Lab Members

Meet our talented students

Current Members
Syauki Aulia Thamrin

Syauki Aulia Thamrin

Postdoctoral Researcher

syauki.aulia@outlook.com

王俊皓

王俊皓

Master

Department of Computer Science

dddd3083@gmail.com

陳致齊

陳致齊

Master

Department of Computer Science

linus901105@gmail.com

毛胤絜

毛胤絜

Master

Department of Computer Science

maojack900610@gmail.com

Annabella Putri Dirgo (楊玉蘋)

Annabella Putri Dirgo (楊玉蘋)

Master

Institute of Information Systems and Applications

belladirgo@gapp.nthu.edu.tw

吳花瑜

吳花瑜

Master

Institute of Information Systems and Applications

vivian989370@gmail.com

陳威宏

陳威宏

Master

Department of Computer Science

vincentb0223@gmail.com

Alumni

Syauki Aulia Thamrin

Distinguishing Depression and Bipolar Disorder on Social Media Data Using Deep Learning Technologies

PhD
2025

蔡洵晟

Graph Encoding-Enhanced Transformer for Drug Recommendation

Master
2024

李昀叡

Analyzing Handwriting Characteristics of Children with Autism by Chinese Characters and Mandarin Phonetic Symbols

Master
2024

陳柏昇

Detecting Autism in Children Through Drawing Characteristics Using the Visual-Motor Integration (VMI) Test

Master
2024

賴彥宇

Using speech characteristics from children's story narratives to detect autistic tendencies through deep learning methods

Master
2024

廖哲暉

Preserving Facial Features during Image De-identification for Autism Screening

Master
2024

戴良光

Finding Most Profitable Product(s) Based on Price Settings

PhD
2023

嚴翎愷

Identification of Chinese handwriting characteristics of children with autism

Master
2023

孫睿菡

Using natural language processing to analyze autistic tendencise from children's picture book narratives

Master
2023

張志宇

Biomedical Named Entity Recognition with the Combined Feature Attention and Fully-Shared Multi-Task Learning

Master
2022

蔡昀陞

Suicide Risk Assessment using Word-Level Model with Dictionary-Based Risky Posts Selection

Master
2022

林鎰鋒

Predicting the Following Support Strategy during the Emotional Support Dialogue by Integrating the Dialogue History and Supporter Features

Master
2022

林昀昇

The Detection of Mental Health Conditions by Incorporating Knowledge Retrieval

Master
2022

吳東澤

Classical Chinese Poetry Generation from Vernacular Chinese: A Word-Enhanced Supervised Apporach

Master
2021

鄭如君

Multimodal Time-Aware Attention Networks for Depression Detection

Master
2021

盧冠傑

Depression Detection via Conversation Turn Classification

Master
2021

李承聿

A Multimodal Architecture for ICU Readmission Prediction

Master
2020

張庭瑋

Emotion-Cause Pair Extraction Based on Text Comprehension Model

Master
2020

林政穎

Finding the Most Helpful Answers in Online Health Question Answering Communities

Master
2020

周昱呈

Routing Questions to the Most Relevent Answerers in Community Question Answering Sites

Master
2020

陳怡先

Early Prediction of Acquiring Acute Kidney Injury for Older Inpatients Using Most Effective Laboratory Test Results

Master
2019

丘鈞岳

Multimodal Depression Detection on Instagram Considering Time Interval of Posts

Master
2019

楊弘智

Discovering High Demanding Bus Routes Using Farecard Data

Master
2018

吳品樺

Event Detection for Exploring Emotional Upheaval of Depressive People

Master
2018

曹書恒

A Data Science Approach to Dynamically Optimizing Bus Departure Time

Master
2018

黃郁晴

Predicting Depression Tendency Based on Image, Text and Behavior Data from Instagram

Master
2018

巫旻諺

A Two-stage Depression Detection Method using Social Media, Questionnaire and Open Data

Master
2017

陳毓琪

Mining User Trajectories from Smartphone Data

Master
2016

李偉宏

Mining Accompanying Relationships between Diseases from Patient Records

Master
2016

張維元

A Data-driven Framework on Correlating Air Pollution Indices and Cancer Statistics

Master
2016

童冠傑

Predicting Elections Based on Social Media

Master
2015

呂其錞

Finding Shortest Paths Considering the Requirments of Users

Master
2013

戴偉恒

On Continunous Spatial Skyline Query over a Line Segment

Master
2013

鄭瑞賢

On Spatial Top-k Queries Considering Dominating Relationship

Master
2013

林真伊

Efficient Algorithms for Determining k-most Demanding/Favorite Products

PhD
2012

莊坤翰

On Sequential K-Coverge Verification

Master
2012

吳柏輝

Top-k Query Processing Considering Reverse Skyline Retrieval

Master
2012

蔡予欣

Local Sensor Synchronization in Multi-Path Wireless Sensor Network

Master
2012

葉崇安

Finding Leaders with Maximum Spread of Influence through Social Networks

Master
2011

林王智瑞

Mutiple Release Anonymization for Time-Series Social Network Data

Master
2011

黃國柱

Coverage Maximization on Spatial Databases Considering Bi-chromatic Reverse k-Nearest Neighbors

