黃思皓

Trustworthy Sequential Recommendation Leveraging Retrieve-Edit Augmentation and Guided Cross-Domain Diffusion

資訊管理與財務金融學系財務金融

可信任推薦系統、跨域序列推薦、群體公平性、熱門度偏差、跨域擴散模型、資料擴增、Trustworthy Recommendation、Cross-Domain Sequential Recommendation、Group Fairness、Popularity Bias、Diffusion Model、Data Augmentation

Iterative LLM-augmented Knowledge Graph Completion for Recommendation via Unique Information Generation and Progressive Diffusion

資訊管理與財務金融學系財務金融

擴散模型、知識圖譜補全、迭代式精煉、大型語言模型、知識感知推薦、Diffusion Models、Knowledge Graph Completion、Iterative Refinement、Large Language Models、Knowledge-aware Recommendation

Imperceptible Poisoning Attack Against Federated Sequential Recommendation via Diversified User Mining and Popularity-Constraint Optimization

資訊管理與財務金融學系財務金融

聯邦式學習、序列推薦、投藥攻擊、隱蔽攻擊、可信任人工智慧、Federated Learning、Sequential Recommendation、Poisoning Attack、Imperceptible Attack、Trustworthy AI

High-Entropy Representation Learning for Cross-Domain Sequential Recommendation with LLM-Augmented Knowledge Graph Completion

資訊管理與財務金融學系財務金融

跨領域序列推薦、知識圖譜補全、大型語言模型、LLM、高熵表示學習、對比學習、Cross-Domain Sequential Recommendation、Knowledge Graph Completion、Large Language Model、High-Entropy Representation Learning、Contrastive Learning

Mitigating Bias in Conversational Recommendation Systems via LLM-Augmented Knowledge Graph Completion

資訊管理與財務金融學系財務金融

對話式推薦系統、大型語言模型、因果推論、流行度偏差、知識圖譜分佈不平衡、對比學習、Conversational Recommendation System、Large Language Model (LLM)、Causal Inference、Popularity Bias、Degree Bias、Knowledge Graph、Contrastive Learning

Robust Cross-Silo Federated Recommendation System Against Divergent Multi-Objective Poisoning Attacks

資訊管理與財務金融學系財務金融・共同指導：林瑞嘉

跨機構聯邦推薦系統、投毒攻擊、攻擊傳播效應、多因子檢測機制、異常梯度移除機制、Cross-silo Federated Recommendation、Poisoning Attack、Attack Propagation、Multi-factor Detection Mechanism、Anomaly Gradient Removal

Diversification Strategy of R Company: Opportunities and Risks in the Renewable Energy Sector

高階主管管理碩士學程

多角化經營、系統整合、資料中心能源監控、再生能源、永續發展、中小企業策略、Diversification Strategy、System Integration、Data Center Energy Monitoring、Renewable Energy、Sustainable Development、SME Strategy

Targeted Asset Reallocation Using Reinforcement Learning with Diffusion Model

資訊管理與財務金融學系財務金融

人機協作、資產重新配置、強化學習、意圖驅動、知識圖譜、檢索增強擴散模型、Human-machine collaboration、asset reallocation、reinforcement learning、intent-driven、knowledge graph、retrieval-augmented diffusion model

Efficient Reinforcement Learning for Pair Trading via Surprise-Driven Intrinsic Rewards and LLM-Augmented Knowledge Graphs

資訊管理與財務金融學系財務金融

配對交易、階層式強化學習、大型語言模型、知識圖譜、高效探索、Pair Trading、Hierarchical Reinforcement Learning、Large Language Models、Knowledge Graph、Efficient Exploration

Navigating Transition: Management Strategies of a MediumSized Maintenance Company in Taiwan in Response to Energy Policy Changes A case Study of L Company

高階主管管理碩士學程

組織轉型、中型維修企業、數位治理、人力資源、策略聯盟、ESG、organizational transformation、mediumsized maintenance firms、digital governance、workforce challenges、strategic alliance

Improving Fairness in Cross-domain Recommendation via Adaptive Multi-domain Data Augmentation Technique

資訊管理與財務金融學系財務金融

跨域推薦、群體公平性、資料擴增、對抗式學習、自適應學習、Cross-Domain Recommendation、Group Fairness、Data Augmentation、Adversarial Learning、Adaptive Learning

An Analysis of the Wafer Chip Probing Test Industry: The Business Strategies and Challenges of Foreign Probe Card Companies in Taiwan –A Case Study of Company A

高階主管管理碩士學程

半導體、探針卡、PEST 分析、競爭策略、SWOT 分析、Semiconductor Industry、Probe Card、PEST Analysis、Competitive strategy、SWOT Analysis

Globalization Strategies of Semiconductor OSAT Firms under Geopolitical Tensions

高階主管管理碩士學程

地緣政治風險、OSAT全球化、供應鏈韌性、雙源供應策略、選擇性垂直整合、Geopolitical Risk、OSAT Globalization、Supply Chain Resilience、Dual-­Sourcing Strategy、Selective Integration

Learning to Rank with Heterogeneous Knowledge Graph for Financial Trading Strategy

資訊管理研究所・共同指導：陳安斌

人工智慧、投資組合選擇、排序學習演算法、動量交易策略、異質性知識圖譜、金融時間序列分析、Artificial intelligence、portfolio selection、learning-to-rank algorithms、momentum trading strategy、heterogeneous knowledge graph、financial time series analysis

Fairness-aware Cross-domain Sequential Recommendation with Multi-interest Transfer and Contrastive Learning

資訊管理與財務金融學系財務金融・共同指導：林智勇

跨域序列推薦、群體公平、對比學習、多興趣傳遞、硬負樣本、Cross-domain sequential recommendation、Group fairness、Contrastive learning、Multi-interest transfer、Hard negative sample

Sentiment-aware Reinforcement Learning for Market Making using Knowledge Distillation and Curriculum Learning

資訊管理與財務金融學系財務金融・共同指導：林智勇

強化學習、知識蒸餾、課程學習、市場情緒、概念漂移、Reinforcement Learning、Knowledge Distillation、Curriculum Learning、Market Sentiment、Concept Drift

Mitigating Popularity Bias in Recommendation with Causal Inference and Cross Domain Information Fusion

