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題名：Concept Hierarchy-Based Pattern Discovery in Time Series Database: A Case Study on Financial Database
書刊名：資訊管理學報
作者：黃燕萍 引用關係／許中川
作者(外文)：Huang, Yan-ping／Hsu, Chung-chian
出版日期：2007
卷期：14:專刊
頁次：頁219-237
主題關鍵詞：資料探勘；分群演算法；樣板探勘；時間序列分析；Data mining；Cluster analysis；Pattern discovery；Time series analysis
原始連結：連回原系統網址new window
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  • 點閱點閱:19
期刊論文
1.Chen, D. R.、Chang, R. F.、Huang, Y. L.(2000)。Breast cancer diagnosis using self-organizing map for sonography。Ultrasound in Medicine and Biology，1(26)，405-411。  new window
2.Kiang, M. Y.、Kulkarni, U. R.、Tam, K. Y.(1995)。Self-organizing Map Network as an Interactive Clustering Tool--An Application to Group Technology。Decision Support Systems，15(4)，351-374。  new window
3.Jegadeesh, Narasimhan、Titman, Sheridan(1993)。Return to buying winners and selling losers: Implications for stock market efficiency。The Journal of Finance，48(1)，65-91。  new window
4.Yin, H.(2002)。ViSOM - a novel method for multivariate data projection and structure visualization。IEEE Transactions on Neural Networks，13(1)，237-243。  new window
5.Hsu, C. C.(2004)。Extending attribute-oriented induction algorithm for major values and numeric values。Expert Systems with Applications，27(2)，187-202。  new window
6.Cercone, Nick、Cai, Yandong、Han, Jiawei(1993)。Data-Driven Discovery of Quantitative Rules in Relational Databases。IEEE Transactions on Knowledge and Data Engineering，5(1)，29-40。  new window
7.Günter, S.、Bunke, H.(2002)。Self-organizing map for clustering in the graph domain。Pattern Recognition Letters，23(4)，405-417。  new window
8.Brennan, M. J.、Chordia, T.、Subrahmanyam, A.(199809)。Alternative Factor Specifications, Securities Characteristics, and the Cross-section of Expected Stock Returns。Journal of Financial Economics，49(3)，345-373。  new window
9.Chen, Ming-Syan、Han, Jiawei、Yu, Philip S.(1996)。Data Mining: An Overview from a Database Perspective。IEEE Transactions on Knowledge and Data Engineering，8(6)，866-883。  new window
10.Jain, A. K.、Murty, M. N.、Flynn, P. J.(1999)。Data clustering: a review。ACM Computing Surveys (CSUR)，31(3)，264-323。  new window
11.Fama, Eugene F.、French, Kenneth R.(1995)。Size and Book-to-Market Factors in Earnings and Returns。The Journal of Finance，50(1)，131-155。  new window
12.Bollerslev, Tim(1986)。Generalized Autoregressive Conditional Heteroskedasticity。Journal of Econometrics，31(3)，307-327。  new window
13.Fama, Eugene F.、French, Kenneth R.(1992)。The Cross-Section of Expected Stock Returns。The Journal of Finance，47(2)，427-465。  new window
14.Kohonen, T.、Oja, E.、Simula, O.、Visa, A.、Kangas, J.(1996)。Engineering Applications of the Self-organizing Map。Proceedings of the IEEE，84(10)，1358-1384。  new window
15.Imielinski, T.、Mannila, H.(1996)。A Database Perspective on Knowledge Discovery。Communications of the ACM，39(11)，58-64。  new window
16.Kiang, M.、Michael, Y.、Hu, Y.、Fisher, D. M.(2006)。An Extended Self-organizing Map Network for Market Segmentation - A Telecommunication Example。Decision Support Systems，42(1)，36-47。  new window
17.Hsu, C. C.、Wang, S. H.(2005)。An Integrated Framework for Visualized and Exploratory Pattern Discovery in Mixed Data。IEEE Transactions on Knowledge and Data Engineering，18(2)，161-173。  new window
18.Carpenter, G. A、Grossberg, S.(1990)。ART 3: Hierarchical Search Using Chemical Transmitters in Self-organizing Pattern Recognition Architectures。Neural Networks，3，129-152。  new window
19.Wu, S.、Chow, T. W. S.(2004)。Clustering of the Self-organizing Map Using a Clustering Validity Index Based on Inter-cluster and Intra-cluster Density。Pattern Recognition，37(2)，175-188。  new window
20.Yin, H.(2002)。Data Visualization and Manifold Mapping Using the ViSOM。Neural Networks，15，1005-1016。  new window
21.Kulkarni, U. R.、Kiang, M. Y.(1995)。Dynamic Grouping of Parts in Flexible Manufacturing Systems - A Self-organizing Neural Networks Approach。European Journal of Operational Research，84，192-212。  new window
22.Toivanen, P. J.、Ansamaki, J.、Parkkinen, J. P.、Mielikainen, S. J.(2003)。Edge Detection in Multispectral Images Using the Self-organizing Map。Pattern Recognition Letters，24(16)，2987-2994。  new window
23.Becanovi, V.(2000)。Image Object Classification Using Saccadic Search, Spatio-temporal Pattern Encoding and Self-organization。Pattern Recognition Letters，21(3)，253-263。  new window
24.Wilson, D. R.、Martinez, T. R.(1997)。Improved Heterogeneous Distance Functions。Journal of Artificial Intelligence Research，6，1-34。  new window
25.Koperski, K.、Han, J.、Adhikary, J.(1998)。Mining Knowledge in Geographical Data。Communications of the Association for Computing Machinery，26(1)，65-74。  new window
