Publications

Our research contributions published in top-tier conferences and journals in AI, ML, Data Mining, and related fields.

Filter Publications:
Type:
Year:

2026

Journal

Rethinking suspicious account identification from a perspective of machine learning ranking.

Authors: Chuang-Chieh Lin, Guanyao Li, Chih-Chieh Hung, Yi-Chen Kuo, Wen-Chih Peng
Venue: Int. J. Mach. Learn. Cybern.

📄 PDF

2025

Conference

MedPlan: A Two-Stage RAG-Based System for Personalized Medical Plan Generation.

Authors: Hsin-Ling Hsu, Cong-Tinh Dao, Luning Wang, Zitao Shuai, Thao Nguyen Minh Phan, Jun-En Ding, Chun-Chieh Liao, Pengfei Hu, Xiaoxue Han, Chih-Ho Hsu, Dongsheng Luo, Wen-Chih Peng, Feng Liu 0011, Fang-Ming Hung, Chenwei Wu 0006
Venue: ACL

📄 PDF
Other

MedPlan:A Two-Stage RAG-Based System for Personalized Medical Plan Generation.

Authors: Hsin-Ling Hsu, Cong-Tinh Dao, Luning Wang, Zitao Shuai, Thao Nguyen Minh Phan, Jun-En Ding, Chun-Chieh Liao, Pengfei Hu, Xiaoxue Han, Chih-Ho Hsu, Dongsheng Luo, Wen-Chih Peng, Feng Liu 0011, Fang-Ming Hung, Chenwei Wu 0006
Venue: CoRR

📄 PDF

2024

Journal

Predicting the Next Diseases Using Graph Neural Networks on Administrative Medical Datasets.

Authors: Yun-Chien Tseng, Wei-Chen Liu, Wen-Chih Peng, Chih-Chieh Hung
Venue: J. Inf. Sci. Eng.

📄 PDF
Journal

al-BERT: a semi-supervised denoising technique for disease prediction.

Authors: Yun-Chien Tseng, Chuan-Wei Kuo, Wen-Chih Peng, Chih-Chieh Hung
Venue: BMC Medical Informatics Decis. Mak.

📄 PDF
Journal

Correlation-aware Graph Data Augmentation with Implicit and Explicit Neighbors.

Authors: Chuan-Wei Kuo, Bo-Yu Chen, Wen-Chih Peng, Chih-Chieh Hung, Hsin-Ning Su
Venue: ACM Trans. Knowl. Discov. Data

📄 PDF
Conference

Benchmarking Stroke Forecasting with Stroke-Level Badminton Dataset.

Authors: Wei-Yao Wang, Wei-Wei Du, Wen-Chih Peng, Tsi-Ui Ik
Venue: IJCAI

📄 PDF
Conference

Look Around! A Neighbor Relation Graph Learning Framework for Real Estate Appraisal.

Authors: Chih-Chia Li, Wei-Yao Wang, Wei-Wei Du, Wen-Chih Peng
Venue: PKDD

📄 PDF
Conference

Predicting 24-Hour Emergency Room Revisits: A Concept Bottleneck Approach.

Authors: Yun-Chien Tseng, Cong-Tinh Dao, Chuan-Wei Kuo, Fang-Ming Hung, Chih-Chieh Hung, Wen-Chih Peng
Venue: TAAI

📄 PDF
Other

BADGE: BADminton report Generation and Evaluation with LLM.

Authors: Shang-Hsuan Chiang, Lin-Wei Chao, Kuang-Da Wang, Chih-Chuan Wang, Wen-Chih Peng
Venue: CoRR

📄 PDF

2023

Journal

How Is the Stroke? Inferring Shot Influence in Badminton Matches via Long Short-term Dependencies.

Authors: Wei-Yao Wang, Teng-Fong Chan, Wen-Chih Peng, Hui-Kuo Yang, Chih-Chuan Wang, Yao-Chung Fan
Venue: ACM Trans. Intell. Syst. Technol.

📄 PDF
Journal

A Lightweight and Accurate Spatial-Temporal Transformer for Traffic Forecasting.

Authors: Guanyao Li, Shuhan Zhong, Xingdong Deng, Letian Xiang, S.-H. Gary Chan, Ruiyuan Li, Yang Liu 0278, Ming Zhang, Chih-Chieh Hung, Wen-Chih Peng
Venue: IEEE Trans. Knowl. Data Eng.

📄 PDF
Conference

ShuttleSet: A Human-Annotated Stroke-Level Singles Dataset for Badminton Tactical Analysis.

Authors: Wei-Yao Wang, Yung-Chang Huang, Tsi-Ui Ik, Wen-Chih Peng
Venue: KDD

📄 PDF
Other

ShuttleSet: A Human-Annotated Stroke-Level Singles Dataset for Badminton Tactical Analysis.

Authors: Wei-Yao Wang, Yung-Chang Huang, Tsi-Ui Ik, Wen-Chih Peng
Venue: CoRR

📄 PDF

2022

Journal

Template-Based Headline Generator for Multiple Documents.

Authors: Yun-Chien Tseng, Mu-Hua Yang, Yao-Chung Fan, Wen-Chih Peng, Chih-Chieh Hung
Venue: IEEE Access

📄 PDF
Conference

A Data-Driven Spatial-Temporal Graph Neural Network for Docked Bike Prediction.

Authors: Guanyao Li, Xiaofeng Wang, Gunarto Sindoro Njoo, Shuhan Zhong, S.-H. Gary Chan, Chih-Chieh Hung, Wen-Chih Peng
Venue: ICDE

📄 PDF
Conference

Exploring Graph Neural Network in Administrative Medical Dataset.

Authors: Wei-Chen Liu, Chih-Chieh Hung, Wen-Chih Peng
Venue: TAAI

📄 PDF
Other

A Lightweight and Accurate Spatial-Temporal Transformer for Traffic Forecasting.

Authors: Guanyao Li, Shuhan Zhong, Letian Xiang, S.-H. Gary Chan, Ruiyuan Li, Chih-Chieh Hung, Wen-Chih Peng
Venue: CoRR

📄 PDF
Other

Look Around! A Neighbor Relation Graph Learning Framework for Real Estate Appraisal.

Authors: Chih-Chia Li, Wei-Yao Wang, Wei-Wei Du, Wen-Chih Peng
Venue: CoRR

📄 PDF

2021

Conference

Spatial-Temporal Similarity for Trajectories with Location Noise and Sporadic Sampling.

Authors: Guanyao Li, Chih-Chieh Hung, Mengyun Liu, Linfei Pan, Wen-Chih Peng, S.-H. Gary Chan
Venue: ICDE

📄 PDF
Conference

Exploring the Long Short-Term Dependencies to Infer Shot Influence in Badminton Matches.

Authors: Wei-Yao Wang, Teng-Fong Chan, Hui-Kuo Yang, Chih-Chuan Wang, Yao-Chung Fan, Wen-Chih Peng
Venue: ICDM

📄 PDF
Other

Database Systems for Advanced Applications. DASFAA 2021 International Workshops - BDQM, GDMA, MLDLDSA, MobiSocial, and MUST, Taipei, Taiwan, April 11-14, 2021, Proceedings

Authors: Christian S. Jensen, Ee-Peng Lim, De-Nian Yang, Chia-Hui Chang, Jianliang Xu, Wen-Chih Peng, Jen-Wei Huang, Chih-Ya Shen
Venue: DASFAALecture Notes in Computer Science

📄 PDF
Other

Exploring the Long Short-Term Dependencies to Infer Shot Influence in Badminton Matches.

Authors: Wei-Yao Wang, Teng-Fong Chan, Hui-Kuo Yang, Chih-Chuan Wang, Yao-Chung Fan, Wen-Chih Peng
Venue: CoRR

📄 PDF

2020

Conference

Product Quality Prediction with Convolutional Encoder-Decoder Architecture and Transfer Learning.

Authors: Hao-Yi Chih, Yao-Chung Fan, Wen-Chih Peng, Hai-Yuan Kuo
Venue: CIKM

📄 PDF

2019

Conference

CoachAI: A Project for Microscopic Badminton Match Data Collection and Tactical Analysis.

Authors: Tzu-Han Hsu, Chih-Chuan Wang, Yuan-Hsiang Lin, Ching-Hsuan Chen, Nyan Ping Ju, Tsì-Uí Ik, Wen-Chih Peng, Yu-Shuen Wang, Yu-Chee Tseng, Jiun-Long Huang, Yu-Tai Ching
Venue: APNOMS

📄 PDF
Conference

TrackNet: A Deep Learning Network for Tracking High-speed and Tiny Objects in Sports Applications.

