Data Mining and Knowledge Discovery Handbook, 2 Edition part 113 pptx
Data Mining and Knowledge Discovery Handbook, 2 Edition part 130 doc
... 703 Regression, 133, 514, 529 , 563 linear, 95, 185, 21 0, 529 , 5 32, 564, 644, 744, 121 2, 127 3 logistic, 97, 21 8, 22 6, 527 , 531, 5 32, 645, 647, 849, 850, 10 32, 1154, 120 0, 120 1, 120 5, 121 2, 127 3 stepwise, 189 Regression,linear, ... 34, 88, 92, 94, 1 12, 135, 151, 163, 795, 798, 881, 899, 907, 961, 9 72, 10 12, 1118, 1198, 127 3 CART, 510 CART (Classification and regressio...
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Data Mining and Knowledge Discovery Handbook, 2 Edition part 1 pps
... Rokach Editors Data Mining and Knowledge Discovery Handbook Second Edition 12 3 Contents 1 Introduction to Knowledge Discovery and Data Mining Oded Maimon, Lior Rokach 1 Part I Preprocessing Methods 2 Data ... neural networks, and evolutionary algorithms. Parts five and six present supporting and advanced methods in Data Mining, such as statistical me...
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Data Mining and Knowledge Discovery Handbook, 2 Edition part 2 pptx
... Contents XI 24 Using Fuzzy Logic in Data Mining Lior Rokach 505 Part V Supporting Methods 25 Statistical Methods for Data Mining Yoav Benjamini, Moshe Leshno 523 26 Logics for Data Mining Petr ... Determining What Is Interesting Sigal Sahar 603 31 Quality Assessment Approaches in Data Mining Maria Halkidi, Michalis Vazirgiannis 613 32 Data Mining Model Comparison P...
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Data Mining and Knowledge Discovery Handbook, 2 Edition part 3 pptx
... and reliability). The internet and intranet fast development in particular pro- O. Maimon, L. Rokach (eds.), Data Mining and Knowledge Discovery Handbook, 2nd ed., DOI 10.1007/978-0 -38 7-09 8 23 -4_1, ... understanding phenomena from the data, analysis and prediction. The accessibility and abundance of data today makes Knowledge Discovery and Data Mining a m...
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Data Mining and Knowledge Discovery Handbook, 2 Edition part 5 pptx
... analyze, and investigate such very large data sets has given rise to the fields of Data Mining (DM) and data warehousing (DW). Without clean and correct data the usefulness of Data Mining and data ... examining databases, detecting missing and incorrect data, and correcting errors. Other recent work relating to data cleansing includes (Bochicchio and Longo, 20...
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Data Mining and Knowledge Discovery Handbook, 2 Edition part 25 pptx
... Classification Systems,” Journal of Criminology and Public Policy, 2, No. 2: 21 5 -24 2. Breiman, L., Friedman, J.H., Olshen, R.A., and C.J. Stone, (1984) Classification and Regres- sion Trees. Monterey, Ca: ... into an upper and lower part. The upper left partition and the lower right partition are perfectly homogeneous. There remains considerable heterogeneity in the other two p...
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Data Mining and Knowledge Discovery Handbook, 2 Edition part 38 pptx
... (eds.), Data Mining and Knowledge Discovery Handbook, 2nd ed., DOI 10.1007/978-0 -387 -09 823 -4_18, © Springer Science+Business Media, LLC 20 10 17 Constraint-based Data Mining 353 F. Bonchi and C. ... IDEAS’01, pages 322 – 329 , 20 01. C. Bucila, J. E. Gehrke, D. Kifer, and W. White. Dualminer: A dual-pruning algorithm for itemsets with constraints. Data Mining...
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Data Mining and Knowledge Discovery Handbook, 2 Edition part 61 pptx
... % 1 10, 326 9,9 72 0 354 99. 72 30K 12s. 2 11,751 0 10,000 1,751 100 3 7, 923 28 0 7,895 78.95 1 103,331 99,868 0 3,463 99.86 300K 56s. 2 117 ,29 7 0 100,000 17 ,29 7 100 3 79,3 72 1 32 0 79 ,24 0 79 .24 1 1,033,795 ... 1,033,795 998,6 32 0 35,163 99.86 3M 485s. 2 1,1 72, 895 0 999,999 173,896 99.99 3 793,310 1,368 0 791,9 42 79.19 1 10,335, 024 9,986,110 22 348,897 99.86 30M 4...
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Data Mining and Knowledge Discovery Handbook, 2 Edition part 74 pptx
... (eds.), Data Mining and Knowledge Discovery Handbook, 2nd ed., DOI 10.1007/978-0-387-09 823 -4_36, © Springer Science+Business Media, LLC 20 10 35 Privacy in Data Mining 711 0 20 406080100 0 20 406080100 Risk/Utility ... Science 43 02 233 -24 2. Torra, V., Domingo-Ferrer, J. (20 03) Record linkage methods for multidatabase data mining, in V. Torra (ed.) Information F...
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Data Mining and Knowledge Discovery Handbook, 2 Edition part 76 pptx
... left part of Figure 39.1 for two O. Maimon, L. Rokach (eds.), Data Mining and Knowledge Discovery Handbook, 2nd ed., DOI 10.1007/978-0-387-09 823 -4_37, © Springer Science+Business Media, LLC 20 10 ... on Principles and Practice of Knowledge Discovery in Databases, 20 00. Todorovski, L., Dzeroski, S. Combining Classifiers with Meta Decision Trees. Machine Learning 50 (3)...
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Data Mining and Knowledge Discovery Handbook, 2 Edition part 93 pptx
... Conference on Knowledge Discovery and Data Mining, pages 30–36. AAAI Press, Menlo Park, CA, 1998. Dehaspe L. and Toivonen H., Discovery of frequent datalog patterns. Data Mining and Knowledge Discovery, ... and Verkamo A. I., Fast discovery of association rules. In U. Fayyad, G. Piatetsky-Shapiro, P. Smyth, and R. Uthurusamy, editors, Advances in Knowledge Disco...
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Data Mining and Knowledge Discovery Handbook, 2 Edition part 107 pptx
... commerce, ever-expanding computer systems and mandated record keeping O. Maimon, L. Rokach (eds.), Data Mining and Knowledge Discovery Handbook, 2nd ed., DOI 10.1007/978-0-387-09 823 -4_55, © Springer ... series databases (for reasons discussed below). Below are the major task considered by the time series Data Mining community. O. Maimon, L. