教師個人簡歷
現職
國立中央大學
管理學院資訊管理學系
助理教授
專長
資訊檢索
機械學習
自然語言處理
資料科學
專長簡述
資訊檢索、機械學習、自然語言處理、資料科學
最高學歷
英國University of Sunderland
Computing and Technology
博士
相關連結
政府GRB研究專長領域
教育部學門領域
高教深耕計畫
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資管系-柯士文
1090101~1091218
國科會計畫統計
-
多模態提示改寫於大型語言模型生成
1140801~1150731
-
利用跨病人和縱向數據進行多模態醫療記錄表示法學習及其應用
1130801~1140731
[多模態資料,電子病歷,大型語言模型 , Multimodality,Electronic Health Records,Large Language Models] -
具有提示機制之歷史和上下文感知對話翻譯框架
1120801~1130731
[文字生成;對話翻譯;提示機制;深度學習 , Natural language generations;Dialogue translation;Prompting mechanism;Deep learning] -
智能財務核保整合系統
1110601~1120531
[資料探勘,機器學習,自然語言處理,精準行銷,保險核保 , Data mining,Machin learning,Natural language processing,Precision marketing,insurance underwriting] -
基於Transformer架構之開放式對話系統探討
1100801~1110731
[開放式對話系統,文字生成,注意力機制,語言模型,自動評量方式,對話系統應用 , Open dialogue systems,text generation,attention mechanism,language models,evaluation methods,applications of dialogue systems] -
基於Transformer架構之開放式對話系統探討
1090801~1100731
[開放式對話系統,文字生成,注意力機制,語言模型,自動評量方式,對話系統應用 , Open dialogue systems,text generation,attention mechanism,language models,evaluation methods,applications of dialogue systems] -
階層式分類與回歸法用於數值預測
1080801~1090731
[數值預測,資料探勘,分類,回歸,階層式預估 , Prediction, data mining, classification, regression, hierarchical estimation] -
最適化職業類別智能配對系統
1080601~1090531
[資料探勘,機器學習,自然語言處理,精準行銷,保險 , Data mining, machine learning, natural language processing, precision marketing, insurance] -
階層式分類與回歸法用於數值預測
1070801~1080731
[數值預測,資料探勘,分類,回歸,階層式預估 , Prediction, data mining, classification, regression, hierarchical estimation]
產學合作計畫統計
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AI模型建置之步驟程序與所需環境資源
1141114~1150930
[人工智慧,大型語言模型,公有雲服務 , Generative AI,LLM,OpenAI,Gemini] -
運用文字探勘與深度學習技術於檢測電子病歷與處方箋用藥不一致性
1120101~1121231
[文字探勘,深度學習,電子病歷,處方箋 , Text mining,Deep learning,Electronic health records,Drug prescription] -
智能財務核保整合系統
1101115~1120531
[智能,財務,研發系統 , Intelligent,Insurance,System] -
最適化職業類別智能配對系統
1071115~1090531
期刊著作
-
Deep learning based decision tree ensembles for incomplete medical datasets
Technology and Health Care, 32, 1, 75-87, 2024-01-05
[ classifier ensembles,Data science,decision trees,deep learning,missing value imputation ] -
Managing Emotion In The Workplace: An Empirical Study With Enterprise Instant Messaging
Applied Artificial Intelligence, 38, 1, 2024-01-01
[ emotion management,Enterprise instant messaging,machine learning,sentiment analysis ] -
Majority re-sampling via sub-class clustering for imbalanced datasets
Journal of Experimental and Theoretical Artificial Intelligence, 2023-01-01
[ Clustering,data mining,imbalanced datasets,machine learning,under-sampling ] -
When should we ignore examples with missing values?
