劉敦仁

Short-Video Multimodal Sequential Recommendation under Missing-Modality Scenarios

資訊管理研究所・共同指導：黃揚

短影片推薦、多模態推薦、序列推薦、模態缺失、動態多模態融合、short-video recommendation、multimodal recommendation、sequential recommendation、missing modality、dynamic multimodal fusion

GRACE: Graph-RAG Assisted Clinical Encoding for Zero-Training ICD-10-CM Coding

資訊管理研究所・共同指導：吳怡瑾

ICD-10-CM 編碼、知識圖譜、檢索增強生成、大型語言模型、UMLS/SNOMED CT、MIMIC-IV、ICD-10-CM、knowledge graph、RAG、LLM、MIMIC- IV

A Hierarchical Harness-Based LLM Predictive Agent for Bitcoin Trading

管理學院專班-資訊管理學程

大型語言模型、聰明錢概念、量化交易、上下文壓縮、市場環境偵測、比特幣期貨、Large Language Model、Smart Money Concepts、Quantitative Trading、Context Compression、Regime Detection、Bitcoin Futures

Product Recommendation via Rationale-Aware Gating over Sparse Review-Aspect Knowledge Graphs

資訊管理研究所

知識圖譜推薦、可退化機制、融合閘、稀疏知識圖譜、協同過濾、knowledge-graph-aware recommendation、graceful degradation、fusion gate、sparse knowledge graph、collaborative filtering

Production Line Yield Prediction based on Machine Learning and Process Features

管理學院專班-資訊管理學程

良率預測、機器學習、製程特徵工程、製程路徑特徵、不平衡資料、梯度提升模型、yield prediction、machine learning、process feature engineering、process routing features、imbalanced data、gradient boosting

Predicting Electronic Component Procurement Price Trends Using Raw Material Price Fluctuations

管理學院專班-資訊管理學程

機器學習、採購價格預測、供應鏈風險管理、資料不平衡、特徵⼯程、Machine Learning、Procurement Price Forecasting、Supply Chain Risk Management、Imbalanced Data、Feature Engineering

Using Factor Analysis and Ensemble Machine Learning for Intelligent Health Risk Prediction and Early Warning

管理學院專班-資訊管理學程

穿戴式裝置、因子分析、集成學習、SHAP、動態預警、反事實模擬、wearable devices、factor analysis、ensemble learning、dynamic early warning、counterfactual simulation

A Domain–Specific GraphRAG Approach for IT Job–Resume Matching: Knowledge Graph Construction and Skill-based Multi-Hop Reasoning

資訊管理研究所・共同指導：林斯寅

GraphRAG、知識圖譜、職缺－履歷匹配、多步驟推理、Reference-free評估、Knowledge Graph、Job–Resume Matching、Multi-hop Reasoning、Reference-free Evaluation

A Machine Learning-Based Lightweight Intrusion Detection Model for Edge Environments: Feature Dimensionality Reduction Under Class-Imbalanced Encrypted Traffic

管理學院專班-資訊管理學程

入侵偵測系統、邊緣運算、特徵降維、隨機森林、資料不平衡、加密流量分析、Intrusion Detection System (IDS)、Edge Computing、Dimensionality Reduction、Random Forest、Imbalanced Data、Encrypted Traffic Analysis

Machine Learning-Based Wafer Process Remaining-Time Prediction for Real-Time Dispatching of Autonomous Mobile Robots

管理學院專班-資訊管理學程

剩餘時間預測、共形預測、分量迴歸、RTD、AMR、XGBoost、remaining-time prediction、conformal prediction、quantile regression

Cold-Start Cross-Domain Recommendation via Structured Aspect-based Sentiment and Heterogeneous Knowledge Graphs

資訊管理研究所

跨領域推薦、冷啟動問題、異質知識圖、面向式情感分析、語意建模、Cross-Domain Recommendation、Cold-Start Problem、Aspect-Based Sentiment Analysis、Heterogeneous Knowledge Graph、Semantic Modeling

LLM-Enhanced Multimodal Product Recommendation with Review Aspect-Specific Knowledge Graphs

資訊管理研究所

多模態商品推薦系統、大型語言模型、評論面向分析、知識圖譜、對比學習、Multi-modal Product Recommendation、Large Language Model、Review Aspect Analysis、Knowledge Graph、Contrastive Learning

Game Recommendation Based on Semantic Hypergraph Neural Networks

資訊管理研究所

超圖神經網路、推薦系統、評論分析、語意建模、Hypergraph Neural Networks、Recommendation Systems、Review Analysis、Semantic Modeling

Application and Practice of Data-Driven Chart Visualization

管理學院專班-資訊管理學程

資料視覺化、知識圖譜、嵌入學習、視覺化推論、Visualization、Knowledge Graph、Embedding Learning、Visualization Inference、ECharts

Painting Price Prediction Model based on Multimodal Data

管理學院專班-資訊管理學程

多模態學習、深度學習、藝術品價格預測、圖像分類、繪畫流派、結構化資料、拍賣價格、特徵融合、Multimodal learning、deep learning、artwork price prediction、image classification、painting style、structured data、auction price、feature fusion

Automatic Playlist Continuation via Comment-based Generative Semantic Tags and Hypergraph Attention Networks

資訊管理研究所

推薦系統、自動播放清單延續、跨平台資料、語意特徵生成、超圖注意力網路、Recommendation System、Automatic Playlist Continuation、Cross-Platform Data、Semantic Feature Generation、Hypergraph Attention Network

Cross-Market Product Recommendation via Multi-Perspective Knowledge Graph Convolution and Contrastive Learning

資訊管理研究所

跨市場推薦系統、大型語言模型、知識圖譜、圖卷積網絡、對比學習、Cross-market Recommendation、Large Language Model、Knowledge Graph、Graph Convolution Network、Contrastive Learning

An End-to-End Real-Time Malicious Network Traffic Detection and Defense System based on Deep Learning

管理學院專班-資訊管理學程

CNN-LSTM、去識別化、惡意流量、網路安全、即時偵測、端到端系統、Anonymization、Malicious Traffic、Cybersecurity、Real-Time Detection、End-to-End System

A Deep Learning Water Level Prediction Model based on Clustering Analysis

資訊管理研究所・共同指導：羅濟群

水位預測、聚類、深度學習、Cluster-GRU-based、三峽大壩、water level prediction、clustering、deep learning、Three Gorges Dam.

An Attention-based Hybrid Filtering Network for News Recommendation

資訊管理研究所

推薦系統、混合式過濾、隱含因子模型、卷積網路、變換器、圖卷積網路、Recommendation Systems、Hybrid Filtering、Latent Factor Model、Convolutional Neural Network、Transformers、Graph Convolutional Network

Applying TransLSTM for Match Outcome Prediction and Betting Strategy Analysis

資訊管理研究所

比賽結果預測、賠率效率、體育博弈、深度學習、英超聯賽、長短期記憶網絡、Transformer神經網絡、注意力機制、Match Outcome Prediction、Odds Efficiency、Sports Betting、Deep Learning、English Premier League、LSTM、Transformer Neural Networks、Attention Mechanism

Popularity Prediction of Social Media Posts based on Group Mechanism and Co-Attention

資訊管理研究所

社群媒體預測、多型態特徵萃取、卷積神經網路、共注意力機制、Social media prediction、Multimodal feature extraction、Convolution neural network、Co-attention mechanism

Personalized Hashtag Recommendation based on Graph Neural Network and User Historical Habits

資訊管理研究所

個 人化標籤推薦、圖神經網路、協同注意力機制、使用者歷史習慣、多型態特徵萃取、Personalized hashtag recommendation、Graph neural networks、Co-attention mechanism、User historical habit、Multimodal feature extraction

Multi-Stage CNN-Enhanced Transformer for ESG Rating Prediction

資訊管理研究所・共同指導：林淑瑛

ESG評級預測、ESG投資、多頭自注意力機制、卷積神經網路、Transformer、ESG rating prediction、ESG investment、Multi-head self-attention mechanism、Convolutional neural network

Game Recommendation through Generative AI-Augmented Multimodal Graph-based Recommender with Parallel-stage Contrastive Learning

