在學中
張逢恩 - Recommendation System
葉娟鳳 - Smart Medical Prediction
戴盈采 - LLM based Recommendation
陳宥廷 - LLM based Recommendation
戴宇彣 - Smart Medical Prediction
劉益彰- LLM based Explainable Recommendation
吳立歆 -
畢業生學
113 劉婷瑋 具動態使用者偏好雙序列Transformer之個人化可解釋推薦方法 [Dual-Sequence Transformer for Personalized and Explainable Recommendations with Dynamic User Preferences ]
113 呂宗諭 基於擴散資料增強與雙層級對比學習之序列推薦方法 [Item- and Sequence-Level Contrastive Learning via Diffusion-Based Data Augmentation for Sequential Recommendation ]
112 謝奕箴 以評分和項目資訊增強之個人化可解釋推薦 [Enhancing Personalized Explainable Recommendation with Rating and Item Information]
112 紀欣佑 多任務學習之具解釋性呼吸器脫離預測 [Multi-Task Learning for Interpretable Weaning Prediction]
112 詹凱博 多角度標註之 Mask-RCNN 瑕疵檢測方法 [A Defect Detection Method using Mask-RCNN with Multi-Angle Marking] (在職生)
112 劉璿鈞 以標籤感知圖卷積網路建構之文本分類方法 [Label-Aware Graph Convolutional Network for Text Classification]
112 陳政興 自適應對比學習之順序推薦 [Adaptive Contrastive Learning for Sequential Recommendation]
111 賴孟春 基於Twitter與搜尋趨勢之比特幣價格預測方法 [Bitcoin Price Forecasting with Twitter Tweets and Search Trends] (在職生)
111 吳秉峻 運用潛在互動訊息於遞歸神經網路建構之階段感知式推薦 [Exploiting Latent Interaction Information for Session-Aware Recommendation Using Recurrent Neural Networks]
111 張元銘 使用 LSTM 和注意力機制於血液透析患者之呼吸器脫離預測 [Weaning Prediction for Hemodialysis Patients Using LSTM and Attention Mechanism]
111 范瑞麟 基於循環神經網路之水質預測 (在職生) [Water Quality Prediction based on Recurrent Neural Network]
110 陳彥伸 YOLO演算法應用於產品缺陷分類 [Classification of Product Defects using YOLO Algorithm] (在職生)
110 李其准 基於遞歸神經網路之可解釋呼吸器脫離預測 [Interpretable Weaning Prediction Based on Recurrent Neural Network]
109 時敏珊 以內容感知加強遞歸神經網路建構之階段感知推薦 [Context Enhanced Recurrent Neural Network for Session-Aware Recommendation]
109 蘇瑋俊 基於深度學習之維修文件生成方法 [Generation of Maintenance Reports based on Deep Learning] (在職生)
108 孫右錠 一個探勘具增益比之高效益序列規則演算法 [An Algorithm for Mining High Utility Sequential Rules of Increasing Profit Ratio]
108 胡建安 透過句對消歧義以BERT建構之內文感知實體連結 [Context-Aware Entity Linking via Sentence Pair Disambiguation with BERT]
108 屠翔鈺 結合靜態特徵與動態資料於長短期記憶之呼吸器脫離預測方法 [Weaning Prediction by Combining Static Features and Dynamic Data using LSTM]
107 陳柏宇 以階層式遞歸網路建構之階段感知推薦 [Session-Aware Recommendation Using Hierarchical Recurrent Network]
106 林玗儒 運用Spark於肝癌文獻之大數據分析 [Big Data Analytics on Liver-Cancer Literature using Spark]
105 陳沛文 探勘不確定軌跡中具時間差限制的機率性移動樣式 [Mining Probabilistic Mobile-Patterns from Uncertain Trajectories with Gap Constraints]
105 陳冠綸 無須支配關係檢查之高效率天際線聯結查詢方法 [Efficient Processing of Skyline-Join Queries without Dominance Checking]
104 蔚承元 商業流程管理系統-以材料出售作業平台為例 [Business Process Management: An Example on Material Sales Platform] (在職生)
104 王志郁 資產負債表之應付費用預估方法:以員工特休未休假獎金為例 [Prediction of Accrual Expenses in Balance Sheet: A Case Study on Bonus of Unused Annual Leave] (在職生)
104 胥沛恩 具備Web of Things概念的輕量級資源導向智慧家庭服務架構 [Toward a Lightweight Resource-Oriented Service Architecture for Smart Homes: A Web-of-Things Approach] (與廖峻鋒老師共同指導)