資訊管理與財務金融學系財務金融

推薦系統、因果推論、資訊融合、流行度偏差、Recommendation、Causal Inference、Data Fusion、Popularity Bias

Machine Learning-Based Day Trading Market Trend Prediction Integrative Application of Market Profile Theory

資訊管理研究所・共同指導：陳安斌

日內交易、特徵工程、機器學習、市場輪廓、趨勢預測、day trading、feature engineering、machine learning、market profile、trend prediction

Mitigating popularity bias in conversational recommendation using causal graph self-supervised learning

資訊管理與財務金融學系財務金融

對話式推薦系統、自監督式學習、因果推論、流行度偏差、Conversational Recommendation System、Self-Supervised Learning、Causal Inference、Popularity Bias

Exploring Key Factors Driving Demand Fluctuations in the Semiconductor Packaging and Testing Industry - A Case Study of Company C

高階主管管理碩士學程・共同指導：林瑞嘉

半導體、供應鏈、影響因子、需求預測、預測模型、Semiconductor、Supply Chain、Influencing Factors、Demand Forecasting、Predictive Models

Exploring the Performance of Vertical Integration in Non-standardized Industries-Using Contact Lenses Company U as an example

高階主管管理碩士學程・共同指導：林智勇

公司治理、垂直整合、非標準化生產、Corporate Governance、Vertical Integration、Non-standardized Production iii

Transformation Strategy of Taiwanese Semiconductor Equipment Manufacturers Under Global Corporate Competition and Cooperation-A Case Study of Company P

高階主管管理碩士學程・共同指導：高國揚

半導體產業、渦輪分子泵浦、技術創新、市場拓展、客戶服務、Semiconductor industry、Turbo Molecular Pumps、Technological Innovation、Market Expansion、Customer Service

Robust Conversational Recommendation System based on Trustworthy Artificial Intelligence

資訊科學與工程研究所・共同指導：彭文志

對話推薦系統、聯邦推薦、自監督學習、相關回饋機制、可信賴人工智慧、Conversational Recommendation System、Federated Recommendation、Self-Supervised Learning、Relevance Feedback Mechanism、Trustworthy Artificial Intelligence

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：劉敦仁

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

Competitive Multi-agent Reinforcement Learning for Real-Time Bidding in Display Advertising

資訊科學與工程研究所・共同指導：黃俊龍

即時競價、競價優化、合成學習環境、演示學習、Real-time bidding、Bid optimization、Synthesized learning environment、Demonstration learning

Learning-based Pairs-trading Strategies Using Heterogeneous Financial Knowledge Graphs

資訊管理與財務金融學系財務金融

知識圖譜、配對交易、機器學習、投資組合管理、Heterogeneous knowledge graph、pairs trading、machine learning、portfolio management

A Study of Strategy of Reshaping Organizational Culture－A Case of W Company

高階主管管理碩士學程・共同指導：高國揚

組織文化、人才留任、缺工、Organizational Culture、Retention、Labor Shortage

Poisoning Attacks Against Federated Recommendation System with Robust Stochastic Updating Mechanism

資訊管理與財務金融學系財務金融

聯合學習、推薦模型、毒藥式攻擊、隱私保護、Federated Learning、Recommender System、Poisoning Attack、Privacy-Preserving

Contextual Reinforcement Learning with Multi-Task Self-Supervised Representation for Market Making

資訊管理與財務金融學系財務金融

造市、情境式強化學習、自監督式學習、連續學習、概念飄移、Market Making、Contextual Reinforcement Learning、Self-Supervised Learning、Continual Learning、Concept Drift

Adversarial Adaptive Data Augmentation for Group Fairness in Cross-domain Recommendation

資訊科學與工程研究所・共同指導：黃俊龍

群體公平性、跨領域推薦、數據增強、對抗學習、Group Fariness、Cross-domain Recommendation、Data Augmentation、Adversarial Learning

A Study On The Intellectual Property Management For Taiwanese FinTech - The Case of Third-Party Payment Service Provider Company

管理學院高階主管管理碩士學程・共同指導：林瑞嘉

金融科技、智慧財產權管理、專利權、第三方支付、無形資產鑑價、FinTech、intellectual property management、patent right、third party payment、appraisal of the intellectual property

The Future Development of Channel Trends for Aquatic Product Suppliers－A Case Study of Aquatic Company S

管理學院高階主管管理碩士學程・共同指導：林瑞嘉

零售營運模式、專家訪談、水產品供應商、SWOT 分析、Retail operation model、expert interview、aquatic product suppliers、SWOT analysis

Development Strategies of Taiwan NetCom Industry in Low Earth Orbit Satellite Communication-A Case Study of Company W

管理學院高階主管管理碩士學程・共同指導：高國揚

低軌衛星、網通廠、6G、Low Earth Orbit、LEO、Satellite、NetCom

The Business Strategy of US’ Semiconductor Equipment Manufacturer in China Market under US-China Trade War: The Case of A-Company

管理學院高階主管管理碩士學程・共同指導：高國揚

中美貿易戰、半導體產業、半導體設備製造商、經營策略、US-China trade war、semiconductor industry、semiconductor equipment manufacturer、business strategy

Research on the Management Strategy of Logistics Companies in Response to Manpower Supply Trends—A Case of Company H

管理學院高階主管管理碩士學程・共同指導：高國揚

物流業理貨人力、人力派遣、派遣管理、Logistics industry tally manpower、manpower dispatch、dispatch management

Strategy of Organizational Change and Value Transformation－A Case Study of Company Q

管理學院高階主管管理碩士學程・共同指導：高國揚

組織變革、價值轉型、醫療、organizational transformation、value transformation、healthcare

A Strategic Research on the Participation of the Aerospace Technology Industry in Defense Resource Privatization ­- A Case Study of Link Wave Aerospace Technologies

管理學院高階主管管理碩士學程・共同指導：林智勇

航太產業、國防產業、雷達發射機、衛星通訊、國防資源釋商、烏俄戰爭、國防預算、兩岸關係、aerospace industry、defense industry、radar transmitters、satellite communication、defense resource procurement、Russia­Ukraine War、defense budget、cross­strait relations

The Differentiation Strategy of Outsourcing Quality Management for Consumer and Automotive Products of Power Device Design Companies