資訊管理研究所

推薦系統、對比學習、多模態推薦、冷啟動推薦、圖卷積網絡、Recommender System、Contrastive Learning、Multimedia Recommendation、Cold-start Recommendation、Graph Convolution Network

Graph Convolution Network Combined with Meta-Learning for Game Recommendation

資訊管理研究所

喜好預測、推薦系統、圖卷積網路、元學習、注意力機制、Preference Prediction、Recommendation System、Graph Convolution Network、Meta-Learning、Attention Mechanism

Detecting Semiconductor Equipment Anomalies for Preventive Maintenance

管理學院專班-資訊管理學程

統計製程管制、預防性維護、類別不平衡、資料擴增、特徵工程、Statistical Process Control、Predictive Maintenance、Class Imbalance、Data Augmentation、Feature Engineering

Personalized Recommendation of Knowledge Management System – A Case Study of V Company

管理學院專班-資訊管理學程

知識管理、推薦系統、圖神經網路、個人化推薦、TF-IDF、GraphSAGE、Knowledge Management、Recommendation System、Graph Neural Network、Personalized Recommendation

TAIEX Options Strategy based on Neural Networks

管理學院專班-資訊管理學程

LSTM、CNN-LSTM、Transformer Encoder、臺指選擇權、選擇權策略、TAIEX options、options strategies

Analysis and Rating Prediction for E-commerce Smartphones

理學院碩士在職專班-應用科技組

機器學習、迴歸模型、決策樹模型、監督式學習演算法、集成學習演算 法、Machine Learning、Regression Models、Decision Tree Models、Supervised Learning、Ensemble Learning

Research on the Development Strategy of Company : Case Study of Y Technology Company

高階主管管理碩士學程・共同指導：楊千

水中聲學、水下噪音、外披覆水聲彈性體、減噪效益、保護海洋生態、Underwater acoustics、Underwater noise、Hydroacoustic elastomer coating、Noise reduction、Protect marine ecology

Peak Power Load Forecasting and Regional Analysis of Power Demand Differences under Covid-19 Pandemic

資訊管理研究所・共同指導：羅濟群

時間序列分析、Self-Attention機制、Transformer機制、平滑法、週移動平均線、月移動平均線、指數平滑法、Covid-19、台灣疫情影響、ARIMA模式、相關性指數分析、Time series analysis、Self-attention mechanism、Transformer mechanism、Weekly moving average、Smoothing Method、Monthly moving average、Exponential Smoothing Model、Electricity consumption、Taiwan pandemic impact、ARIMA Model、Correlation coefficient analysis

Personalized Fund Recommendation System Based on Knowledge Graph Embedding

管理學院專班-資訊管理學程・共同指導：黃思皓

推薦系統、知識圖譜、基金申購、Recommendation systems、knowledge graph、fund subscriptions

Recommendation System Approaches based on Deep Attentive Neural Networks

資訊管理研究所・共同指導：李昕潔

推薦系統、人才推薦、遊戲推薦、注意力機制、協同學習、Recommendation system、Talent recommendation、Game recommendation、Attention mechanism、Collaborative learning

If a Service Contract Better than a Pay-as-you-go Service? Using SEMI-Equipment, H Company as An Example

高階主管管理碩士學程・共同指導：楊千

半導體、年度服務合同、單次付費服務、Semiconductor、Service Contract、Pay-as-you-go Service

A Digital Order Processing in Business Process Reengineering: A Case Study of E Technology Company

高階主管管理碩士學程・共同指導：楊千

企業流程再造、訂單處理流程、數位化、ESG、Business Process Reengineering、Order Processing Workflow、Digitalization

Exploring Customer Management and Operational Strategies in the Post-Pandemic Era: A Case Study of Company A in the Semiconductor Equipment Industry

高階主管管理碩士學程・共同指導：楊千

80/20 法則、內部協作、半導體產業、客戶管理、企業運營效率、80/20 rule、semiconductor industry、delivery elasticity、strategic account management、competency

A Personalized Article Recommendation Platform based on News Content and User Preferences

管理學院資訊管理學程

推薦系統、協同過濾、矩陣分解、Latent Dirichlet Allocation (LDA)、Doc2Vec、Recommender System、Collaborative Filtering、Matrix Factorization

Identify Indoor Furniture by Deep Learning

管理學院資訊管理學程

影像偵測、深度學習、YOLO、SSD、Faster RCNN、人工智能、卷積神經網絡、Object detection、Deep Learning、AI、Convolutional Neural Network

Customer Rating Prediction based on Sentiment Analysis and Review Mining

管理學院資訊管理學程

情感分析、顧客評論、評分預測、推薦系統、深度學習、sentiment analysis、customer reviews、rating prediction、recommendation systems、deep learning

Applying Deep Learning Techniques to Detect Breast Cancer based on X-ray Image

管理學院資訊管理學程

乳腺癌、深度學習、YOLOR、VGG19、DenseNet121、EfficientNet-B7、Breast Cancer、Deep Learning

A Study of Feature Selection and Classifier Performance for Classical Music Data

管理學院資訊管理學程

資料探勘、邏輯回歸、隨機森林、LightGBM、堆疊集成分類器、古典音樂分類模型、Data mining、Logistic regression、Random forest、Stacking ensemble classifier、Classical music classification model

Utilizing Machine Learning for Failure Pattern Classification in Wafer-level Packaging Wafers

管理學院資訊管理學程

卷積神經網絡、晶圓地圖、錯誤樣式、Convolutional Neural Network、Wafer Map Classification、Wafer Failure Pattern Defect

ESG Rating Prediction based on CNN-LSTM Enhanced with Staged Self-Attention and Generative Adversarial Networks

資訊管理研究所

ESG評級、ESG投資、機器學習、深度學習、自注意力機制、卷積神經網絡、長短期記憶網絡、生成對抗網絡、ESG rating、ESG investment、Machine learning、Deep Learning、Self-Attention Mechanism、CNN、LSTM、Generative Adversarial Network

Game Recommendation based on Staged Collaborative Learning of Hierarchical Review Interactive Attention Network

資訊管理研究所

推薦系統、喜好預測、注意力機制、階層式注意力網路、矩陣分解、協同學習、Recommendation System、Preference Prediction、Attention、Hierarchical Attention Network、Matrix Factorization、Collaborative Learning

Game Recommendation based on Reviews and Neighbor Interaction with Generative Adversarial Networks

資訊管理研究所

遊戲推薦系統、共注意力機制、機器學習、深度學習、生成對抗網路、Game Recommendation Systems、Co-Attention Networks、Machine Learning、Deep learning、Generative Adversarial Networks

Music Auto-Tagging based on Multimodal Features and Group Enhanced Generative Adversarial Networks

資訊管理研究所

音樂自動標籤、多型態特徵萃取、協同注意力機制、生成對抗網路、Music Auto-Tagging、Multimodal Feature Extraction、Collaborative Attention Mechanism、Generative Adversarial Network

Hybrid Model Learning based on Multimodal Data and Graph Model for Music Auto-Tagging

資訊管理研究所

音樂標籤預測、多型態特徵萃取、音樂信息處理、圖神經網路、Music auto-tagging、graph neural networks、music information retrieval

The Strategy and Key Success Factors of IC Package Outsourcing for Taiwanese IC Design House – A Case of M Company

管理學院高階主管管理碩士學程・共同指導：楊千

IC設計、IC封裝、關鍵成功因素、競爭策略、IC design、IC packaging、critical success factors、competitive strategy

A Study on Business Model of Mask Exposure Machines – Using EB Writer as an Example

管理學院高階主管管理碩士學程・共同指導：楊千

電子束曝光機、光罩、EB writer、multi-beam、single beam

Crowdfunding Prediction based on Generative Adversarial Networks

資訊管理研究所

金融科技、群眾募資、機器學習、深度學習、隱含主題、卷積神經網路、生成對抗網路、Fintech、Crowdfunding、Machine learning、Deep Learning、Latent Topic、Convolutional Neural Network、Generative Adversarial Network

Tag Recommendation based on GAN with Tag-Enhanced Topic Documents and Topic-Enhanced Search Keywords