104 林岳嶙 具限制條件群集天際線之高效率計算方法 [Efficient Computation of Constrained Group Skyline]
104 林靖琨 具限制條件聚合連結之高效率天際線查詢方法 [Efficient Processing of Skyline Queries in Aggregate-Join with Constraints]
103 康書偉 有效率之前K項高效益項目集探勘演算法 [An Efficient Algorithm for Mining Top-K High Utility Itemsets]
103 王天正 資料量平衡改善之MapReduce實體解析演算法 [Improving MapReduce-based Entity-resolution by Data Load Balancing]
103 楊朝文 基於MapReduce之高效率群組天際線查詢計算 [Efficient Computation of Group Skyline Queries on MapReduce]
103 張博毓 大型晶圓廠自動物料搬運系統高效率運輸之研究 [A Study on Transport Analysis of Automated Material Handling System for a Large Wafer Fab] (在職生)
101 黃美瑄 具排名之前K項高維度的子空間天際線查詢 [Top-K Subspace Skyline Queries with Ranking on High Dimensional Data]
101 邱羿郡 區塊式多鍵值實體解析之MapReduce負載平衡演算法 [A Load-balanced MapReduce Algorithm for Blocking-based Entity-resolution with Multiple Keys]
100 曹智雄 具記憶體效能之時間敏感資料串流序列樣式探勘 [Memory-Effective Mining of Sequential Patterns in Time-Sensitive Data Streams]
100 傅承泰 不確定性資料庫之漸進與互動式機率性頻繁項目集探勘 [Incremental and Interactive Mining of Probabilistic Frequent Itemsets in Uncertain Databases]
100 李宗哲 結合SIFT描述子之高準確率關聯式圖像分類方法 [Highly Accurate Associative Image Classification by Incorporating SIFT Descriptors]
100 李培宇 基於MapReduce之高效率頻繁項目集探勘演算法 [Efficient Algorithms for Frequent Itemset Mining on MapReduce]
099 陳聖凱 序列資料分類演算法於大型醫療資料庫之應用 [Applications of Sequence Patterns Classification Algorithms on Medical Databases] (在職生)
099 董燕文 人類基因中外顯子跳躍事件的頻繁內隱子片段與循序樣式探勘 [Mining Frequent Intronic Fragments and Sequential Patterns of Exon Skipping in Human Genes]
099 姚鴻志 時間敏感資料串流高效能序列樣式之探勘 [Efficient Mining of Sequential Patterns in Time-Sensitive Data Streams]
099 李建誠 在有限的記憶體中探勘時間敏感資料串流之頻繁項目 [Time-Sensitive Stream Pattern Mining under Bounded Memory Constraints]
099 曾國禎 等值區間計算之高效反向天際線查詢演算法 [Efficient Algorithms of Equivalent Ranges Computations for Reverse Skyline Queries]
098 凃哲夫 利用最大項目集特性有效探勘高效益項目集 [Efficient Mining of High Utility Itemsets using Maximal Itemset Property]
097 李萬朝 互動式資料串流高頻封閉項目集探勘 [Interactive Mining of Frequent Closed Itemsets in a Data Stream] (在職生)
097 董建翔 互動式探勘資料串流最大高頻項目集 [Interactive Mining of Maximal Frequent Itemsets in Data Streams]
097 詹志勤 以後向方式探勘漸增資料庫之序列樣式 [Incremental Discovery of Sequential Patterns Using Backward Mining Approaches]
096 陳建良 實務應用之正負序列樣式探勘 [Positive and Negative Sequential Pattern Mining for Practical Applications]
096 劉吉評 互動式資料串流高頻項目集探勘 [Interactive Mining of Frequent Itemsets in Data Streams]
095 王重義 增強效能之可變動支持度資料串流高頻樣式探勘演算法 [Enhanced Variable Support Mining of Frequent Itemsets over Data Streams]
095 陳明宏 植基於序列樣式之大型序列資料分類演算法 [Classification Algorithms of Large Scale Sequence Data Based on Sequential Patterns]
094 黃聖坤 在變動的支持度中有效率的進行資料串流高頻項目集探勘之研究 [Efficient Mining of Frequent Patterns in Data Streams with Variable Support Thresholds]
094 張家汶 具時間限制之高效率序列樣式探勘演算法 [Efficient Algorithms for Mining Sequential Patterns with Time Constraints]