管理學院高階主管管理碩士學程・共同指導：高國揚

外包、電動車、車用產品、MOSFET、供應鏈、Outsourcing、Electric Vehicle(EV)、Automotive Product、Supplier Chain

Exploration of Sustainable Business Strategies in the Semiconductor Cleanroom Equipment 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：高國揚

無塵室設備、SWOT 分析、經營策略、企業轉型、永續經營、Cleanroom equipment、SWOT analysis、Business strategy、Corporate transformation、Sustainable management

Innovative Sustainable Development Strategy of Semiconductor Cleanroom Equipment Manufacturer Based onOrganizational Culture Transformation -­ A Case Study of Company A

管理學院高階主管管理碩士學程・共同指導：高國揚

無塵室設備商、疫後新常態、組織文化變革、人才培育、ESG、永續經營、SWOT 分析、Cleanroom equipment suppliers、Post-­pandemic new normal、Organizational cul­ture change、Talent cultivation、Sustainable management、SWOT analysis

Knowledge Distillation for Portfolio Management using Multi-agent Reinforcement Learning

財務金融研究所

多智能體強化式學習、知識蒸餾、虛擬股票市場、投資組合、Multi-Agent Reinforcement learning、Knowledge distillation、Artificial stock market、Portfolio management

Competitive Reinforcement Learning with Fuzzy Logic for Trading Strategy Allocation

財務金融研究所

強化學習、多重交易策略配置、競爭式代理人、模糊邏輯、reinforcement learning (RL)、multistrategy allocation、competitive trading agents、fuzzy logic

Virtual Reality Head-Mounted Display Industry Analysis and Competitiveness Research - A Case Study of Company I

管理學院高階主管管理碩士學程・共同指導：高國揚

元宇宙、頭戴顯示裝置、metaverse、head-mounted display device、VR、LTPO、Micro OLED

Development Strategy of Memory Industry in Response to Geopolitical Challenges in the Post-­Pandemic Era – A Case Study of Company M

管理學院高階主管管理碩士學程・共同指導：高國揚

記憶體、發展策略、後疫情、競爭趨勢、地緣政治、遠期定價協議、全球在地化、未來新興應用市場、Memory、DRAM、Development Strategy、Post-Pandemic、Competitive Trends、Geopolitics、Forward Pricing Agreement、Global Localization、Future Emerging Application Market

Inertial Force Identification and Forecasting in Intraday Trading Using Artificial Intelligence

管理學院資訊管理學程・共同指導：陳安斌

人工智慧、技術指標、鈍化預測、投資策略、分類預測、artificial intelligence、technical indicators、passivation forecast、classification forecast

Deep Learning­based Correlation Analysis Between Accommodation Prices and Room Characteristics

管理學院資訊管理學程

房價預測、機器學習、深度學習、神經網路、多任務學習、house price prediction、machine learning、deep learning、neural network、multi­task learning

Online Reinforcement Learning With Adaptive Exploration for Portfolio Management Based on Multi-task Self-supervised Representation

資訊管理研究所

在線學習、自監督學習、強化學習、投資組合管理、Online learning、Self-supervised learning、Reinforcement learning、Portfolio management

Cross-Domain Recommendation with Multi-Interest Transferal via Contrastive Learning

資訊管理研究所

跨領域推薦、多興趣、對比學習、Cross-Domain Recommendation、Multi-Interest、Contrastive Learning

Adaptive Adversarial Contrastive Learning for Cross-Domain Recommendation

資訊管理研究所

自監督式學習、對比學習、對抗式學習、強化學習、跨領域推薦、協同過濾、Self-supervised Learning、Contrastive Learning、Adversarial Learning、Reinforcement Learning、Cross-domain Recommendation、Collaborative Filtering

Efficient Online Learning with Self­supervised Exploration for Conversational Recommendation

資訊管理研究所

對話式推薦系統、在線學習、自監督式學習、強化學習中的探索機制、Conversational Recommendation System、Online Learning、Self-­supervised Learning、Exploration of Reinforcement Learning

Explainable Conversational Recommendation with Neural-Symbolic Learning

資訊管理研究所

神經符號學習、對話式推薦、解釋型推薦、推薦系統、Neural­-symbolic Learning、Multi-round Conversational Recommendation、Explainable Recommendation、Recommender Systems

Modeling Cross­-session Information with Multi­-interest Graph Neural Networks for Next-­item Recommendation

資訊管理研究所・共同指導：陳安斌

序列推薦、多興趣、圖神經網路、Next-item recommendation、Multi-interest、Graph neural network

Applying Deep Relation Network to Analyze Dynamic Correlation of Financial Markets for Stock Selection

財務金融研究所

選股、下行風險、索提諾比率、關係神經網路、stock selection、downside risk、sortino ratio、relation network

A Company Strategic Study from Medicine Biotechnology to Electronic Industry - A Case Study of Company M

管理學院高階主管管理碩士學程・共同指導：高國揚

公司併購、數位轉型、戰略研究、永續經營、創新營運、Enterprise Merger and Acquisition、Digital Transformation、Strategy Study、Sustainable Development、Innovative Operation

A Study of Demand and Potentiality in Digital Matching Platform for Elderly Care

管理學院高階主管管理碩士學程・共同指導：林瑞嘉

銀髮世代需求、數位媒合平台、專家訪談、問卷調查、Demands of elderly、Digital matching platform、Expert interviews、Questionnaire survey

Digital Transformation of Product Designin in the PostEpidemic Era –A Case Study of IC Design Company G

管理學院高階主管管理碩士學程・共同指導：高國揚

晶片設計、新冠肺炎、設計導入、數位轉型、SWOT 分析、chip design、COVID-19、design-in、digital transformation、SWOT analysis

Breakthrough Strategy and Transformation of the Semiconductor Packaging and Testing Industry in the Post-Moore Era

管理學院高階主管管理碩士學程・共同指導：高國揚

半導體、摩爾定律、供應鏈、先進晶圓製造、先進封裝、semiconductor、Moore's Law、Supply Chain、Advanced Wafer Manufacturing、Advanced Packaging

A Study of Business Strategy in Hotel Industry - A Case of Hualian Hotel A

管理學院高階主管管理碩士學程・共同指導：高國揚

花蓮、城市度假飯店、策略規劃、營運策略、Hualien、city resort hotel、strategic planning、operational strategy