資訊管理研究所

文章標籤推薦、BERT嵌入、隱含主題模型、卷積神經網路、協同注意力機制、熱門搜尋字、生成對抗網路、Tag Recommendation、Bert embedding、Latent Dirichlet Allocation、Convolution Neural Network、Co-Attention Mechanism、Popular Search keywords、Generative Adversarial Network

Neighbor Interaction based Generative Adversarial Networks for Recommendation Considering Ratings and Reviews

資訊管理研究所

推薦系統、協同注意力機制、機器學習、深度學習、生成對抗網路、Recommendation Systems、Collaborative Attention Networks、Machine Learning、Deep learning、Generative Adversarial Networks

Deep Neural Recommendation based on Review Mining and Hierarchical Interaction Attention Networks

資訊管理研究所

推薦系統、評分預測、矩陣分解、注意力機制、深度學習、階層式互動注意神經網路、Recommendation System、Rating Prediction、Matrix Factorization、Attention Mechanism、Deep Learning、Hierarchical Interaction Attention Networks

Personalized Hashtag Recommendation based on Hierarchical Users and Group Posts Co-Attention with Generative Adversarial Networks

資訊管理研究所

個人化標籤推薦、使用者標記習慣、多型態特徵萃取、協同注意力機制、生成對抗網路、Personalized Hashtag Recommendation、User Tagging Habit、Multimodal Feature Extraction、Co-Attention Mechanism、Generative Adversarial Network

Generative Adversarial Networks for Data Augmentation in Wafer Defect Classification

管理學院資訊管理學程

生成對抗網路、資料擴增、卷積神經網絡、瑕疵分類、晶圓瑕疵、Generative Adversarial Network、Data Augmentation、Convolutional Neural Network、Defect Classification、Wafer Defect

Netcom Industry News Recommendation based on Data Mining Technology－A Case Study of N Company

管理學院資訊管理學程

產業新聞推薦、機器學習、文本分類、自然語言處理、industry news recommendation、machine learning、text classification、natural language processing

Strengthen the Training Factor of AI Stock Selection Strategy with 13 Filling

管理學院資訊管理學程

AI 人工智慧、機器學習、美股投資、SEC From 13F、個股預測、AI、Machine Learning、US Stock、SEC Form 13F、Stock Prediction

Chatbot Application in Call Center – A Case Study of T Company

管理學院資訊管理學程

聊天機器人、語音機器人、客服中心、自然語言理解、AI訓練師、Chat bot、Voice Bot、Call Center、Natural Language Understanding、AI Trainer

Strategic Procurement Allocation System Introduction and Machine Learning Application - A Case Study of X Company

管理學院資訊管理學程

系統導入、採購策略、採購分配、機器學習、效益分析、System introduction、Procurement strategy、Procurement allocation、Machine learning、Benefit analysis

Energy-saving and carbon-reducing benefits and development trend of green electricity to reduce carbon emissions - A case study of company A

管理學院高階主管管理碩士學程・共同指導：楊千

綠電、碳排放、淨零碳排、節能減碳效益、再生能源憑證、Green electricity Energy、Carbon emission、Net zero carbon emissions、Energy saving and carbon reduction benefits、Renewable Energy Certificate

A Correlation Analysis of Corporate Governance Evaluation Results and Company Operational Performance and Value：Case Study of Listed Companies in Taiwan

管理學院高階主管管理碩士學程・共同指導：楊千

公司治理評鑑、公司經營績效、公司價值、杜邦方程式、Corporate governance evaluation、Corporate performance、Corporate value、The Du Pont identity

Long-term Care Service Business Model Overview and Long-term Care Service Contractualization Discussion

管理學院高階主管管理碩士學程・共同指導：楊千

高齡社會、日照服務、長照機構、服務選擇權、長照契約、aging society、day care service、long-term care institution、service option、long-term care contract

A Plan to Comply ESG: Case Study of G Company

管理學院高階主管管理碩士學程・共同指導：楊千

ESG、中小企業、永續經營、投資人、永續發展、Medium-sized Enterprises、ustainable operation、Investors、Sustainable development

Corporate Credit Rating Prediction based on Self Attention Recurrent Conditional Generative Adversarial Networks

資訊管理研究所

公司信用評等、自我注意力機制、長短期記憶神經網路、信用系統風險、抽樣策略、生成對抗網路、Corporate Credit Rating、Self Attention Mechanism、LSTM、Credit Systematic Risk、Sampling strategy、Generative Adversarial Network

Building Credit Card Approval Prediction Models Using Machine Learning Techniques

管理學院資訊管理學程

資料平衡、羅吉斯迴歸、決策樹、隨機森林、支援向量機、人工類神經網路、Class Balance、Borderline-SMOTE、SVM-SMOTE、ADASYN、Random Under Sampler、Logistic Regression、Decision Tree、Random Forest、SVM、ANN、Adaboost

Applying Data Mining Techniques to Customer Churn Prediction

管理學院資訊管理學程

資料探勘、客戶流失、邏輯斯迴歸、隨機森林、支援向量機、XGBoost、數據不平衡、Data mining、Customer churn、Logistic Regression、Random Forest、Support Vector Machine、Data imbalance

Applying Machine Learning to Clinical Cases for Stroke Prediction

管理學院資訊管理學程

中風、羅吉斯迴歸、隨機森林、決策樹、類神經網路、Stroke、Logistic Regression、Random Forest、Decision Tree、Neural Network

Hybrid Resume Recommendation based on XGBoost and Content-Based Filtering Model

資訊管理研究所・共同指導：李昕潔

履歷推薦、混合式推薦系統、XGBoost、內容式過濾方法、基於使用者的協同過濾、Top N推薦、Resume Recommendation、Hybrid Recommendation System、Content-Based Filtering、User-based collaborative filtering、Top-N recommendation

Research on the Motivation of Organizational Members Violate Information Security Specifications- As an example of Mobile Device Management

管理學院資訊管理學程・共同指導：羅濟群

自攜行動裝置、行動裝置管理系統、計畫行為理論、行為態度、主觀規範、知覺行為控制、BYOD、MDM、Plan Behavior Theory、Behavioral Attitude、Subjective Norm、Perceived Behavior Control

Target Customer Analysis for Cross­-Category Product Groups based on Review Mining and Decision Tree Model

資訊管理研究所

行銷、跨領域、隱含主題萃取、評論探勘、決策樹、marketing、cross domain、Feature Extraction、Review Mining、Decision Tree

Deep Learning Models for Tag Recommendation based on Latent Topics and Popular Search Terms

資訊管理研究所

文章標籤推薦、協同注意力機制、隱含主題模型、卷積神經網路、熱門搜尋字、深度學習網路、Tag Recommendation、Co-Attention Mechanism、Latent Dirichlet Allocation、Convolutional Neural Network、Popular Search Terms、Deep-Learning Neural Network

Generative Adversarial Networks for Tag Recommendation based on Multimodal and Group Article Features

資訊管理研究所

推薦系統、標籤推薦、多型態特徵萃取、卷積神經網路、協同注意力機制、生成對抗網路、Recommendation Systems、Tag Recommendation、Multimodal Feature Extraction、Convolutional Neural Network、Co-Attention Mechanism、Generative Adversarial Network

Environment Detection Mechanisms for Aircraft Simulation Game through Reinforcement Learning

資訊管理研究所

強化式學習、近似行為策略優化、Q-learning、策略網絡、深度Q網路、Reinforcement Learning、Proximal Policy Optimization、Policy Network、Deep Q Network

Hybrid Generative Adversarial Networks for Recommendation based on Ratings and Aspect Review Mining

資訊管理研究所

推薦系統、卷積網路、注意網路、隱含主題模式分析、機器學習、深度學習、生成對抗網路、Recommendation Systems、Matrix Factorization、Latent Dirichlet Allocation、Convolutional Neural Networks、Attention Networks、Machine Learning、Deep learning、Generative Adversarial Networks

Classification of the Defects on Wafer Level Package Using Convolutional Neural Network

管理學院資訊管理學程

深度學習、卷積神經網路、資料擴增、銅柱凸塊、瑕疵分類、deep learning、convolutional neural network、data augmentation、copper pillar bumps、defect classification

From global foresight to predict new innovation models’ development

管理學院資訊管理學程

前瞻研究、文字探勘、主題模型、社會網絡分析、Future research、text mining、topic model、social network analysis

Applying Deep Learning Techniques to Detect COVID-19 based on X-ray

理學院應用科技學程

醫學影像處理、遷移式學習、資料擴增、肺炎、新冠肺炎、medical image processing、transfer learning、data augmentation、pneumonia、COVID-19

The Impact of Mobile Phone Camera Functions on the Digital Camera Industry a Case of N company

管理學院高階主管管理碩士學程・共同指導：楊千

數位相機、智慧型手機、資源基礎理論、Digital Camera、smart phone、resource-based theoretical point

A Study on the Willingness of Social Youth in Choosing Military Position

管理學院高階主管管理碩士學程・共同指導：楊千

社會青年、募兵制、數據分析、從軍意願、Social youth、recruitment system、data analysis、willingness to join the army

Evaluation of Operation Performance of Route-permitted Transportation Company

管理學院高階主管管理碩士學程・共同指導：楊千

汽車路線貨運、經營績效、資料包絡分析法、麥氏生產力指數分析、Route-permitted Transportation Company、Business Performance、Data Envelopment Analysis、Malmquist Productivity Index Analysis

Appraisal of Financial Masters’ Investment Strategies and Their Market Applicability

管理學院高階主管管理碩士學程・共同指導：陳安斌

價值型投資、成長型投資、動能投資、選股策略、投資組合績效、Value investment、Growth investment、Momentum investment、Stock Selection Model、Portfolio performance

A Solution to Integrate the Sales Systems of Two Similar Companies

管理學院資訊管理學程・共同指導：羅濟群

企業整合、銷售資料整合、關聯性、演算法、關聯性演算法、WEKA、Business Combination、Sales Data、Algorithm、Apriori Algorithm、M&A

Building Issue Priority Assessment Models for Product Development based on Machine Learning Methods

管理學院資訊管理學程

優先度評估、機器學習、Priority assessment

Applying Machine Learning to Medical Images for Predicting Skin Melanoma

管理學院資訊管理學程

影像處理、遷移式學習、黑色素瘤、Image processing、transfer learning、melanoma

Applying Machine Learning Techniques to Forecast Stock Market Trends

管理學院資訊管理學程

股價漲跌預測、隨機森林、邏輯式迴歸、stock trends forecast、Random Forests、Logistic Regression、XGBoost

News Recommendation based on Collaborative Topic Models and Attention Neural Networks

資訊管理研究所

新聞推薦、推薦系統、協同主題模型、注意力機制神經網路、資料探勘、News Recommendation、Recommender System、Collaborative Topic Model、Attention Neural Network、Data Mining

Using Data Mining Techniques to Predict Employee Performance

管理學院資訊管理學程

績效、決策樹、羅吉斯迴歸、隨機森林、支持向量機、梯度提升決策樹、Performance、Borderline-SMOTE、SVM-SMOTE、Random Under Sampler、ADASYN、Decision Tree、Logistic Regression、Random Forest、SVM、GBDT

Combining Body Attributes and Shopping Preferences for Product Fit Recommendation

管理學院資訊管理學程

合適度推薦、協同過濾、身材屬性相似度、電子商務、Suitability recommendation、collaborative filtering、e-commerce

Applying Data Mining to Supplier Delivery Management

管理學院資訊管理學程

交期管理、關聯規則、資料探勘、Supplier Delivery Management、Association Rule、Data mining

Applications of AIoT Techniques for Sterilization Monitoring Systems at Dental Clinic­A Case Study of Y Dental Clinic

管理學院高階主管管理碩士學程・共同指導：黃思皓

感染管制、高壓蒸氣滅菌、滅菌循環監控、影像辨識、物聯網、Infection control、Steam sterilization、Monitoring of the sterilization cycle、Im­age Recognition Technology、IoT/Internet of Things

A Case Study of Organizational Change in Corporate Mergers and Acquisitions

管理學院高階主管管理碩士學程・共同指導：楊千

組織變革、變革管理、變革的阻力、策略管理、Organizational Change、Change Management、Change Resistance、Strategic Management

Market Competition and Development Strategy of Semiconductor Testing Rubber Socket ­The Case Study of MEMS Rubber Socket

管理學院高階主管管理碩士學程・共同指導：黃思皓

導電膠測試座、彈簧針測試座、半導體產業、競爭策略、MEMS Rubber Socket、Pogo Socket、Semiconductor Industry、Competitive Strategy

The Effectiveness of Senior Executive Leadership: The Perspectives of Positive Psychology

管理學院高階主管管理碩士學程・共同指導：楊千

組織、高階主管、領導模式、領導行為、正向心理領導、Organization、Senior Executive、Leadership Pattern、Leadership Behavior、Positive Psychological Ladership

On the birth and development of new products In the process of enterprise progress-Antenna

管理學院高階主管管理碩士學程・共同指導：楊千

天線、Antenna

From Agency to Own-brand： A Case study of SINBON and KYODEN

管理學院高階主管管理碩士學程

代理商、品牌、組織變革、策略、精密板金設備、Agent、brand、organizational change、strategy、precision sheet metal

Generative Adversarial Networks for News Recommendation Based on Attentional MF and LSTM

資訊管理研究所

推薦系統、協同主題模型、隱含主題模式分析、卷積神經網路、矩陣分解、長短期記憶模型、生成對抗網路、Recommendation System、Collaborative Topic Modeling、Latent Dirichlet Allocation、Convolutional Neural Network、Matrix Factorization、Long Short-Term Memory、Generative Adversarial Networks

Strategies and Innovations of Cram Schools Under 108 Curriculum Guidelines - A Case Study of B Cram School

管理學院高階主管管理碩士學程・共同指導：黃思皓

教改、108 課綱、核心素養、補教業、因應與變革、Education Reformation、108 Curriculum Guidelines、Core Competencies、Cram School、Strategies and Innovations

An NPO Case Study of Extracorporeal Technology of Taiwan Organizational Establish and Change

管理學院高階主管管理碩士學程

心臟手術、體外循環師、葉克膜、非營利組織、Cardiac Surgery、Perfusionist、ECMO、Non-Profit Organization

Credit Default Swap Prediction based on Generative Adversarial Networks for Regression

資訊管理研究所

信用違約交換、金融預測、注意力機制、長短期記憶神經網路、卷積神經網路、生成對抗網路、過度擬合、Credit Default Swap、Financial Prediction、Attention Mechanism、LSTM、CNN、Generative Adversarial Network、Overfitting

Hybrid News Recommendation Based on Collaborative Filtering with Generative Adversarial Networks

資訊管理研究所

推薦系統、矩陣分解、隱含主題模式分析、協同主題模型、機器學習、深度學習、生成對抗網路、Recommendation Systems、Matrix Factorization、Latent Dirichlet Allocation、Collaborative Topic Model、Machine Learning、Deep learning、Generative Adversarial Networks

Generative Adversarial Network for Recommendation based on CNN-LDA-MF Preference Analysis

資訊管理研究所

推薦系統、卷積神經網路、隱含主題模式分析、矩陣分解、生成對抗網路、Recommender system、Convolutional Neural Networks、Latent Dirichlet Allocation、Matrix Factorization、Generative Adversarial Networks

Tag Recommendation based on Labeled Latent Dirichlet Allocation

資訊管理研究所

標籤推薦、關鍵字推薦、隱含主題模型、標記式主題模型、Tag Recommendation、Keyword Recommendation、Latent Dirichlet Allocation、Labeled LDA

The Strategy of Food Supply Chain Development －A case study of La Kaffa International

管理學院高階主管管理碩士學程・共同指導：楊千

SWOT 分析、個案研究、策略規劃、L公司、SWOT Anal ysis、Case Study、Strategic Planning、La Kaffa International

The Horizontal and Vertical Development of Enterprises in 70 years, the Organizational Transformation and Inheritance A Case Study of TIC

管理學院高階主管管理碩士學程

組織變革、個案研究、策略管理、企業接班、Organizational change、case studies、strategy management、corporate succession

The Analysis of Customer Segment and Seasonal Differentiation in Taiwan Off-Shore Island Hotel–Kinmen and Penghu

管理學院高階主管管理碩士學程

觀光飯店、離島觀光、行銷策略、touristic hotel、off-shore island tourism、marketing strategies

Classification Prediction of Administrative Execution Close Cases

管理學院資訊管理學程

中文文字探勘、中文自然語言處理、分類預測、Chinese word exploration、Chinese natural language processing、classification prediction

The Design and Implementation of an User-oriented Test Platform Based on Boardfarm Testing Software – “T Company” as a Case

管理學院資訊管理學程・共同指導：羅濟群

家用閘道器、Boardfarm、自動化測試、OpenWrt、WiFi Mesh、Home Gateway、Auto testing

Credit Card Late Payment Analysis and Prediction

管理學院資訊管理學程

信用卡違約付款、資料探勘、預測、Credit Card Late Payment、Data Mining、Prediction

Applying Data Mining Methods to Predict Fake News

管理學院資訊管理學程

假新聞、情感分析、Fake News、Sentiment analysis

Rating Prediction based on Image Features and Review Mining

資訊管理研究所

情緒分析、語意分析、隱含主題模型、面向萃取、評論探勘、提取圖片特徵、評分預測、Sentiment Analysis、Semantic Analysis、Latent Dirichlet Allocation、Aspect Extraction、Review Mining、Image Features Extraction、Rating Prediction

An Analysis of Growth Management Strategy in the High-Class Meat Industry in Taiwan ：A Case of Japanese Beef

管理學院高階主管管理碩士學程・共同指導：楊千

熱量供應來源、高階肉品、日本和牛、Calories resource、High-Class Meat、Japanese beef

A Study on the Key Success Factors of Implementing Smart Manufacturing in Stamping Industry – a Case Study of Company C

管理學院高階主管管理碩士學程・共同指導：楊千

智慧製造、沖壓相關產業、關鍵成功因素、製造執行系統、intelligent manufacturing、stamping industries、key success factors、manufacturing execution system

Transformational Effects from IT Industry -- A Case Study of Company A

管理學院高階主管管理碩士學程・共同指導：楊千

IT產業、製造代工、組織變革、轉型、佳世達、明基、IT industry、manufacturing、organizational change、transformation、Qisda、BenQ

Data Mining for House Price Change Forecasting – A Case Study of Hsinchu City

管理學院資訊管理學程

房價預測需求、資料探勘、線性回歸、支援向量回歸、梯度提升回歸樹、類神經網路、Data Mining for house price change、Data Mining、Linear Regression、SVR、GBR、ANN

Multi-Aspect Review Mining through Deep Learning for Rating Prediction

資訊管理研究所

推薦系統、評分預測、隱含主題模式、面向語意、協同過濾、內容式過 濾、語意分析、文字探勘、卷積神經網絡、Recommender system、Rating prediction、Yelp、Latent Dirichlet Allocation、Aspect-based Semantics、Collaborative filtering、Content-based filtering、Semantic Analysis、Text Mining、Convolutional Neural Network(CNN)

A Case Study of Organizational Change

管理學院高階主管管理碩士學程・共同指導：楊千

組織變革、高績效團隊、Organizational Change、High performance team

Conditional Deep Convolutional Generative Adversarial Network with Squeeze and Excitation Mechanism

資訊管理研究所・共同指導：李昕潔

生成對抗網路、條件式生成對抗網路、深度學習、類神經網路、縮放神經網路、卷積神經網路、電腦視覺、Machine Learning、Deep learning、GAN、Squeeze-and-Excitation Networks、DCGAN、Conditional GAN

Applying Text Mining Techniques to Predict Cyberbully

管理學院資訊管理學程

網路霸凌、文字探勘、隨機森林、情感分析、XGBoost、cyberbullying、text mining、Random Forest、Sentiment Analysis

Aspect-based Convolutional Preference Network for News Recommendation

資訊管理研究所

推薦系統、隱含主題模式、面向分析、深度學習、卷積神經網路、Recommendation System、Latent Topic Model、Aspect Analysis、Deep Learning、Convolutional Neural Network

A Factory-aware Attentional LSTM Model for PM2.5 Prediction

資訊管理研究所

空氣汙染、懸浮粒子、PM2.5預測、注意機制、長短期記憶神經網路、Air Pollution、Particulate Matter、PM2.5 Forecast、Attention Mechanism、LSTM

Online News Recommendation based on Adjustment of User Interest and Recommendation Diversity

資訊管理研究所

新聞推薦、矩陣分解、文章標註、隱含主題模型、協同主題模型、文章主題、推薦多樣性、News Recommender System、Matrix Factorization、Latent Dirichlet Allocation、Collaborative Topic Model、Article Title、Article Tag、Recommendation Diversity

The Study of Competitive Advantages in Media Industry Transfroming from Traditional Media Toward Digital

管理學院高階主管管理碩士學程・共同指導：楊千

傳統媒體、數位化、新媒體、競爭優勢、SWOT、traditional media、digitization、new media、competitive advantage

Data Mining for Predicting Travel Demand

管理學院資訊管理學程

旅遊需求預測、資料探勘、線性回歸、支援向量回歸、梯度提升回歸樹、類神經網路、Travel demand forecasting、Data miming、Linear Regression、SVR、GBR、ANN

Applying Data Mining Techniques to Employee Turnover Factor Prediction

管理學院資訊管理學程

員工離職、資料探勘、Employee Turnover、Data Mining

AR / VR glasses Application and Innovation a Case Study of the Mode of Operation

管理學院高階主管管理碩士學程・共同指導：楊千

頭戴式行動設備、暈眩、視覺解决方案、矯正視力的功能、head-mounted mobile devices、dizziness、vision correction、visual solutions

A Comparison of Rating Prediction Methods based on Review Mining and User Preference Factor Analysis

資訊管理研究所

推薦系統、評分預測、隱含主題模式、面向語意、協同過濾、內容式過濾、語意分析、文字探勘、recommender system、Rating prediction、Latent Dirichlet Allocation、Aspect-based Semantics、Semantic analysis、Text mining

Research on CTR Prediction for Advertisement based on Machine Learning of Distributed Platform

資訊管理研究所

广告点击率、机器学习、MLlib、Hadoop、Click-through Rate

Forecasting Traffics on Wikipedia Pages

管理學院資訊管理學程

維基媒體、時間序列、資料探勘、機器學習、隨機森林、支持向量迴歸、Wikimedia、time series、Data Mining、Machine Learning、Random Forest、Support Vector Regression

CNC Machine Fail Analysis using Data Mining Techniques

管理學院資訊管理學程

資料探勘、產品不良、工具機、資料分類、data mining、product defects、machine tools、classification

Online News Recommendation based on Collaborative Semantic Topic Model and Dynamic Adjustment Mechanism

資訊管理研究所

推薦系統、語意隱含主題分析、協同語意主題模型、動態調整機制、線上推薦、Recommendation System、Semantic Latent Topic Analysis、Collaborative Semantic Topic Model、Dynamic Adjustment Mechanism、Online Recommendation

Five-level Emergency Examination Classification based on Machine Learning Methods

管理學院資訊管理學程

急診、機器學習、分類決策輔助、資訊獲利、醫療資訊、Emergency、Machine Learning、Assortment Decision Making、Information Gain、Medical Information

PM2.5 Forecasting based on Attention Neural Network and XGBoost

資訊管理研究所

PM2.5預測、注意機制、長短期記憶神經網路、極限梯度提升樹、整體學習、PM2.5 forecasting、Long short-term memory、Attention mechanism、XGBoost、Ensemble

Review Mining and Rating Prediction based on Attention Neural Network with Semantic Analysis

資訊管理研究所

推薦系統、評分預測、隱含主題模式、面向語意、協同過濾、內容式過濾、語意分析、文字探勘、注意力機制類神經網絡、Recommender System、Rating Prediction、Latent Dirichlet Allocation、Aspect-based Semantics、Text Mining、Attention Mechanism、Neural Network

Combining Deep Learning and Review Mining with Attention Mechanism for Rating Prediction

資訊管理研究所

推薦系統、評分預測、協同過濾、矩陣分解、語意分析、文字探勘、深度學習、階層式注意神經網路、Recommender System、Rating Prediction、Collaborative filtering、Matrix Factorization、Semantic Analysis、Text Mining、Deep Learning、HAN