Authors: Yu-Chuan Huang, I-No Liao, Ching-Hsuan Chen, Tsì-Uí Ik, Wen-Chih Peng
Venue: AVSS

📄 PDF
Conference

PTGF: Public Transport General Framework for Identifying Transport Modes Based on Cellular Data.

Authors: Xiaochuan Gou, Chih-Chieh Hung, Guanyao Li, Wen-Chih Peng
Venue: MDM

📄 PDF
Other

CoachAI: A Project for Microscopic Badminton Match Data Collection and Tactical Analysis.

Authors: Tzu-Han Hsu, Ching-Hsuan Chen, Nyan Ping Ju, Tsi-Ui Ik, Wen-Chih Peng, Chih-Chuan Wang, Yu-Shuen Wang, Yuan-Hsiang Lin, Yu-Chee Tseng, Jiun-Long Huang, Yu-Tai Ching
Venue: CoRR

📄 PDF
Other

TrackNet: A Deep Learning Network for Tracking High-speed and Tiny Objects in Sports Applications.

Authors: Yu-Chuan Huang, I-No Liao, Ching-Hsuan Chen, Tsi-Ui Ik, Wen-Chih Peng
Venue: CoRR

📄 PDF

2018

Conference

Stitching Aerial Images for Vehicle Positioning and Tracking.

Authors: Paul Tsao, Tsi-Ui Ik, Guan-Wen Chen, Wen-Chih Peng
Venue: ICDM Workshops

📄 PDF
Conference

Customer Purchase Behavior Prediction from Payment Datasets.

Authors: Yu Ting Wen, Pei-Wen Yeh, Tzu-Hao Tsai, Wen-Chih Peng, Hong-Han Shuai
Venue: WSDM

📄 PDF

2017

Conference

SEM: A Softmax-based Ensemble Model for CTR estimation in Real-Time Bidding advertising.

Authors: Wen-Yuan Zhu, Chun-Hao Wang, Wen-Yueh Shih, Wen-Chih Peng, Jiun-Long Huang
Venue: BigComp

📄 PDF
Conference

A gamma-based regression for winning price estimation in real-time bidding advertising.

Authors: Wen-Yuan Zhu, Wen-Yueh Shih, Ying-Hsuan Lee, Wen-Chih Peng, Jiun-Long Huang
Venue: IEEE BigData

📄 PDF
Conference

Public Transportation Mode Detection from Cellular Data.

Authors: Guanyao Li, Chun-Jie Chen, Sheng-Yun Huang, Ai-Jou Chou, Xiaochuan Gou, Wen-Chih Peng, Chih-Wei Yi
Venue: CIKM

📄 PDF
Conference

A study on multiple wearable sensors for activity recognition.

Authors: Yu-Chuan Huang, Chih-Wei Yi, Wen-Chih Peng, Hsing-Chen Lin, Ching-Yu Huang
Venue: DSC

📄 PDF

2016

Journal

Exploiting Viral Marketing for Location Promotion in Location-Based Social Networks.

Authors: Wen-Yuan Zhu, Wen-Chih Peng, Ling-Jyh Chen, Kai Zheng 0001, Xiaofang Zhou 0001
Venue: ACM Trans. Knowl. Discov. Data

📄 PDF
Conference

A Bayesian-Based Approach for Activity and Mobility Inference in Location-Based Social Networks.

Authors: Wen-Yuan Zhu, Yu-Wen Wang, Chin-Jie Chen, Wen-Chih Peng, Po-Ruey Lei
Venue: MDM

📄 PDF

2015

Journal

Clustering and aggregating clues of trajectories for mining trajectory patterns and routes.

Authors: Chih-Chieh Hung, Wen-Chih Peng, Wang-Chien Lee
Venue: VLDB J.

📄 PDF
Conference

Modeling User Mobility for Location Promotion in Location-based Social Networks.

Authors: Wen-Yuan Zhu, Wen-Chih Peng, Ling-Jyh Chen, Kai Zheng 0001, Xiaofang Zhou 0001
Venue: KDD

📄 PDF

2014

Journal

Exploring Sequential Probability Tree for Movement-Based Community Discovery.

Authors: Wen-Yuan Zhu, Wen-Chih Peng, Chih-Chieh Hung, Po-Ruey Lei, Ling-Jyh Chen
Venue: IEEE Trans. Knowl. Data Eng.

📄 PDF
Journal

CIM: Community-Based Influence Maximization in Social Networks.