The Latecomers Surpass the Old­Timers in the Gift (Ticket) Voucher Market － A Case of Company

管理學院高階主管管理碩士學程・共同指導：林瑞嘉

禮 (票) 券市場、電子票券、發行禮券、經營策略、Gift (ticket) coupon market、Electronic coupons、Issue coupon、Business strategy

The Business Strategy and Competitive Advantage of Taiwan Semiconductor Testing Industry A Case Study of Company Y

管理學院高階主管管理碩士學程・共同指導：林智勇

半導體測試設備、產業供應鏈、競爭優勢、核心能力、經營策略、Semiconductor Test Equipment、Industrial Supply Chain、Competitive Advantage、Core Competence、Business Strategy

Benefit Evaluation of Importing Self­Service System of Chinese Medicine Clinics in the Era of Smart Healthcare

管理學院高階主管管理碩士學程・共同指導：林瑞嘉

智慧醫療、無人經濟、自助服務機、效益評估、主觀感受調查、smart medical care、unmanned economy、self­-service machine、benefits evaluation、subjective perception research

Strategy Study on Health Management Service Mode of TWS Take Company H As an Example

管理學院高階主管管理碩士學程・共同指導：林瑞嘉

人工智慧、無線耳機、異質整合、健康監管、商業畫布、Artificial Intelligence (AI)、True Wireless Stereo (TWS)、Hetrogehous Integration、Healthcare Service、Business Canvas

Market Development Strategies for Memory Testing Device Interface Card ­ A Case Study of Company S

管理學院高階主管管理碩士學程・共同指導：林瑞嘉

半導體設備產業、永續經營、專家訪談、競爭策略、SWOT 分析、Semiconductor Equipment Industry、Sustainability Operation、Expert Interview、Competitive Strategy、SWOT Analysis

The Study on Sustainable Operation Strategy of Taiwan’s High­Tech Industry Logistics Enterprises - A Case Study on Company S

管理學院高階主管管理碩士學程・共同指導：林智勇

永續經營、智慧物流、數位轉型、企業永續發展、Sustainable Development、Intelligent Logistics、Digital Transformation、ESG

The Research on Strategy Planning for Management of Compatible Toner Industry - A Case Study of Company T

管理學院高階主管管理碩士學程・共同指導：林智勇

列印、回收卡匣、兼容碳粉、碳粉產業、Printing、Recycle Cartridge、Compatible Toner、Toner Industry

The Study of the Influence of Wireless Mesh Router on Network Company and the Future Development ­ A Case Study of Company A

管理學院高階主管管理碩士學程・共同指導：高國揚

無線網路、無線網狀路由器、無線區域網路、Wi­Fi、Mesh Router、Wireless Local Area Network

Discussion on the Business Strategy of Circular Economy －A Case Study of Company J

管理學院高階主管管理碩士學程・共同指導：林智勇

循環經濟、資源再造、十三五規劃、資源回收、資源循環、SWOT分析、經營策略、Circular economy、Recycle、13th Five-year Plan、Reusable、SWOT analysis、Business management

Poisoning Attack Against Face Authentication Based On Generative Deformation Model

資訊管理研究所・共同指導：陳安斌

臉部辨識、對抗性攻擊、毒藥性攻擊、電腦視覺、圖像變形、資訊安全、facial recognition、adversarial attack、poisoning attack、computer vision、image deformation、information security

How to Moving Toward Sustainable Business of Semiconductor Machinery and Equipment Industry - A Case Study of Company F

管理學院高階主管管理碩士學程・共同指導：高國揚

半導體設備產業、永續經營、競爭策略、SWOT 分析、專家訪談、Semiconductor equipment Industry、Sustainability Operation、Expert Interview、Competitive Strategy、SWOT Analysis

A Multi-Agent Virtual Market Model for Generalization in Reinforcement Learning Based Trading Strategies

資訊管理研究所

深度學習、交易策略、金融科技、強化學習、Deep learning、Trading strategy、Neural network for finance、Reinforcement learning

Hierarchical Reinforcement Learning for Conversational Recommendation with Knowledge Graph Reasoning and Heterogeneous Questions

資訊管理研究所・共同指導：陳安斌

推薦系統、對話式推薦、階層式強化學習、知識圖譜推理、Conversational recommendation system (CRS)、Reinforcement learning (RL)、Knowledge graph reasoning

Reinforced PU-learning with Hybrid Negative Sampling Strategies for Recommendation

資訊管理研究所・共同指導：陳安斌

推薦系統、PU學習方法、負樣本抽樣、混合式負樣本抽樣策略、強化學習、Recommendation、Positive-Unlabeled Learning、Negative Sampling、Hybrid Negative Sampling Strategies、Reinforcement Learning

Evolving Intra­and Inter­Session Graph Embedding for Next Item Recommendation

資訊管理研究所

工作階段、推薦系統、演化式圖神經網路、深度學習、個人化、Session、Recommendation System、Evolving Graph、Deep Learning、Personalized

Reinforced Graph Adversarial Learning based on Node-­adaptive Strategy

資訊管理研究所

對抗式訓練、圖學習、強化式學習、圖卷積網路、對抗式防禦、Adversarial Training、Graph-based Learning、Reinforcement Learning、Graph Convolutional Networks、Adversarial Defense

Member-Augmented Group Recommendation with Multi-Interest Framework and Knowledge Graph Embeddings

資訊管理研究所

群體推薦、擴增技術、知識圖譜、使用者偏好、Group recommendation、Augmentation、Knowledge graph、User preference

High-potential customer identification model in the security industry based on machine learning techniques

管理學院資訊管理學程

機器學習、精準行銷、證券商、現股當沖、複委託股票、machine learning、precise marketing、securities company、day trade、foreign stoc

Discussion on the Feasibility of Optimizing Strategy for Taiwan’s Renewable Energy Conversion

管理學院高階主管管理碩士學程・共同指導：陳安斌

美中貿易爭端、再生能源、太陽能、離岸風電能、儲能系統、RE100、COP25、U.S.­-China trade dispute、renewable energy、solar energy、offshore wind power、energy storage system

Research for Family Office’s Opportunities and Business Model in Taiwan

管理學院高階主管管理碩士學程・共同指導：陳安斌

家族傳承、資產管理、家族辦公室、營運模式、企業永續、Entrepreneurial Family、Succession Plan、Family Wealth Management、Family Office、Business Model、Family Unity