Rating prediction based on Multi-Aspect Review Mining with Sentiment and Semantic Analysis

資訊管理研究所

情緒分析、推薦系統、協同式過濾、隱含主題模型、面向萃取、評論探勘、評分預測、Sentiment Analysis、Recommender System、Collaborative filtering、Latent Dirichlet Allocation、Aspect Extraction、Review Mining、Score Prediction

Applying Data Mining Techniques to Determine the Prices of Rental Houses - A Case Study of the Airbnb Website

管理學院資訊管理學程

房屋租賃價格預測、數值預測、線性回歸、決策樹、House Rental Price Prediction、Numerical Prediction、Linear Regression、Decision Tree

Online News Recommendation based on Collaborative Topic Modeling and Recommendation Diversity

資訊管理研究所

新聞推薦、矩陣分解、隱含主題模型、協同主題模型、文章主題、文章標註、推薦多樣性、News Recommender System、Matrix Factorization、Latent Dirichlet Allocation、Collaborative Topic Modeling、Article Title、Article Tag、Recommendation Diversity

Process-oriented solution cuts through the leading innovative product development -A case study in Semiconductor Assembly Industry

管理學院高階主管管理碩士學程・共同指導：楊千

半導體、封裝、製程、Semiconductor、assembly、Process

Online Activity Recommendation Approach based on User Preference Analysis and Two-phase Dynamic Adjustment Strategy

資訊管理研究所

推薦系統、線上推薦、資料探勘、隱含主題模式分析、矩陣分解、推薦清單動態調整機制、Recommender system、Online Recommendation、Data Mining、Latent Topic Model、Matrix Factorization、Dynamic Adjustment of Recommendation List

Data Mining for Intelligent Sales Using Apache Spark

資訊管理研究所

預測分析、資料探勘、分散式架構、智慧零售、Predictive Analysis、Data Mining、Apache Spark、Intelligent Retail

Using Data Mining to Predict the Manufactured Quantity of Silicon Wafer

管理學院資訊管理學程

資料探勘、數值預測、隨機森林、支援向量機、Data Mining、Prediction、Random Forest、Support Vector Machine

Applying Data Mining Techniques to Wafer Retest Yield Prediction - A Case Study of K Company

管理學院資訊管理學程

資料探勘、數值預測、回測率、隨機森林、GBDT、Data mining、Prediction、Retest Yield、Random Forest

Analysis of Overdue Payment of Category 1 Insured Unit

管理學院資訊管理學程

全民健保、健保費、欠費、羅吉斯迴歸、決策樹、NHI、Logistic Regression、Decision Tree

Data Mining for PM2.5 Prediction using Apache Spark

管理學院資訊管理學程

細懸浮微粒、資料探勘、分散式系統、時間序列、非線性迴歸、PM2.5、data mining、distributed system、time series、nonlinear regression

Review Mining for Rating Prediction based on Contextual Analysis and Factorization Machines

資訊管理研究所

推薦系統、評分預測、隱含主題模式、面向語意、協同過濾、情境資訊、分解機、內容式過濾、語意分析、文字探勘、Recommender System、Rating Prediction、Yelp、Latent Dirichlet Allocation、Aspect-based Semantics、Collaborative filtering、Factorization Machines、Semantic Analysis、Text Mining

Hybrid Cloud APT Email Defense System – A Case Study of M Company

管理學院資訊管理學程

網路安全、進階持續性滲透攻擊、針對性攻擊、概念性驗證、Cyber Security、Advanced Persistent Threat、Targeted Attack、Proof of Concept

Online Movie Recommendation Approach based on Collaborative Topic Modeling and Cross-Domain Analysis

資訊管理研究所

電影推薦、矩陣分解、隱含主題模式、協同主題模式、跨領域、多樣性、Movie Recommendation、Latent Topic Model、Collaborative Topic Modeling、Association Rules、Cross-domain、Diversity

Research on Recommender Systems for Online Media Platforms

資訊管理研究所

虛擬商品推薦、推薦系統、線上活動推薦、協同過濾、喜好分析、資料擴展、系統實作、Virtual Goods Recommendation、Activity Recommendation、Collaborative Filtering、Preference Analysis、Terms Expansion、System Implementation

Cloud-based Restaurant Service Platform and Data Analytics for Customer Satisfaction Survey

管理學院資訊管理學程

雲端服務、資料探勘、滿意度調查、cloud-based service、data mining、customer satisfaction survey

Review Mining for Rating Prediction based on Rating Factor Analysis

資訊管理研究所

推薦系統、評分預測、隱含主題模式、面向語意、協同過濾、內容式過濾、語意分析、文字探勘、Recommender system、Rating prediction、Yelp、Latent Dirichlet Allocation、Aspect-based Semantics、Collaborative filtering、Content-based filtering、Semantic analysis、Text mining

Data Miming for Analyzing Metabolic Syndrome Related Diseases

管理學院資訊管理學程

資料探勘、代謝症候群、羅吉斯迴歸分析、決策樹、類神經網路、Data mining、metabolic syndrome、Rogers regression analysis、decision tree、artificial neural network

Online Activity Recommendation Approach based on Dynamic Adjustment of Recommendation List

資訊管理研究所

推薦系統、線上推薦、資料探勘、隱含主題模式分析、矩陣分解、推薦清單動態調整機制、Recommender system、Online Recommendation、Data Mining、Latent Topic Model、Matrix Factorization、Dynamic Adjustment of Recommendation List

Competitive Advantage and Strategy Analysis of Taiwan Silicon Carbide Compound Industry

管理學院高階主管管理碩士學程

碳化矽產業、功率元件、功率模組、CREE、競爭策略、策略聯盟、Silicon Carbide、Power Discrete Device、Power Module、Competitive Analysis、Strategic Alliance

Design and Deployment of Big Data Warehouses - A Case Study of a Packaging and Testing Company

管理學院資訊管理學程

資料倉儲、大數據、YARN、HDFS、Hive、Data Warehouse、Big Data

Applying Data Mining Techniques to Predict the Category of Urban Crimes

管理學院資訊管理學程

資料探勘、犯罪、資料視覺化、決策樹、隨機森林、貝氏分類、Data Mining、Crime、Data Visualization、Decision tree、Random Forest、Naive Bayes

Personalized News Recommendation by Topic Modeling for Extracting User Profiles

資訊管理研究所

新聞推薦、主題模式、使用者特徵檔、基於內容的過濾方法、Latent Dirichlet Allocation、News Recommendation、Topic Modeling、User Profile、Content-Based Filtering

Recommendations of New Electronic Coupons based on the Apache Spark Platform

管理學院資訊管理學程

分散式平台、優惠券推薦、Apache Spark、Recommendations of Coupons

Predicament and Transformation Analysis of Taiwan Brand Company from Ecosystems and Competitive Advantages: A Case Study of Company H

管理學院高階主管管理碩士學程

品牌、智慧型手機、五力分析、生態圈、動態競爭、Brand、SmartPhone、Five Force Analysis、EcoSystem、Competitive Advantage

Ranking Approach for Searching Dictionary Documents by Query Expansion and Latent Topic Analysis

資訊管理研究所

搜尋排序、隱含主題模型、Searching result ranking、Latent Topic Modeling、Pointwise Mutual Information

Challenge and Responsive Strategy Analysis of Taiwan Analog IC Design Industry for Red Supply Chain

管理學院高階主管管理碩士學程

進口替代、邊際效應遞減、紅色供應鏈、Import substitution、Diminishing marginal effect、Red Supply Chain

Collaborative Topic Modelling with Topic Popularity Analyze for Online News Article Recommendation

資訊管理研究所・共同指導：蔡銘箴

推薦系統、協同主題模型、熱門主題分析、矩陣分解、使用者喜好分期、線上推薦系統、Recommender system、Collaborative Topic modeling、Matrix factorization、Term-division、Online recommender system

Data Mining for Bond Price Prediction Using Apache Spark

資訊管理研究所・共同指導：蔡銘箴

預測分析、資料探勘、分散式架構、Predictive Analysis、Data Mining、Apache Spark

Online Product Recommendation Approach based on Diversity and Cross-domain Analysis of User Preferences