26.Huang, Y. P.、Hus, C. C.、Wang, S. H.(2007)。Pattern Recognition in Time Series Database: A Case Study on Financial Database。Expert Systems with Applications，33，199-255。  new window
27.Deboeck, G. J.、Alfred, U.(2000)。Picking Stocks with Emergent Self-organizing Value Maps。Neural Networks World，10，203-216。  new window
28.Laaksonen, J.、Koskela, M.、Laakso, S.、Oja, E.(2000)。PicSOM-- Content-based Image Retrieval with Self-organizing Maps。Pattern Recognition Letters，21(13/14)，1199-1207。  new window
29.Vesanto, J.-E.、Alhoniemi, -J. Himberg、Kiviluoto, K.、Parviainen, J.(1999)。Self-organizing Map for Data Mining in Matlab: The SOM Toolbox。Simulation News Europe，25，54-54。  new window
30.Smith, K. A.、Ng, A.(2003)。Web Page Clustering Using a Self-organizing Map of User Navigation Patterns。Decision Support Systems，35(2)，245-256。  new window
會議論文
1.Agrawal, R.、Imielinski, T.、Swami, A. N.(1993)。Mining Association Rules between Sets of Items in Large Databases。The 1993 ACM SIGMOD International Conference on Management of Data，207-216。  new window
2.Han, J.、Cai, Y.、Cercone, N.(1992)。Knowledge discovery in databases: An attribute-oriented approach。The 18th International Conference on Very Large Data Bases。Vancouver。547-559。  new window
3.Guha, S.、Rastogi, R.、Shim, K.(1999)。ROCK: A Robust Clustering Algorithm for Categorical Attributes。15th International Conference on Data Engineering，512-521。  new window
4.Ester, M.、Kriegel, H. P.、Sander, J.(1997)。Spatial Data Mining: A Database Approach。Fifth International Symposium on Spatial Databases。Berlin：Springer。47-66。  new window
5.Li, S. T.(2001)。Leveraging a Web-aware SOM Tool for Clustering and Visualization。First Asia-Pacific Conference on Web Intelligence。Maebashi。  new window
6.Kuo, S. C.、Li, S. T.、Cheng, Y. C.、Ho, M. H.(2004)。Knowledge Discovery with SOM Networks in Financial Investment Strategy。4th International Conference on Hybrid Intelligent Systems (IEEE Press)。Kitakyushu。  new window
7.Tsai, F. C.、Kuo, S. C.、Li, S. T.(2005)。Crime Trend Discovery Using Fuzzy SOM Networks。0。  new window
8.Li, S. T.、Kuo, S. C.(2005)。Discovering Financial Investment Strategy through Wavelet-based SOM Networks。10th Annual Meeting of Asia-Pacific Decision Sciences Institute。Taipei。  new window
9.Zaiane, O. R.、Han, J.、Li, Z. N.、Chen, S. H.、Chiang, J. Y.(1998)。Multimedia Miner: A System Prototype for Multimedia Data Mining。ACM SIGMOD International Conference on Management of Data，581-583。  new window
10.Fu, Y.、Sandhu, K.、Shih, M. Y.(1999)。Clustering of Web Users Based on Access Patterns。1990 KDD Workshop on Web Mining。San Diego, CA：Springer。  new window
11.Kramer, A. A.、Lee, D.、Axelrod, R. C.(2000)。Use of a Kohonen Neural Network to Characterize Respiratory Patients for Medical Intervention。Artificial Neural Networks in Medicine and Biology Conference，192-196。  new window
12.Chen, S. H.、Tsao, C. Y.(2003)。Self-organizing Maps as a Foundation for Charting or Geometric Pattern Recognition in Financial Time Series。2003 International Conference on Computational Intelligence for Financial Engineering。Hong Kong。20-23。  new window
圖書
1.Fayyad, U. M.、Gregory, P. S.、Padhraic, S.、Ramasamy, U.(1996)。Advances in Knowledge Discovery and Data Mining。Menlo Park, CA：AAAI Press：The MIT Press。  new window
2.Frawley, W. J.、Paitesky-Shapire, G.、Matheus, G. C. J.(1991)。Knowledge Discovery in Databases: An Overview。The MIT Press。  new window
3.Hair, J. F.、Anderson, R. E.、Tatham, R. L.、Black, W. C.(1995)。Multivariate data analysis with readings。Upper Saddler River, NJ：Prentice-Hall。  new window
4.Hertz, J.、Krough, A.、Palmer, R. G.(1991)。Introduction to the Theory of Neural Computation。Reed-wood City, Calif：Addison-Wesley Publishing Company, Inc.。  new window
5.Gujarati, Damodar(1999)。Essentials of Econometrics。McGraw-Hill。  new window
6.Han, Jiawei、Kamber, Micheline(2000)。Data mining: Concepts and techniques。Morgan Kaufmann Publishers。  new window
7.Kohonen, T.(1984)。Self-organization and Associative Memory。Berlin：Springer Verlag。  new window
8.Deboeck, G. J.、Kohonen, T.(1998)。Visual Explorations in Finance with Self-organizing Maps。Springer Verlag。  new window
9.Cai, Yandong、Cercone, Nick、Han, Jiawei(1991)。Attribute-oriented Induction in Relational Databases。Knowledge Discovery in Databases。Menlo Park, CA。  new window
圖書論文
1.Jain, A. K.、Mao, J.(1994)。Neural Networks and Pattern Recognition。Computational Intelligence: Imitating Life。  new window
2.陳樹衡、He, H.(2003)。Searching Financial Patterns with Self-organizing Maps。Computational Intelligence in Economics and Finance。Springer。  new window
 
 
 
 
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