Research on the Strategy of Sustainable Operations of an Unlisted Company — A Case Study of Independent Manufacturer of Memory Products of K Company

管理學院高階主管管理碩士學程

個案研究、記憶體模組產業、經營策略、核心價值、品牌優勢、Case Study、Memory Module Industry、Strategic Planning、Core Value、Brand Advantage

The Research on the Business Strategies of Specialized Bank for Small and Medium­Size Enterprises

管理學院高階主管管理碩士學程

經營策略、專業銀行、數位轉型、中小企業、Business Strategy、Specialized Bank、Digital Transformation、Small and Medium­-size Enterprise

GaN on Si Power Devices–Research on the Marketing and Development Strategy of a Fabless Design in Navitas Company

管理學院高階主管管理碩士學程

無晶圓廠、功率半導體元件、矽基氮化镓、商業模式、Fabless、Power Device、GaN on Si、Business Model

Discussion on the Feasibility of Black Soldier Fly Green Circular Economy

管理學院高階主管管理碩士學程

綠色循環經濟、商業九宮格、SWOT分析、黑水虻、Green Circular Economy、Business Model Canvas、SWOT、Black Soldier Fly

The Influence of Changing Leadership on the Strategy and Implementation of Business Transformation and Development of Sustainable Management–A Case Study of J Company

管理學院高階主管管理碩士學程

個案討論、經營發展策略、永續經營、組織轉型成功8步驟、SWOT分析、Case study、Business development strategy、Sustainable operation、steps to successful organizational transformation、SWOT analysis

A Study on Business Model of a Wireless Technology based Company A that Transformed to Excellence

管理學院高階主管管理碩士學程・共同指導：陳安斌

無線通訊、精實創業、功率放大器、藍牙通訊、射頻技術、Wireless communication、Lean entrepreneurship、Power amplifier、Bluetooth communication、Radio frequency technology

Modeling Dynamic Stock Correlations for Trend Prediction Using Attentive Graph Embedding

資訊管理研究所・共同指導：陳安斌

股票預測、動態圖、注意力機制、對抗式學習、trend prediction、dynamic graph、attention mechanism、adversarial training

Evolving Knowledge Graph Representation Learning with Multiple Attention Strategies for Recommender System

資訊管理研究所・共同指導：陳安斌

深度學習、知識圖譜表示學習、動態圖譜表示學習、多專注策略、推薦系統、Deep Learning、Knowledge Graph、Dynamic Graph、Multiple Attention Strategies、Recommendation

A study of house price prediction model based on deep learning techniques

管理學院資訊管理學程

實價登錄、房價預測、類神經網路、深度學習、閘門網路、集成學習、Actual price registration、Home price prediction、Neural network、Deep learning、Gating network、Ensemble Learning

Customized Product Label Decision Support System based on AI Techniques - An Empirical Study on W Manufacturing Company

管理學院資訊管理學程

製造業、客製化標籤、簽核、表單、人工智慧、manufacturing、product label、workflow、form、artificial intelligence

Discussion on the Risk Control Mechanism of Taiwan Futures

管理學院高階主管管理碩士學程・共同指導：陳安斌

臺灣期貨、風險控管、專家訪談、動態價格穩定、流動性風險、Taiwan Futures、Risk Control、Expert interview、Dynamic Price Stability、Fluidity Risk

Interpretable stock anomaly detection based on Spatio-temporal relation networks with Genetic Algorithm

資訊管理研究所・共同指導：陳安斌

異常檢測、關係網路、基因演算法、可解釋性模型、Anomaly Detection、Relation Network、Genetic Algorithm、Interpretable Model

Exploring Correlation between Stock Price and Patent Indicators with LSTM-KNN model

管理學院資訊管理學程

機器學習、人工智慧、專利評價、專利指標、股價預測、machine learning、patent indicator、patent evaluation、stock price prediction

Adversarial Attacks against Reinforcement Learning-­based Portfolio Management Strategy

資訊管理研究所・共同指導：陳安斌

強化式學習、對抗式攻擊、投資組合策略、Reinforcement Learning、Adversarial Attack、Portfolio Management Strategy

Deep House Price Prediction Model using Heterogeneous Data Analysis with Joint Self-Attention Mechanism

資訊管理研究所・共同指導：陳安斌

房價預測、異質性資料、google街景圖、空間轉換網路、共同注意機制、house price prediction、heterogeneous data、google satellite map、spatial transformer network、joint self-attention mechanism

PU-Learning-based Recommendation System using Heterogeneous Graph Embedding and Homogeneous Graph Cut

資訊管理研究所・共同指導：陳安斌

正樣本與未分類樣本之學習方法、異質圖嵌入、同質圖分割、推薦系統、PU-learning、Heterogeneous Graph Embedding、Homogeneous Graph Cut、Recommendation System

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：劉敦仁

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

Challenges for Start-up IC Design Companies to Enter the Chinese Market –the Case Study for E BLDC Motor IC Design Company

管理學院高階主管管理碩士學程・共同指導：陳安斌

IC 設計、SWOT 分析、直流無刷馬達、微控制器、IC design、SWOT analysis、Brushless DC motor、MCU

A Study on the Importance of Enterprise Transformation - A Case Study of MK Company

管理學院高階主管管理碩士學程・共同指導：陳安斌

雙軌轉型、創新商業模式、推動企業雙軌轉型課題、雙軌轉型領導人具 備特質、Dual Transformation、Innovative business model、Promoting the dual-track transformation of enterprises、Leaders of dual-track transformation possess qualities

Research on Diversified Development Strategies of Material Agents in Electronics Industry A Case Study of Company N

管理學院高階主管管理碩士學程・共同指導：陳安斌

SWOT 分析、策略規劃、個案研究、電子產業、SWOT Analysis、Strategic Planning、Case Study、Electronics Industry

Analysis on Future Development Strategy of Casting Industry in Taiwan-a Case Study of F Company

管理學院高階主管管理碩士學程・共同指導：陳安斌

鑄造、加工、五力分析、SWOT、智慧製造、metal casting、Porter’s five forces analysis、SWOT analysis、intelligent manufacturing

