盧浩鈞

The Effectiveness of Sentiment Factors under the Fama-French Model: Evidence from the Taiwan Market

管理科學系・共同指導：陳宗岡

Fama-French 五因子模型、投資者情緒、行為財務學、主成分分析、動量因子、台灣股票市場、Fama-French five-factor model、investor sentiment、behavioral finance、principal component analysis、momentum factor、Taiwan equity market

Competitiveness of Taiwan's Panel Driver IC Design Industry — A Case Study of Company N

管理學院專班-管理科學學程・共同指導：陳宗岡

面板產業、驅動 IC、BCG 矩陣、競爭策略、Porter 五力分析、Panel Industry、Display Driver IC、BCG Matrix、Competitive Strategy、Porter's Five Forces Analysis

Carbon Management Strategies in the Semiconductor Supply Chain: A Multiple-Case Study

管理學院專班-管理科學學程・共同指導：陳宗岡

半導體供應鏈、碳管理策略、永續供應鏈管理、範疇三、多個案研究、Semiconductor Supply Chain、Carbon Management、Sustainable Supply Chain Management、Scope 3 Emissions、Multiple Case Studies

The Impact of Channel Strategy Transition from Direct Sales to Distribution on Customer Value: A Case Study in the Vacuum Technology Industry

管理學院專班-管理科學學程・共同指導：陳宗岡

真空技術產業、通路策略變遷、顧客價值感知、服務品質、品牌信任、Vacuum Technology Industry、Channel Strategy Transition、Customer Perceived Value、Service Quality、Brand Trust

Multi-period Stock Price Prediction Using ARIMA Residual Features in a Mixture of Experts Framework with Standard and Attention-Enhanced LSTM Models

管理科學系

股價預測、深度學習、LSTM、專家混合模型、多階段預測、美股、Stock Forecasting、Deep Learning、Mixture of Expert、Multi-period Forecasting、S&P 500

Cooperation Strategy between Chain Restaurant Brands and Food Delivery Platforms: A Case Study of Company M

管理學院專班-管理科學學程・共同指導：陳宗岡

連鎖餐飲品牌、外送平台、合作策略、SWOT、行銷4P、chain restaurant brand、food delivery platform、cooperation strategy、marketing 4P

How the Trade War and Reciprocal Tariffs Reshape Competitive Dynamics in the Semiconductor Industry: A Case Study of Micron Technology

管理學院專班-管理科學學程・共同指導：陳宗岡

貿易戰、全球價值鏈、動態能力、供應鏈重組、半導體產業、美光科技、trade war、global value chain、dynamic capabilities、supply chain restructuring、semiconductor industry、Micron Technology

Application of Swin Transformer Combined with Floating Strategic Factor Optimization in the Classification of Breast Cancer Images

管理科學系

人工智慧、智慧醫療、深度學習、機器學習、影像辨識、語言模型、物件偵測、AI、health information technology、smart medicine、deep learning、machine learning、AI agent、LLM、Image Recognition、Computer Vision、Object Detection、Image Classification

An Integrated εMAg-ES and iLSHADE Hybrid Approach for Constrained Engineering Optimization Problems

管理科學系

限制最佳化問題、iLSHADE、啟發式最佳化演算法、最佳化技術、Constrained Optimization Problems、Heuristic Optimization Algorithms、Optimization Techniques

Matrix Adaptive Algorithm with Neutrino-Inspired Exploration Strategy for Optimization Problems

管理科學系

粒子群演算法、矩陣自適應演化策略、非線性限制最佳化問題、混合演算法、動態資源分配、Particle Swarm Optimization、Matrix Adaptation Evolution Strategy、Non-linear Constrained Optimization Problems、Hybrid Algorithm、Dynamic Resource Allocation

Forecasting Stock Price Crash Risk via Textual Similarity in Annual Reports: A Machine Learning Approach

管理科學系・共同指導：陳宗岡

股價暴跌風險、文本相似度、10-K 年報、壞消息囤積理論、機器學習、Stock Price Crash Risk、Textual Similarity、Form 10-K、Machine Learning、Bad News Hoarding Theory

A Case Study on the Application of Digital Twin Technology in the Development of Future Factories: Evidence from Wistron Information Technology & Services Corporation