Master
2011

王恩慈

Mining Frequent Itemsets over Distributed Data Streams

PhD
2010

范耀中

Efficient and Robust Schemes for Accuracy-Guranteed Sensor Data Aggregation

PhD
2010

蘇惠珠

Continuous Probabilistic Skyline Queries over Uncertain Data Streams

Master
2010

王文琦

Dynamic Skyline Computations over Considering Range Queries

Master
2010

李嘉倫

Top-N Query Processing on Spatial Databases Considering Bi-chromatic Reverse K-Nearest Neighbors

Master
2010

李大雋

On Continuous Top-k Similarity Joins

Master
2010

林俊學

Hierarchical Clustering on Streaming Data Using Micro Cluster

Master
2009

左聰文

Mining and Retrieving Various Sequential Patterns in Sequence Databases

PhD
2008

邱鼎潁

On Frequent Sequence Mining and Online Classification Techniques

PhD
2008

陳宏鎮

Techniques of Music Analysis Recommendation and Retrieval for Music Services

PhD
2008

黃敏維

Efficient Computation of Sub-space Top-K probabilistic Skylines on Uncertain Data

Master
2008

蔡景翔

Fast Paths Recommendation in Road Networks based on Efficient Skyline Computations

Master
2008

趙皎宏

Sharing Aggregate Computations for Processing Multiple Regional Queries in Sensor Networks

Master
2008

凌鈺城

Reverse Nearest Neighbor Search in Metric Spaces with Adjustable Distance Functions

Master
2007

廖立文

Rock Music Classification by Chord and Rhythm

Master
2007

林冠榮

Adaptive Power-Saving Techniques for WSN based on Incremental Data Trend Analysis

Master
2007

陳慶昇

Lifetime-Constrained Dynamic Sensing Strategies in Sensor Networks

Master
2007

沈進雄

An Efficient Method for Processing Multiple Continuous Top-K Queries

Master
2006

Juliana Hsieh

An Optimization Strategy for Efficient Query Execution over Streaming Source

Master
2006

盧彥光

Mining Frequent Subtrees over Data Stream Using Closed Subtrees

Master
2006

陳鴻元

Improving Histogram Approximation with Line Representation

Master
2006

李東穎

Mining Serial Episode Rules with Successor Lag Times over Multiple Data Streams

Master
2006

李佳蓁

Continuous Evaluation of Fastest Path Queries on Road Networks

Master
2006

蘇郁琪

Monitoring Heterogeneous Nearest Neighbors for Moving Objects by Considering Location-independent Attributes

Master
2006

鍾玄彥

Efficiently Answering Time-Space Range Queries over Moving Objects by a Probabilistic Approach

Master
2006

林佳漢

A Study on Video Modeling, Indexing and Query Processing

PhD
2005

劉寧漢

Similarity Search in Polyphonic Music Databases

PhD
2005

謝承恩

Discovering Frequent Tree Patterns over Data Streams

Master
2005

吳自強

Maintaining Moving Sums over Data Streams

Master
2005

陳穎毅

An Index Structure for XML Documents using Set-Valued Attributes of Elements

Master
2005

張力元

Efficient Approaches for Adaptive Load Shedding in a Data Stream Management System

Master
2005

葉志剛

Processing Multiple Queries of Finding Frequent Itemsets over Multiple Data Streams

Master
2005

林志祥

Mining Frequent Itemsets in Time-Sensitive Sliding Window over Data Streams

Master
2004

翁珮玹

An Automatic Musical from Analysis System for Rondo and Fugue

Master
2004

蔡峰杰

Building a Virtual Music Channel with Preferred Music Mood from Multiple Music Streams

Master
2004

黃人傑

Efficient Query Processing in Transactional Databases by A Two-Level Bounding Mechanism

Master
2004

蔡曉雯

An HMM-based Variation System for Producing Blues Style Music

Master
2004

簡敏紘

Perceptual Analysis for Music Segmentation

Master
2003

李嘉雄

A Novel Representation of Sequences based on Structural Information for Effective Sequence Retrieval