A Research on Product Selection and Strategy of New Venture Center ­-a Case Study of S Company＇s Sound Insulation Product Practice

管理學院高階主管管理碩士學程・共同指導：陳安斌

經營策略、五力分析、個案研究、品牌形象、專家訪談、Business strategy、five­force analysis、case studies、brand image、expert interviews

Apply Private Equity Financial Instruments to Consolidate the Company's Operation and Equity Strategy - a Case Study of Company A

管理學院高階主管管理碩士學程・共同指導：陳安斌

策略管理、個案研究、股權、私募、Strategic Management、Case Study、Stockholder's Equity、Private Placement

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：劉敦仁

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 Case Study of Sole Proprietorship Creating 100 million revenue-A Case Study of Innovative Goods in Company I

管理學院高階主管管理碩士學程・共同指導：陳安斌

創業、迪士尼、新創、個案分析、Entrepreneurship、Disney、Startup、Case Study

The Analysis of Business Strategy and Competitive Advantage of Taiwan area Route­permitted Transportation Company ­- A case study of H company

管理學院高階主管管理碩士學程・共同指導：陳安斌

汽車路線貨運業、SWOT 分析、五力分析、Route­permitted transportation company、SWOT analysis、Porter’s five forces analysis

Applying Improved Deep Capsule Network to Analyze Limit Order Books for Day Trading

資訊管理研究所・共同指導：陳安斌

膠囊神經網路、限價委託簿、買賣差價分類預測、Capsule Network、Limit Order Books、Bid-Ask Price Spread Crossing Classification

Semi-Supervised Trading Strategy Learning with Generative Adversarial Networks from Market Making Transactions

資訊管理研究所・共同指導：陳安斌

生成對抗網路、深度學習、半監督式學習、造市者、交易策略、Generative Adversarial Network、Semi-Supervised Leaning、Deep Learning、Market Maker、Trading Strategy

Next Focus of Semiconductor Foundry Services in Taiwan for More Than Moore Technology Domain

管理學院高階主管管理碩士學程・共同指導：陳安斌

More Than Moore、特殊及成熟製程、晶圓代工、IDM、special & mature semiconductor technologies、foundry

Poisoning Attacks against Knowledge Graph-based Recommendation using Deep Reinforcement Learning

資訊管理研究所・共同指導：陳安斌

毒藥式攻擊、對抗攻擊、知識圖譜推薦、深度強化學習、Poisoning Attacks、Adversarial Attacks、Knowledge Graph-based Recommendation、Deep Reinforcement Learning

Improving Generalization in Reinforcement Learning based Trading Strategy using Generative Adversarial Market Model

資訊管理研究所・共同指導：陳安斌

強化學習、投資策略、資產配置、人工股票市場、Reinforcement learning、Trading strategy、Portfolio management、Artificial market

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：劉敦仁

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

Towards the World's Top Brand of Japanese Cuisine－A Case Study of Company Goosebumps

管理學院高階主管管理碩士學程・共同指導：陳安斌

日式料理、經營策略、專家訪談、個案研究、SWOT分析、品牌形象、Japanese cuisine、Business strategy、Expert interviews、Case studies、SWOT analysis、Brand image

Procurement strategies and application of Foundry in Taiwan - A Case Study of Company U

管理學院高階主管管理碩士學程・共同指導：陳安斌

晶圓代工、特殊製程、物聯網、人工智慧、車用IC、供應鏈、採購策略、Foundry、Special process、IoT、AI、Auto IC、Supplier chain、Procurement Strategy

A Research of Textile Industry on Investment Strategies for Mexico in North America - A Case Study of Company N

管理學院高階主管管理碩士學程・共同指導：陳安斌

紡織業、海外投資、經營策略、SWOT分析、Textile industry、overseas investment、business strategy、SWOT analysis

The Research on Probe Card Industry Development for New Startup Company's Business Strategy Planning in Taiwan ─ a Case Study of Company A

管理學院高階主管管理碩士學程・共同指導：陳安斌

策略分析、半導體、經營策略、個案分析、專家訪談、Strategic analysis、Semiconductor、Business strategy、Case study、Expert interview

Applying Improved Spiking Neural Network to Model Broker Branches Information for Stock Market Anomaly Prediction

資訊管理研究所・共同指導：陳安斌

脈衝神經網路、券商分點、趨勢預測、異常偵測、Spiking Neural Network、Broker Branches、Trend Prediction、Anomaly Detection

A Question Answering System for Financial Time-Series Correlation Based on Improved Gated Graph Sequence Neural Network with Attention Mechanism

資訊管理研究所・共同指導：陳安斌

圖神經網路、關係網路、問答應用、理財機器人、Graph Neural Network、Relational Network、QA System、Robo-Advisor

Interactively Transfer Chinese Ink Painting into Realistic Image Using Border Enhance Generative Adversarial Network

資訊管理研究所

深度學習、風格轉換、生成式對抗網路、互動式、Deep learning、Style transfer、Generative Adversarial Network、Interactive

A Novel Deep Reinforcement Algorithm with Adaptive Sampling Strategy for Continuous Portfolio Optimization

資訊管理研究所・共同指導：陳安斌

深度強化學習、投資組合最佳化、Deep reinforcement learning、Portfolio optimization

Generating Trading Strategy from Sensitive Expert Data Based on Privacy-Preserving Generative Adversarial Imitation Network

資訊管理研究所・共同指導：陳安斌

生成對抗網路、模仿學習、隱私保護、Generative Adversarial Network、Imitation Learning、Privacy-Preserving

A Research on Competitive Strategies of State-owned Banks in Taiwan – A Case Study of L Bank

管理學院高階主管管理碩士學程・共同指導：陳安斌

經營策略、競爭策略、公股銀行、SWOT分析、Business strategy、competitive strategy、state-owned banks、SWOT analysis

A Research of Strategy Analysis in Electronics Biomedical 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：陳安斌

物聯網、大健康、人工智慧、大數據、獨角獸、囚徒困境、AIoT、AIoP、mobile health、big data、unicorn、prisoner’s dilemma

The Dilemmas and Challenges Confronted In Lean Start-up Company ─ A case study of Mitsutomo Group

管理學院高階主管管理碩士學程・共同指導：陳安斌

精實創業、代理商、案例、鐵氟龍、高溫塑料、色母、Lean Start-up、Agent、Case Study、Teflon、high temperature plastic、color master batch