管理學院專班-管理科學學程・共同指導：陳宗岡

數位孿生、未來工廠、緯創資通、智慧製造、工業 4.0、供應鏈重組、Digital Twin、Future Factory、Wistron、Smart Manufacturing、Industry 4.0、Supply Chain Restructuring

Application of LLM Sentiment Analysis and TFT Deep Learning Architecture in ETH Price Prediction

管理學院專班-管理科學學程

情緒分析、機器學習、深度學習、大型語言模型、時間序列、AI、LLM、Transformer、TFT

Strategic Competition in the NOR Flash Market：The Case of Company W

管理學院專班-管理科學學程・共同指導：陳宗岡

華邦電子、NOR Flash、Edge AI、IDM 模式、地緣政治、車用電子、1.2V、低功耗、Octal Flash、Winbond、IDM Model、Geopolitics、Automotive、Electronics、1.2V Low Power

AI Applied to Automated Analysis and Prediction of Manufacturing Parameters in the Etching Line of Printed Circuit

高階主管管理碩士學程

研究背景、AI模型建構方法、模型驗證與效能評估指標、實驗結果與討論、Research Background、AI Model Development Methodology、Model Validation and Performance Evaluation Metrics、Experimental Results and Discussion

Red Ink Stained Area Recognition Based on DeepLabv3 Semantic Segmentation Technology

理學院碩士在職專班-科技與數位學習組

深度學習、語義分割、失效分析、影像辨識、紅墨水測試、Deep Learning、Semantic Segmentation、Failure Analysis、Image Recognition、Red Dye Penetration Test

Redefining Tax Avoidance Boundaries: The Impact of CFC Regulations on Companies and Corresponding Responses

管理學院專班-管理科學學程・共同指導：陳宗岡

CFC、BEPS、支柱二、最低稅負、有效稅率、Pillar Two、Minimum Tax、Effective Tax Rate

Development of a Blockchain Fraudulent Wallet Detection System Based on XGBoost Algorithm and Dynamic Time-Window Features

理學院碩士在職專班-科技與數位學習組

區塊鏈詐騙偵測、XGBoost、動態時間窗、資料外洩、異常檢測、鏈上風控、blockchain fraud detection、dynamic time-window、data leakage、anomaly detection、on-chain risk control

ESG Rating Disagreement and Corporate Credit Risk

管理科學系・共同指導：陳宗岡

ESG評級不確定性、ESG評級、信用風險、銀行貸款利差、資訊不對稱、企業社會責任、ESG Rating Uncertainty、ESG Ratings、Credit Risk、Bank Loan Spreads、Information Asymmetry、Corporate Social Responsibility

A Study on the Robustness of Data Split Randomness for Cross-Validation in Imbalanced Data

管理科學系・共同指導：陳宗岡

交叉驗證、機器學習、模型評估、隨機種子、Cross Validation、Machine Learning、Model Evaluation、Random Seed

Boardroom Backscratching and Bank Loan Spreads

管理科學系・共同指導：陳宗岡

董事會互惠、銀行貸款利差、公司治理、董事會獨立性、監督機制、Boardroom Backscratching、Bank loan spread、Corporate governance、Board independence、Monitoring mechanism

Marketing Strategies in IP Licensing: A Case Study of STARLUX Airlines and the Peanuts Brand

管理學院專班-管理科學學程・共同指導：陳宗岡

星宇航空、花生漫畫、IP授權、STP分析、SWOT分析、STARLUX Airlines、Peanuts、IP licensing、STP analysis、SWOT analysis

CFO Co-option and Bank Loan Spreads

管理科學系・共同指導：陳宗岡

財務長增選、銀行貸款利差、管理階層權力、公司治理、執行長過度自信、CFO co-option、Bank loan spreads、Corporate governance、Management team coordination、CEO characteristics

Exploring Imbalance Dataset issue in Machine Learning: A Comparative and Optimization Study of Resampling Techniques

管理科學系

資料不平衡、欠採樣、機器學習、SMOTE、過採樣、Data Imbalance、Oversampling、Machine Learning、Undersampling

Bipolar Onset Prediction System (BOPS): A Machine Learning-Based Framework with Innovative Data Segmentation for Predicting Onset Dates in Bipolar Disorder Patients

管理科學系

躁鬱症、機器學習、發病預測、時間序列、預防性治療、bipolar disorder、machine learning、onset prediction、time-series、preventive treatment