International Journal of Data Warehousing and Mining, 13, 4, 53-63, 2017-10-01
[ Case Deletion , Categorical Data , Classification , Data Mining , Imputation , Machine Learning , Missing Values , Numerical Data ] -
Soft estimation by hierarchical classification and regression
Neurocomputing, 234, 27-37, 2017-04-19
[ Classification , Data mining , Hierarchical estimation , Prediction , Regression ] -
SVM and SVM ensembles in breast cancer prediction
PLoS ONE, 12, 1, 2017-01-01 -
Top 10 data mining techniques in business applications: a brief survey
Kybernetes, 46, 7, 1158-1170, 2017-01-01
[ Business applications , Data mining , Machine learning , Survey ] -
The distance function effect on k-nearest neighbor classification for medical datasets
SpringerPlus, 5, 1, 2016-12-01
[ Distance function , Euclidean distance , k-Nearest neighbor , Medical datasets , Pattern classification ] -
Big data mining with parallel computing: A comparison of distributed and MapReduce methodologies
Journal of Systems and Software, 122, 83-92, 2016-12-01
[ Big data , Cloud computing , Data mining , Distributed , MapReduce , Parallel computing ] -
Research performance of AACSB accredited institutions in Taiwan: before versus after accreditation
SpringerPlus, 5, 1, 2016-12-01
[ AACSB accreditation , Business school , Citation analysis , Learning , Teaching ] -
Data preprocessing issues for incomplete medical datasets
Expert Systems, 33, 5, 432-438, 2016-10-01
[ feature selection , imputation , incomplete medical datasets , instance selection , missing value ] -
3D model retrieval by sample based alignment
Journal of Visual Communication and Image Representation, 40, Part B, 721-731, 2016-10-01
[ 3D model , Continuous Principal Component Analysis (CPCA) , LightField Descriptors (LFD) , Multimedia , Retrieval ] -
Research impact of general and funded papers: A citation analysis of two ACM international conference proceeding series
Online Information Review, 40, 4, 472-480, 2016-08-08
[ Citation analysis , Highly cited papers , Research funding , Research impact ] -
Keypoint selection for efficient bag-of-words feature generation and effective image classification
Information Sciences, 329, 33-51, 2016-02-01
[ Bag-of-words , Image classification , Keypoint selection , Object categorization ] -
SAFQuery: A simple and flexible advanced Web search interface
Electronic Library, 34, 1, 155-168, 2016-02-01
[ Information retrieval , Interfaces ] -
Robustness and reliability evaluations of image annotation
Imaging Science Journal, 64, 2, 94-99, 2016-01-01
[ Annotation accuracy , Coefficient of variation , Image annotation , Performance evaluation ] -
On learning dual classifiers for better data classification
Applied Soft Computing Journal, 37, 296-302, 2015-12-10
[ Data mining , Instance selection , Machine learning , Training effectiveness ] -
Evolutionary feature and instance selection for traffic sign recognition
Computers in Industry, 74, 201-211, 2015-01-21
[ Data mining , Feature selection , Genetic algorithm , Instance selection , Traffic sign recognition ] -
On mining incomplete medical datasets: Ordering imputation and classification
Technology and Health Care, 23, 5, 619-625, 2015-01-01
[ incomplete data , Instance selection , medical data mining , missing value imputation ] -
Instance selection by genetic-based biological algorithm
Soft Computing, 19, 5, 1269-1282, 2015-01-01
[ Biological evolution , Data mining , Data reduction , Genetic algorithms , Instance selection , Machine learning ] -
An efficient data preprocessing approach for large scale medical data mining
Technology and Health Care, 23, 2, 153-160, 2015-01-01
[ breast cancer , Data preprocessing , instance selection , medical data mining , protein homology ] -
LocalContent: A personal scientific document retrieval system
Electronic Library, 33, 3, 373-385, 2015-01-01
[ Document management , Interfaces ] -
CANN: An intrusion detection system based on combining cluster centers and nearest neighbors
Knowledge-Based Systems, 78, 1, 13-21, 2015-01-01
[ Anomaly detection , Cluster center , Feature representation , Intrusion detection , Nearest neighbor ] -
The effect of low-level image features on pseudo relevance feedback
Neurocomputing, 166, 26-37, 2015-01-01
[ Feature representation , Image retrieval , Pseudo relevance feedback , Relevance feedback , Rocchio algorithm ] -
Correlation analysis for comparison of the citation impact of journals, magazines, and conferences in computer science
Online Information Review, 39, 3, 310-325, 2015-01-01
[ Citation analysis , Computer science , Conference publications , Correlation coefficient , h-index , Journal publications ] -
Learning to detect representative data for large scale instance selection
Journal of Systems and Software, 106, 1-8, 2015-01-01
[ Data mining , Data reduction , Instance selection ] -
Evolutionary instance selection for text classification
Journal of Systems and Software, 90, 1, 104-113, 2014-01-13
[ Genetic algorithms , Instance selection , Text classification ] -
Dimensionality and data reduction in telecom churn prediction
Kybernetes, 43, 5, 737-749, 2014-01-01
[ Churn prediction , Data mining , Data reduction , Dimensionality reduction , Feature selection ] -
A Borda count approach to combine subjective and objective based MIS journal rankings
Online Information Review, 38, 4, 469-483, 2014-01-01
[ Borda count , H-index , Journal ranking , MIS journals ] -
Citation impact analysis of research papers that appear in oral and poster sessions: A case study of three computer science conferences
Online Information Review, 38, 6, 738-745, 2014-01-01
[ Bibliometrics , Citation analysis , Conference publication , Highly cited papers , Oral sessions , Poster sessions ]
研討會著作
-
Transformer with Multi-block Encoder for Multi-turn Dialogue Translation
547-551, 2023-01-01
[ Deep Learning,Dialogue Translation ] -
Stylized Dialogue Generation
1456-1460, 2021-01-01
[ Deep learning,Dialogue generation,Sequence-to-sequence,Style transfer ] -
Hierarchical Classification and Regression with Feature Selection
1150-1154, 2019-12-01
[ data mining , feature selection , hierarchical estimation , Prediction , regression ] -
Eye detection in CSBS-DP evaluation video
2016-07-25
[ CSBS-CP data base , eye detection , gaze detection , share emotion ] -
Comparison between SVM-Light, a search engine-based approach and the MediaMill baselines for assigning concepts to video shot annotations
381-387, 2008-09-22
-
PERC: A personal email classifier
460-463, 2006-07-17
校內獲獎
- 114 優良論文貢獻獎
- 109 新進教師補助
- 107 新聘卓越獎(舊制)
- 職業類別判斷系統/OCCUPATIONAL CATEGORY DETERMINATION SYSTEM [中華民國]
國立中央大學