A Research on Breaking through the Management Strategy of Traditional Small Dining Restaurants in Taiwan - A Case Study of Company D

管理學院高階主管管理碩士學程・共同指導：陳安斌

經營策略、品牌形象、個案研究、SWOT分析、傳統小吃、Business strategy、Brand、Case study、SWOT analysis、Traditional Small Dining Restaurants

Deformation invariant surface matching technique based on deep object detection

資訊管理研究所・共同指導：陳安斌

物件偵測、圖像匹配、三維變形、深度學習、擴增實境、object detection、image matching、deformation invariant、spline interpolation、augmented reality

Multi-agent Based Deep Reinforcement Learning for Risk-shifting Portfolio Management

資訊管理研究所・共同指導：陳安斌

資產管理、風險控制投資組合、深度強化學習、深度學習、多代理人深度學習、portfolio management、portfolio selection problem、deep reinforcement learning、deep learning、multi agent

Interpreting Deep Learning Models for Sequential Data Analytics Based on Improved LIME Algorithms

資訊管理研究所・共同指導：陳安斌

LIME演算法、剖析深度學習模型、序列資料分析、LIME Algorithm、Interpreting Deep Learning Models、Sequential Data Analytics

Profit model of electronic shelf label in Taiwan - A Case Study of Company M

管理學院高階主管管理碩士學程・共同指導：陳安斌

電子貨架標籤、新零售、智慧零售、智慧工廠、智慧醫療、贏利模式、Electronic Shelf Label、New Retail、Smart Retail、Smart Factory、Smart Health、Profit model

Financial Product Design for Import and Export Trading Company in Response to Exchange Rate Change – A Case Study of Company G

管理學院高階主管管理碩士學程・共同指導：陳安斌

個案研究、進出口貿易公司、金融商品、匯率風險、Case study、Import and export trading corp.、Derivative、Currency risk

A Novel Explainable Mutual Fund Recommendation System Based on Deep Learning Techniques with Knowledge Graph Embeddings

資訊管理研究所・共同指導：陳安斌

知識圖譜、基金推薦、可解釋推薦、可解釋AI、knowledge graph、fund recommendation、explainable recommendation、explainable AI

Applying Automatic Deep Learning to Estimate Risk Neutral Density for Option Pricing and Trading

資訊管理研究所・共同指導：陳安斌

選擇權定價、自動深度學習、風險中立機率密度、選擇權交易、Option Pricing、Automatic Deep Learning、Risk Neurtral Density、Option Trading Strategy

Applying Deep Graphical Collaborative Filtering Algorithm to Analyze Trading Behavior Sequence for Mutual Fund Recommendation

資訊管理研究所・共同指導：陳安斌

深度協同過濾、圖譜神經網路、節點嵌入、共同基金推薦、精準行銷、Deep Collaborative Filtering、Graph Neural Network、Node Embedding、Mutual Fund Recommendation、Precision Marketing

A Research of Monopoly Enterprise in Sustainable Development - A Case Study of Company TF

管理學院高階主管管理碩士學程・共同指導：陳安斌

壟斷企業、靛藍染料、企業生命週期、環保意識、Monopoly Enterprise、Indigo Dye、Adizes Corporate Life Cycle、Environmental Awareness

A Research on Business Strategy of Taiwan’s Chain Pharmacies Medical Platform - Case Study of Company G

管理學院高階主管管理碩士學程・共同指導：陳安斌

連鎖藥局、專家訪談、經營策略、SWOT 分析、Chain drug bureau、Expert interview、Business strategy、SWOT analysis

Deep Group-Aware Ranking for Portfolio Selection and Optimization

資訊管理研究所・共同指導：陳安斌

深度排序、強化學習、投資組合選擇、投資組合優化、金融、Deep ranking、Reinforcement learning、Portfolio selection、Portfolio optimization、Finance

Applying Generative Adversarial Imitation Learning with Data Augmentation to Expert Trading Strategy Cloning

資訊管理研究所・共同指導：陳安斌

生成對抗模仿學習、數據擴增技術、行為金融學、交易分析、演算法交易、Generative Adversarial Imitation Learning、Data Augmentation、Behavioral Finance、Algorithmic Trading、Trading Analysis

Applying Deep Learning and Super Resolution Techniques to Factorize Financial Time-series by Market Participants

資訊管理研究所・共同指導：陳安斌

超解析度、深度學習、市場參與者、投資人分析、super resolution、deep learning、market participants、investors analysis

Improve cold-start problem of recommendation system for financial products using few-shot deep learning

資訊管理研究所・共同指導：陳安斌

深度學習、機器學習、少樣本學習、推薦系統、冷啟動、台股、Deep Learning、Machine Learning、Few-shot Learning、Recommendation、Cold-start、Taiwan stocks

A hybrid digital watermarking technique for 3D point clouds based on deep optimization network

資訊管理研究所

深度學習、機器學習、數位浮水印、點雲、3D 物件、混合式數位浮水印、Deep learning、machine learning、digital watermarking、point cloud、hybrid watermark

Developing Novel Position Sizing Techniques Based on Hierarchical Reinforcement Learning with Risk Management

資訊管理研究所・共同指導：陳安斌

階層式強化學習、金融市場交易、風險管理、部位控制、Hierarchical reinforcement learning (HRL)、financial trading、risk management、position sizing

Applying multimodal deep reinforcement learning with sentiment Influence model to the trading strategies

資訊管理研究所・共同指導：陳安斌

多模式學習、增強式學習、語意影響力模型、股票交易策略、Multimodal learning、Reinforcement learning、Sentiment influence、Stock trading strategy

Case Study : Taiwan Company Merges Western Company Example : Company A Merges Company B

管理學院高階主管管理碩士學程・共同指導：陳安斌

跨國併購、SWOT 分析、跨文化管理、Foreign acquisition、SWOT analysis、Cross-cultural management

The Countermeasures of Securities Industry under Financial Technology

管理學院高階主管管理碩士學程・共同指導：陳安斌

數位金融、金融科技、監理沙盒、專家訪談、digital finance、financial technology、supervision sandbox、expert interview

Developing Intelligent Blockchain For The Distributed Ranking System Based On Automated User Credit Evaluation