Master
2003

曾泳舜

Collaborative Music Recommendation by Profiles of Trustable Users

Master
2003

江家明

A New Approach for Sensitive Rule Hiding by Considering Side Effects

Master
2003

謝文雯

Video Content Analysis for Constructing a Bowling Information System

Master
2002

林長榮

Classification of Music Data using Repeating Patterns

Master
2002

沈詩馨

An XML-based Semantic Model for Music Querying Systems

Master
2002

陳珮宜

Vedio Retrieval Based on Similarity of Motion Tracks of Moving Objects

Master
2002

吳宜鴻(Yi-Hung Wu)

The Analysis Indexing and Retrieval of Web Data

PhD
2001

徐嘉連(Jia-Lien Hsu)

Content-based Music Information Retrieval and Analysis

PhD
2001

李官陵(Guanling Lee)

Location Management and Efficient Query Processing in Mobile Information Systems

PhD
2001

許志浩

Generating Broadcast Programs on Multiple Channels int the Wireless Environment

Master
2001

潘依寧

Scheduling Real-Time Data Items In Multiple Channels And Multiple Receivers Environments

Master
2001

李玄杰

A Semantic Video Retrieval System Supporting Knowledge Reasoning

Master
2001

陳宏鎮

A music recommendation system based on music data grouping and user interests

Master
2001

張聿傑

Discovering Phenomena with User Queries

Master
2001

羅壽之

Data Broadcasting in the Mobile Computing Environment

PhD
2000

陳勇全

Making Personalized Recommendation on the Internet Environment through User Interests and User Behaviors

Master
2000

吳育瑋

Effective Search of WWW Data by Relevance Feedback and Query Expansion Using History Information

Master
2000

吳雅婷

Content-based Image Retrieval by Feature Point Matching

Master
2000

葉孟勳

A Push-Pull Strategy for Efficient Answering of Multiple Data Item Queries in Mobile Environments

Master
2000

劉家燕

A Study on Inter-transaction Association Rule Mining and the Classification of the Data Mining Problems

Master
2000

李威進

Efficient Index Structures for Music Data Retrieval

Master
1999

花毓瑄

Query by Segments: An Approach for Song Retrieval in Music Databases

Master
1999

劉志俊(Chih-Chin Liu)

Content-Based Video and Music Data Retrieval

PhD
1998

郭秋田(Tony C.T. Kuo)

Indexing Retrieval and Query Processing for Video Databases

PhD
1998

李志忠(Chih-Chong Lee)

An Efficient Approach for Incremental Association Rule Mining

Master
1998

陳珍佩(J. P. Chen)

Index Structures for Information Filtering on WWW

Master
1998

陳俊吉(J. G. Chen)

行動資訊系統之查詢介面設計與查詢處理

Master
1998

李金松(J. S. Lee)

Semantic Video Model for Content-based Retrieval

Master
1998

張仲銘(Paul C. M. Chang)

Mining Association Rules by Sorts

Master
1998

顏秀珍(Show-Jane Yen)

Efficient Knowledge Discovery from Large Databases

PhD
1997

柯佳伶(Jia-Ling Koh)

Integration and Query Processing for Object and Multimedia Databases

PhD
1997

陳政全(James C. C. Chen)

Query by Rhythms An Approach for Song Retrieval in Music Databases

Master
1997

李科莉(K. L. Lee)

Efficient Graph-Based Algorithms for Discovering and Maintaining Knowledge in Large Databases

Master
1997

魏廷諭(Ting-Yu Wai)

Retrieving Video Data via Motion Tracks of Content Symbols

Master
1997

蔡秀滿(Pauray S. M. Tsai)

Interoperability and query Optimization in multidatabase systems

PhD
1996

張志祥(C. S. Chang)

The inference,aggregation,refinement and applications of uncertain data

PhD
1996

林義斌(I. P. Lin)

An efficient method to build video indexes from compressed data

Master
1996

陳彥寰(Y. H. Chen)

整合性資料查詢及導覽服務系統之設計與實作

Master
1996

邱瑞山(Jui-Shang Chiu)

Pv-table - A representation system for exclusive disjunctive data

PhD
1995

周大鈞(Ta-Chun Chou)

Music Database:indexing technique and implementation

Master
1995

林柔慧(Jou-Hui Lin)

An efficient query processing algorithm on object databases with multi-valued attributes

Master
1995

王文方(Wen-Fang Wang)

A new relation partitioning scheme for distributed query optimization

Master
1993

吳念祖(Alex N.J. Wu)

Improving execution concurrency for long-duration database transactions

Master
1993

曾守正(Frank S.C. Tseng)

A study on partial values with applications to query processing in heterogeneous database systems

PhD
1992

李金地(C. T. Li)

Performance Evaluation for Managing Inconsistent Caches in Client/Server Architecture

Master
1992

簡國芳 (K. F. Chien)

Providing Object Views on Relational Database

Master
1992

邱俊豪(J. H. Chiou)

A new data structure and accelerators for efficient temporal query processing

Master
1992