree at July. 2022, Dept. CSIE, TKU

• Research Domain : Deep Learning

• Thesis Title : 

一種基於循環神經網路的動態社交網路鏈接預測的新型合奏模型  

• Sector : 

Allen Jao   / 饒廣衡

M.I.M. degree at July. 2022, Dept. IM, NCU

• Research Domain : Deep Learning

• Thesis Title : 

基於深度學習辨識跳頻信號之研究 

• Sector :  

Ka Chen   / 陳嘉雄

M.I.M. degree at July. 2022, Dept. IM, NCU

• Research Domain : Deep Learning

• Thesis Title : 

遞回歸神經網路於電腦零組件銷售價格預測之研究 

• Sector : 華碩電腦股份有限公司 (ASUS) 

Louis Lin   / 林宗澤

M.I.M. degree at July. 2022, Dept. IM, NCU

• Research Domain : Incremental Learning

• Thesis Title : 

增量學習用於工業4.0瑕疵檢測 

• Sector : 

Fong-Ching Lin   / 林峯慶

M.I.M. degree at July. 2022, Dept. IM, NCU

• Research Domain : Deep Learning

• Thesis Title : 

長短期記憶神經網路於釣魚網站預測之研究 

• Sector : 欣興電子股份有限公司 (Unimicron)

 Coco Tseng   / 曾品蓁

M.E. degree at July. 2023, Dept. CSIE, TKU

• Research Domain : Deep Learning

• Thesis Title : 

以虛擬知識蒸餾為基礎之社群網路預測 

• Sector :  

Jessie Liu   / 劉柔含

M.E. degree at July. 2023, Dept. CSIE, TKU

• Research Domain : Deep Learning

• Thesis Title : 

新型時間感知增強推薦系統 

• Sector : 勝圖國際企業股份有限公司 (Winland)

Stephen Chen   / 陳正育

M.I.M. degree at July. 2023, Dept. IM, NCU

• Research Domain : Machine Learning

• Thesis Title : 

GANAS: A GAN-based Neural Architecture Search 

• Sector :  

Chang-Huan Zhong   / 鍾昌桓

M.I.M. degree at July. 2023, Dept. IM, NCU

• Research Domain : Machine Learning

• Thesis Title : 

T3CRec: A Contextual Awareness Transformer-Based Recommendation System 

• Sector : 台灣美光科技股份有限公司 (micron)

Jennifer Tu   / 凃家甄

M.I.M. degree at July. 2023, Dept. IM, NCU

• Research Domain : Machine Learning

• Thesis Title : 

A Novel Social Network Prediction with Augmented Pattern-Based Transformer 

(2023富邦人壽管理碩博士論文獎 碩士組 優等論文獎)

• Sector : 台灣美光科技股份有限公司 (micron)

Teresa Lin   / 林方瑜

M.I.M. degree at July. 2023, Dept. IM, NCU

• Research Domain : Machine Learning

• Thesis Title : 

A Study of Cross-Domain Recommendation Based on Knowledge Distillation and Cross-Attention 

• Sector : 台灣積體電路製造股份有限公司 (TSMC)

Chia-Chun Li   / 李嘉峻

M.I.M. degree at July. 2023, Dept. IM, NCU

• Research Domain : Deep Learning

• Thesis Title : 

結合分群法與深度學習之網路行為異常偵測 

• Sector : 警政署刑事警察局

Owen Chen   / 陳勇行

M.I.M. degree at July. 2023, Dept. IM, NCU

• Research Domain : Machine Learning

• Thesis Title : 

AI法官之研究：深度學習於刑事訴訟裁判的應用

• Sector : 臺北市政府警察局刑事警察大隊

Ralph Liang   / 梁藝鐘

M.I.M. degree at July. 2023, Dept. IM, NCU

• Research Domain : Machine Learning

• Thesis Title : 

以Deep Q Network為基礎之雲端工作排程最佳化 

• Sector : 遠傳電信股份有限公司 (FETnet)

Helen Hung   / 洪婷瑮

M.I.M. degree at July. 2023, Dept. IM, NCU

• Research Domain : Reinforcement Learning

• Thesis Title : 

以深度學習為基礎之貨物裝載排程最佳化 

• Sector : 長榮航空股份有限公司 (EVA AIR)