Authors: Yi-Cheng Chen, Wen-Yuan Zhu, Wen-Chih Peng, Wang-Chien Lee, Suh-Yin Lee
Venue: ACM Trans. Intell. Syst. Technol.

📄 PDF
Conference

On selecting feature-value pairs on smart phones for activity inferences.

Authors: Gunarto Sindoro Njoo, Yu-Hsiang Peng, Kuo-Wei Hsu, Wen-Chih Peng
Venue: DSAA

📄 PDF
Conference

Exploiting mobility for location promotion in location-based social networks.

Authors: Wen-Yuan Zhu, Wen-Chih Peng, Ling-Jyh Chen
Venue: DSAA

📄 PDF
Conference

Associative Classification for Human Activity Inference on Smart Phones.

Authors: Yu-Hsiang Peng, Gunarto Sindoro Njoo, Shou-Chung Li, Wen-Chih Peng
Venue: PAKDD Workshops

📄 PDF

2013

Conference

Distant-Time Location Prediction in Low-Sampling-Rate Trajectories.

Authors: Meng-Fen Chiang, Wen-Yuan Zhu, Wen-Chih Peng, Philip S. Yu
Venue: MDM

📄 PDF

2012

Journal

Energy-Aware Set-Covering Approaches for Approximate Data Collection in Wireless Sensor Networks.

Authors: Chih-Chieh Hung, Wen-Chih Peng, Wang-Chien Lee
Venue: IEEE Trans. Knowl. Data Eng.

📄 PDF
Conference

On Discovery of Traveling Companions from Streaming Trajectories.

Authors: Lu-An Tang, Yu Zheng 0004, Jing Yuan 0007, Jiawei Han 0001, Alice Leung, Chih-Chieh Hung, Wen-Chih Peng
Venue: ICDE

📄 PDF

2011

Journal

A regression-based approach for mining user movement patterns from random sample data.

Authors: Chih-Chieh Hung, Wen-Chih Peng
Venue: Data Knowl. Eng.

📄 PDF
Journal

Optimizing in-network aggregate queries in wireless sensor networks for energy saving.

Authors: Chih-Chieh Hung, Wen-Chih Peng
Venue: Data Knowl. Eng.

📄 PDF

2010

Conference

Tru-Alarm: Trustworthiness Analysis of Sensor Networks in Cyber-Physical Systems.

Authors: Lu-An Tang, Xiao Yu 0007, Sangkyum Kim, Jiawei Han 0001, Chih-Chieh Hung, Wen-Chih Peng
Venue: ICDM

📄 PDF
Conference

Model-Driven Traffic Data Acquisition in Vehicular Sensor Networks.

Authors: Chih-Chieh Hung, Wen-Chih Peng
Venue: ICPP

📄 PDF

2009

Conference

Mining trajectory profiles for discovering user communities.

Authors: Chih-Chieh Hung, Chih-Wen Chang, Wen-Chih Peng
Venue: GIS-LBSN

📄 PDF
Conference

Clustering object moving patterns for prediction-based object tracking sensor networks.

Authors: Chih-Chieh Hung, Wen-Chih Peng
Venue: CIKM

📄 PDF

2008

Journal

Message-efficient in-network location management in a multisink wireless sensor network.

Authors: Chih-Yu Lin, Yu-Chee Tseng, Wen-Chih Peng, Ten-Hwang Lai, Hua-Wei Fang
Venue: Int. J. Sens. Networks

📄 PDF

2007

Journal

Information processing and data management in wireless sensor networks.

Authors: Yu-Chee Tseng, Wen-Chih Peng, Victor C. M. Leung, Wen-Tsuen Chen, Maria Cristina Pinotti
Venue: Signal Process.

📄 PDF
Conference

Using sensorranks for in-network detection of faulty readings in wireless sensor networks.

Authors: Xiang-Yan Xiao, Wen-Chih Peng, Chih-Chieh Hung, Wang-Chien Lee
Venue: MobiDE

📄 PDF

2006

Journal

Efficient In-Network Moving Object Tracking in Wireless Sensor Networks.

Authors: Chih-Yu Lin, Wen-Chih Peng, Yu-Chee Tseng
Venue: IEEE Trans. Mob. Comput.

📄 PDF
Conference

A Storage Management for Mining Object Moving Patterns in Object Tracking Sensor Networks.

Authors: Chih-Chieh Hung, Wen-Chih Peng
Venue: IAT Workshops

📄 PDF