資訊管理研究所・共同指導：陳安斌

區塊鏈、評分優化系統、區塊鏈智慧化、Blockchain、Distributed Ranking System、Intelligent Blockchain

The Technology Selection Research for Using Low-Power Wide-Area Network in Internet of Things

管理學院高階主管管理碩士學程・共同指導：陳安斌

技術選擇、專家訪談、SWOT分析、人工智慧、寒武紀大爆發、智慧聯網、物聯網、低功耗廣域網路、Technology selection、In-depth Interview、SWOT analysis、Artificial Intelligence、Cambrian outbreak、Smart connections、IoT (The Internet of Things)、LPWAN (Low Power Wide Area Network)

Research on M&A Case Evaluation of Large-scale Financial Companies─ A M&A Case study of T Bank & C Bank

管理學院高階主管管理碩士學程・共同指導：陳安斌

公司併購、銀行併購、政府、Corporate Merger and Acquisition、Bank Mergers and Acquisitions、Government

The Development and Opportunity of Taiwanese Information Technology - A case study of Technology Company S

管理學院高階主管管理碩士學程・共同指導：陳安斌

SWOT分析、專家訪談、資訊通路商、競爭策略、SWOT Analysis、Expert Interview、IT Distributor、Competitive Strategy

A hybrid convolutional neural networks with sparse coding for intelligent future trading strategy design

資訊管理研究所・共同指導：陳安斌

深度學習、機器學習、智慧交易、交易策略、卷積式類神經網路、卷積稀疏編碼、稀疏編碼、Deep learning、machine learning、intelligent trading、trading strategy、convolutional neural networks、convolutional sparse coding、sparse coding

Applying smart blockchain techniques and regulatory technology to design complicated multi-party trading syste

資訊管理研究所・共同指導：陳安斌

區塊鏈、監管科技、可轉換公司債、Blockchain、RegTech、Convertible bonds

An improved deep learning approach to model arbitrage strategy in high-frequency pairs trading

資訊管理研究所・共同指導：陳安斌

深度學習、卷積神經網路、Filterbank Learning CNN、機器學習、配對交 易、統計套利、時間序列分析、Deep Learning、Convolutional Neural Networks、Machine Learning、Pairs Trading、Statistical Arbitrage、Time Series Analysis

A machine learning approach to analyze the relationship between Bitcoin transaction behavior and currency exchange rates

資訊管理研究所・共同指導：陳安斌

比特幣、自適應增強、類神經網路、匯率、支援向量迴歸、Bitcoin、Adaboost、Exchange rate forecasting、Affinity Propagation、Neural Network、Support Vector Machine

Study on Height Improvements Following Growth Modulator Managements among Taiwanese Teenage Students -a Case Study of Company M

管理學院高階主管管理碩士學程・共同指導：陳安斌

孩童生長、身材矮小、生長遲緩、生長激素、生長激素缺乏、children growth、short stature、growth disorder、growth hormone、growth hormone deficiency

Privacy-preserving blockchain system and application design based on multiple encryption and authority management

資訊管理研究所・共同指導：陳安斌

區塊鏈、許可制架構、權限管理、多通道設計、多重加密、時效性設計、混合式區塊鏈設計、競標系統、Blockchain、Permission Architecture、Authority Management、Multi-Channel、Multiple Encryption、Timeliness Design、Hybrid Chain、Bidding System

Blockchain Security Enhancement Based On Biometric Encryption and Computer Vision Techniques

資訊管理研究所・共同指導：陳安斌

區塊鏈、生物加密、電腦視覺、機器學習、blockchain、biometric encryption、computer vision、machine learning

The Strategies for Banks under the Influence of FinTech – A Case Study of Bank S

管理學院高階主管管理碩士學程・共同指導：陳安斌

金融科技、SWOT分析、專家訪談、銀行產業、FinTech、SWOT、Interview Survey、Bank industry

A Study of Sun-Tzu Art of War on Successful Business Competitive Strategies to Win from Weakness - A Case Study of Company S

管理學院高階主管管理碩士學程・共同指導：陳安斌

資訊科技、孫子兵法、創造競爭優勢、以小搏大、以弱勝強、Information Technology、The Art of War、Competitive Advantage

The Competition Strategy Study on Advanced Material Development in Taiwan Semiconductor 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：陳安斌

半導體產業、摩爾定律、核心競爭力、領導管理、Semiconductor industry、Moore's Law、Core competence、Leading Management

Prediction of Price Trends in Financial Markets based on Deep Learning Technique

資訊管理研究所・共同指導：陳安斌

深度學習、資料二維化、價格趨勢預測、卷積式類神經網路、機器學習、deep learning、data visualization、trend prediction、convolutional neural network、machine learning

Intelligent Intra-daily Trading Volume Modeling and Prediction in the Taiwan Stock and Futures Markets

資訊管理研究所・共同指導：陳安斌

線性迴歸、前饋式類神經網路、倒傳遞類神經網路、極速學習機、穩健迴歸、日交易量預測、支援向量迴歸、Trading volume prediction、Regression、Artificial Neural Networks、Extreme Learning、Support Vector Machine

A Real-Time Trading Decision Support System Based On Adaptive Machine Learning and Parallel Computing Techniques

資訊管理研究所・共同指導：陳安斌

自適應增強演算法、成對特徵學習、交易決策輔助系統、平行運算、開放式計算語言、Adaboost、Paired feature learning、Trading decision support system、Parallel Computing、Open Computing Language

Develop Calendar Effect-based Trading Strategy Using Time-series Modeling and Artificial Intelligence Methods

資訊管理研究所・共同指導：陳安斌

星期效應、線性判別分析、支持向量機、類神經網路、技術指標、機器學習、Day-of-the-week effect、Linear Discriminant Analysis、Support Vector Machine、Back-Propagation Neural Networks、Technical Indicators、Machine Learning

A novel portfolio diversification and risk reduction strategy based on affinity propagation clustering algorithm

資訊管理研究所・共同指導：陳安斌

投資組合、人工智慧、分群演算法、Affinity Propagation、時間序列共變異數、技術指標、財報相關資訊、雙值收益率、Portfolio、Artificial Intelligence、Clustering Algorithms、Time Series Covariance、Technical Specifications、Financial Report、Binary Stock Yield