資訊管理研究所

商品推薦、多樣性、矩陣分解、隱含主題模式、跨領域、Product Recommendation、Diversity、Latent Topic Model、Matrix Factorization、Cross-domain

Document Recommendation with Implicit Feedback based on Matrix Factorization and Topic Model

資訊管理研究所

推薦系統、隱含回饋、主題模型、矩陣分解、Recommender system、Implicit feedback、Topic modeling、Matrix factorization

Comparisons of Techniques for Predicting the Click-Through Rate of Advertisements based on the Apache Spark Platform

管理學院資訊管理學程

分散式處理、資料探勘、廣告推薦、點擊率預測、Distributed processing、Data mining、Advertisement recommendation、TR prediction

Recommendation Quality Comparisons of Personalized Book Recommendation Approaches

資訊管理研究所

影響力分析、潛在狄利克里分配、推薦系統、Web2.0、Recommender System、Influence Analysis、Latent Dirichlet Allocation

Applying Case-Based Reasoning on Recommending Engineering Change Knowledge

管理學院資訊管理學程

案例式推理、知識管理、資料探勘、Case-Base Reasoning、Knowledge Management、Data Mining

A Study of Deploying Document Recommender Systems for Enterprises

管理學院資訊管理學程

內容管理系統、知識分享、推薦系統、Content Management System、Knowledge Sharing、Recommendation System

A Study on Low -Carbon Sustainable Homeland- An Example of Zeibei Township, Hsinchu County

管理學院高階主管管理碩士學程・共同指導：陳安斌

綠建築、節能減碳、低碳家園、生態綠化、綠色消費、Low-carbon homeland、Green building、Green consumption

Data Mining for Automatic Classification of Customer Problems – A Case Study of Public Opinion Mailbox of a Water Company

理學院科技與數位學習學程

資料探勘、文件分類、決策樹、貝氏分類、類神經網路、Data Mining、Text classificationt、NaiveBayes、Decision Tree、Neural network

Using Data Mining Techniques to Predict Credit Card Dormant Account

管理學院資訊管理學程

資料探勘、信用卡、靜止戶、支援向量機、隨機森林、Data Mining、Credit Card、Dormant Account、Support Vector machine、Random Forests

Advertisement Recommendation Approach based on Personal Interest and Ad-Push Fairness

資訊管理研究所

廣告推薦、點擊率預測、公平性、advertisement recommendation、click-through rate prediction、ad-push fairness

Competitive Strategy Analysis of PET Industry in Taiwan- A Case Study of W Company

管理學院高階主管管理碩士學程・共同指導：陳安斌

PET、個案研究、競爭策略、SWOT分析、PET Industry、Case Study、Competitive Strategy、SWOT Analysis

Collaborative Topic Modeling with Topic Popularity Analysis for Personalized News Recommendation

資訊管理研究所

隱含狄利克雷分布、機率型矩陣分布、協同主題模型、主題熱門分析、名人影響力、推薦系統、Latent Dirichlet Allocation、Probabilistic Matrix Factorization、Collaborative Topic Regression、Topic Popularity Analysis、Celebrity Influence、Recommender system

Applying Enterprise Application Integration to Establish Decision Support Systems for Production Control

管理學院資訊管理學程

企業應用整合、生產管理、決策輔助、Enterprise Application Integration、Production Control、Decision Support

Solving the Path Congestion Problem of Automatic Equipment Transfer based on Data Mining Techniques

管理學院資訊管理學程

自動化、路徑規劃、代克斯托、資料探勘、關連法則、automation、path planning、dijkstra’s、data mining、association rule

Applying Data Mining Techniques for Predicting the Click-Through Rate of Advertisement

管理學院資訊管理學程

點擊率預測、廣告推薦、數值預測、CTR Prediction、Advertising Recommendation、Numeric Prediction

Applying Data Mining Techniques to Analyze Production Yield - A Case Study of S company in Silicon Wafer Industry

管理學院資訊管理學程

資料探勘、Weka、簡單貝氏、決策樹、支持向量機、Data Mining、C4.5、Naive Bayes、SVM

The Administration Analysis of Online To Offline Business Model – the Case of D Company and W Company

管理學院高階主管管理碩士學程・共同指導：陳安斌

O2O、電子支付、電子商務、e-payment、e-commerce

An Indoor Positioning and Maintaining System Based on the Building Information Modeling - A Case Study of Indoor Parking Garage

資訊管理研究所・共同指導：羅濟群

室內定位、建築資訊模型、標準資料交換格式、異質無線網路整合、即時坑洞偵測、Indoor Positioning、Building Information Modeling、Industry Foundation Classes、Integrating Heterogeneous Wireless Network、Real-Time Pothole Detection

Friend Recommendation and Customer Churn Prediction in Virtual Worlds

資訊管理研究所

虛擬世界、社交網路、推薦系統、朋友推薦、客戶流失預測、資料探勘、影響力、Virtual World、Friend Recommendation、Customer Churn Prediction、Social Networks、Recommendation System、Social Influence、RFM Model、Data Mining

Answer Finding Mechanism for Online Question-Answering Service based on Latent Topic Model and Ontology

資訊管理研究所

問答系統、答案尋找、隱含主題模型、詞彙本體、即時訊息、線上問答、Question Answering、Answer Finding、Topic Model、LDA、Ontology、Chat Message、Instant Message、QA、QA pair

OEM/ODM Business Model Innovation and Exploration in Taiwan- A Case Study of Company Q

管理學院高階主管管理碩士學程・共同指導：陳安斌

電子業代工、商業模式、SWOT分析、OEM/ODM、Business Model、SWOT Analysis

Data Mining for Sales Forecasting and Click-Through-Rate Prediction Based on Word Popularity

資訊管理研究所

Forecasting、Prediction、Autoregressive Integrated Moving Average (ARIMA)、Back Propagation Neural Network (BPNN)、Google Search、Popularity、Latent Dirichlet Analysis (LDA)

Churn Prediction of High-value Customers in Virtual Worlds

資訊管理研究所

客戶流失預測、虛擬世界、高價值顧客、RFM模型、社群影響、churn prediction、virtual world、high-value customer、RFM model、social influence

Blog Article Recommendation based on Matrix Factorization and Latent Dirichlet Allocation

資訊管理研究所

部落格、矩陣分解、隱含主題模型、內容導向式過濾、協同式過濾、blogosphere、Matrix Factorization、Latent Dirichlet Allocation、content-based filtering、collaborative filtering

Target Audience Analysis for New Merchandise

資訊管理研究所

目標行銷、影響力最大化、社群影響力、Target marketing、Influence Maximization、Social Influence

Travel Destination Recommendation Based on Online Reviews

資訊管理研究所

線上評論、意見探勘、旅遊推薦系統、online customer reviews、opinion mining、travel recommender system

Customer Churn Prediction in Virtual Worlds

資訊管理研究所

客戶流失預測、虛擬世界、決策樹、類神經網路、weka、customer churn prediction、virtual world、decision tree、neural network

Developing a Predictive Maintenance Model by Trend Attribute Extraction

管理學院資訊管理學程

predictive maintenance

A Study of Internet Inquiry Behavior for Dental Implant

管理學院高階主管管理碩士學程

人工植牙、植牙治療的選擇因素、網路醫療資訊、dental implant、the choosing determinant of dental implant、internet medical information

Stock Trend Forecasting: A Classification Approach based on Word Polarity in News

資訊管理研究所

股價預測、文字探勘、文件分類、支援向量機、STOCK PREDICTION、TEXT MINING、DOCUMENT CLASSIFICATION、SUPPORT VECTOR MACHINE

A Study on the Motivation and Performance of Corporate Mergers and Acquisition - Using Company F Acquiring Company A as an Example

管理學院高階主管管理碩士學程

企業併購、個案研究法、綜效指標、執行績效、Merger and Acquisition、Case Study Method、Synergy、Executive Performance

Personalized Virtual Product Recommendations based on Shopping Preference Analysis in Virtual Worlds

資訊管理研究所

虛擬世界、推薦系統、體驗型購物、互動影響力、虛擬生活、Virtual Worlds、Recommendation Systems、Shopping Experience、Interactive Influence、Virtual Life