A Case Study on the Impact of IDM Companies' Business Strategies on Gross Margin under the Bullwhip Effect of the COVID-19 Pandemic

管理學院專班-管理科學學程・共同指導：陳宗岡

長鞭效應、新冠疫情、IDM企業、經營策略、毛利率、Bullwhip Effect、COVID-19 pandemic、IDM company、Business strategy、Gross margin

Analysis of the Benefits of Strategic Alliances in the Semiconductor Facility Engineering Industry A Case Study

管理學院專班-管理科學學程・共同指導：陳宗岡

半導體廠務工程產業、策略聯盟、個案研究、產業競爭力、策略聯盟績效評估、Semiconductor Facility Engineering Industry、Strategic Alliances、Case Study、Industrial Competitiveness、Strategic Alliance Performance Evaluation

Corporate Political Risk and Annual Report Readability

管理學院專班-管理科學學程・共同指導：陳宗岡

企業層級政治風險、政治不確定性、年報可讀性、文字揭露、firm-level political risk、political uncertainty、annual report readability、textual disclosure

Key Factors in Enhancing Business Performance through Digital Transformation in the Telecommunications Industry: A Case Study of Company W

管理學院專班-管理科學學程・共同指導：陳宗岡

數位轉型、通訊網路業、營運績效、關鍵成功因素、個案研究、digital transformation、telecommunications industry、operational performance、key success factors、case study

Particle Swarm Optimization with Cyclic Mechanism Combined with Differential Evolution for Solving Constrained Optimization Problems

管理科學系

循環機制、粒子群演算法、差分進化、限制最佳化問題、最佳化技術、啟發式最佳化演算法、Cyclic Mechanism、Particle Swarm Optimization、Differential Evolution、Constrained Optimization Problems、Optimization Techniques、Heuristic Optimization Algorithms

A Robust Optimization Model for Wafer Start Planning in Semiconductor Fabrication

資訊管理研究所・共同指導：林妙聰

投片、爐管排程、平行批次、穩健最佳化、混合整數規劃、Wafer Start、Furnace Scheduling、Parallel Batching、Robust Optimization、Mixed Integer Linear Programming

Exploration and Research of the Multi-choice Interval Goal Programming Model

管理科學系

最佳化、多目標規劃、期望水準、管理決策、決策輔助工具、Optimization、Goal Programming、Aspiration Levels、Management Decision-making、Decision Support Tools

Exploring Imbalance Dataset issue in Machine Learning: A Comparative and Optimization Study of Oversampling and Undersampling Techniques

管理科學系

資料不平衡、過採樣、欠採樣、機器學習、合成樣本、data imbalance、oversampling、undersampling、machine learning、SMOTE

Linearizing Absolute Value Functions in Optimization for Portfolio and Robust Planning Problems

管理科學系・共同指導：謝國文

MAD模型、穩健性、Big-M方法、不確定性、MAD、robustness、Big-M method、uncertainty

Bankruptcy Prediction Using Machine Learning Models : Analyst Forecast Information Content Perspective

管理科學系・共同指導：陳宗岡

信用風險、破產預測、分析師預測資訊、機器學習、資訊不確定性、Credit risk、Bankruptcy prediction、Analyst forecast information、Machine learning、Information uncertainly

Bankruptcy Prediction Using Super Learning Model

管理科學系・共同指導：陳宗岡

超級學習模型、集成學習、破產預測、機器學習、年報文字溝通價值、Super Learner、Ensemble learning、Bankruptcy prediction、Machine learning、Annual report text-based communicative value

Applying Machine Learning Models in Predicting Stock Price Return Range: Analyst Report Information Perspective

管理科學系所・共同指導：陳宗岡

分析師報告、機器學習、股價預測、Analyst Report、Machine Learning、Stock Price Predicting

Effectiveness Analyses of Corporate Bankruptcy Predictions based on Machine Learning Models: CEO Social Network Information Perspective

管理科學系所・共同指導：陳宗岡

破產預測、機器學習、社會網路資訊、網路中心性、資訊不對等、bankruptcy prediction、machine learning、social network information、network centrality、information asymmetry

Predicting Stock Price Crash Risk with Machine Learning Models: Key Audit Matters Perspectives

管理科學系所・共同指導：陳宗岡

股價崩盤預測、壞消息累積理論、關鍵查核事項、機器學習、Stock price crash risk prediction、Accumulation of bad news、Key audit matters、Machine learning