QA Document Recommendation Techniques for Knowledge Communities

資訊管理研究所

知識社群、群體推薦、社會問答網站、PageRank-Like演算法、社群成員知識聲譽、主題模型、Knowledge Community、Group Recommendation、Social QA Websites、PageRank-Like Algorithm、Knowledge Reputation of Community Member、Topic Model

The Research of Semi-Conductor Single Wafer Wet Process Equipment Control System Development

管理學院高階主管管理碩士學程

半導體製程設備、濕製程設備、控制系統開發、Semi-Conductor Process Equipment、Wet Process Equipment、Control System Development

A Book Recommendation System to Group Based on User Influence

資訊管理研究所

Latent Dirichlet Allocation (LDA)、群體推薦系統、社群影響力、資料檢索、Group Recommender System、Social Influence、Information Retrieval

Competitiveness Analysis of Taiwan NB Battery Module Market - The Case Study of A Company

管理學院高階主管管理碩士學程

NB電池模組、五力分析、SWOT分析、NB battery module、Five forces analysis、SWOT analysis

Knowledge Support for IT Incident Management based on Case-Based Reasoning

管理學院資訊管理學程

案例推論式、文件探勘、K-近鄰演算法、ITIL、Case-Based Reasoning、Text mining、K-th Nearest Neighbor

Mining Tourism Information from Web Fourm

管理學院資訊管理學程

離散化、關聯規則、Apriori 演算法、discretization、association rule、Apriori algorithm

Product Recommendation Based on Follow Influence Analysis

資訊管理研究所

社群網站、推薦系統、影響力分析、關注影響力、影響力推薦系統、Social Network、Recommendation System、Influence Analysis、Follow Influence、Influence Recommendation System

Combining Multi-Criteria Rating-Based Trust and Collaborative Filtering for Document Recommendation

管理學院資訊管理學程

推薦系統、協同式過濾、多準則評分、評分信任、文件推薦、Recommender Systems、Collaborative Filtering、Rating-Base Trust、Multi-Criteria Rating、Document Recommendation

Virtual Goods Recommendations in Virtual Worlds

資訊管理研究所

虛擬世界、推薦系統、互動影響力、虛擬生活、Virtual Worlds、Recommender System、Interactive Influence、Virtual life

Mining and Predicting Abnormal Process Equipments

管理學院資訊管理學程

分析預測、品質量測、製程監控、資料探勘、錯誤診斷分析、Prediction、Quality Measurement、Process monitoring、Data Mining、Fault Detect and Classification

Reserves Acquiring Strategies of State-Owned Oil Company – A Case Study of C Company

管理學院高階主管管理碩士學程

國營油公司、探採策略、併購策略、State-Owned Oil Company、E & P Strategies、M & A Strategies

Research Management of Strategy the Solar Mold Train Manufacture Industry –D Company for Example

管理學院高階主管管理碩士學程

太陽能、太陽能光電產業、太陽能矽晶圓(片)、太陽能電池、太陽能電池模組、太陽能光電系統家、Solar、Solar Mold Train Manufacture Industry、Solar wafers

Recommending Quality Book Reviews from Heterogeneous Websites

資訊管理研究所

書評推薦、異質資料整合、書評品質量測、Book review recommendation、Heterogeneous data integration、Book review quality measurement

A Study of Extracting Positive and Negative Product Effects from Product Reviews

管理學院資訊管理學程

意見探勘、保養品評論、Opinion Mining、Product Reviews、PMI

Applying Case-Based Reasoning and Association Rules to Construct a Problem Diagnosis System

管理學院資訊管理學程

資料探勘、案例式推理、關聯規則、Data Mining、Case-based Reasoning、Association Rule

Comparisons of Forecasting Methods for Predicting Magazine Sales based on Title Popularity

管理學院資訊管理學程

銷售量預測、標題熱門、Google 搜尋趨勢、迴歸、分類迴歸樹、類神經網路、Forecast、Popularity index、Google Trend、Regression、CART、Artificial Neural Network

A Study of Collaborative Filtering Recommendation Approaches based on Trust Network

管理學院資訊管理學程

推薦系統、協同過濾、朋友關係、評價信任、信任網路、Recommender System、Collaborative Filtering、Friend Relation、Rating-based Trust、Trust Network

Complementary Q&A Document Recommendations for Communities of Question-Answering Websites

資訊管理研究所

知識社群、群體推薦、知識互補、知識品質、問答網站、鏈結分析、知識聲望、Knowledge Community、Group Recommendation、Knowledge Complementation、Knowledge Quality、Question-Answering Websites、Link Analysis、Knowledge Reputation

Applying Data Mining Techniques to the Overkill Analysis of Wafer Testing

理學院應用科技學程

晶圓針測、誤宰、資料探勘、Wafer Probe、Overkill、Data Mining

A Study of Implementing SAP BPMon for ERP Business Process Monitoring

管理學院資訊管理學程

企業流程監控、關鍵績效指標、SAP BPMon、CTO、ODM

Applying Data Mining Technology to Enhance the Data Quality of Demand Planning System in the CMOS Industry

管理學院資訊管理學程

商業智慧、需求規劃、資料探勘、決策樹、關聯規則、資料品質、Business intelligence、Demand planning、Data mining、Decision tree、Association Rule、Data Quality

A Study of Implementing a Task and Event Oriented Knowledge Management System

管理學院資訊管理學程

知識管理、PDCA、知識獲取、知識分享、知識利用、Knowledge Management、Knowledge Acquisition、Knowledge Sharing、Knowledge Utilization

Developing a Project Management Platform based on Project Knowledge

管理學院資訊管理學程

專案管理、知識管理、專案管理知識體系、Project Management、Knowledge Management、Project Management Body of Knowledge

Establishing Knowledge-Flow View Model for Collaborative Knowledge Support

資訊管理研究所

知識流、知識流程觀、虛擬知識流程、合作型知識支援、知識管理、knowledge flow、knowledge-flow view、virtual knowledge flow、cooperative knowledge support、knowledge management

Recommendations based on user profiles discovered from Facebook Like List

管理科學系所・共同指導：林君信

社交網路、推薦系統、正規化概念分析、Social Network、Recommendation System、Formal Concept Analysis

Applying Data Mining Techniques for Magazine Sales Forecasting

管理學院資訊管理學程

時間序列、自我迴歸樹、灰預測、資料探勘、連鎖零售商、季節指數、Time Series、Autoregressive Tree、Grey Prediction、Data Mining、Retail Stores、Seasonal Index

Integrating Clustering Methods and Activity Based Classification Analysis to Improve Inventory Management - A Case of IC Design House

管理學院資訊管理學程

資料探勘、分群、EM、ABC分析、安全庫存、Data mining、clustering、ABC analysis、safety stock

Personalized Blog Article Recommendation based on Popular Topic Trend Analysis

資訊管理研究所

Web2.0、部落格、熱門主題推薦、鄰近項目、趨勢分析、Google搜尋透視、內容導向式過濾、以項目為基礎之協同過濾、Web 2.0、blogosphere、popular topic-based recommendation、neighbor items、trend analysis、Google Insights、content-based filtering、item-based collaborative filtering

Magazine Sales Forecasting by Using ARMA Model and Title Popularity Analysis

資訊管理研究所

自我回歸移動平均模型、時間序列、便利商店、銷售量預測、Google搜尋透視、Google 搜尋引擎、熱門指數、ARMA、Time series、convenience store、sales prediction、Google insights、Google engine、popular index

Outlier Detection on Vehicle Trajectories for discovering Roam-Event Trajectories

資訊管理研究所

軌跡異常偵測、徘徊行為、車牌辨識系統、Trajectory outlier detection、roam behavior、ANPR

Employee Turnover Prediction for Semiconductor Testing Industries: A Case Study of K Company

管理學院資訊管理學程

人力資源、資料探勘、決策樹、關聯規則、離職探勘、Human Resources、Data mining、Decision Tree、Turnover Prediction

Recommendations Based on Personalized Tendency towards Different Aspects of Influences in Social Media

資訊管理研究所

Web 2.0、社群網路、推薦系統、社群朋友影響力、Social network、Recommender System、Social Influence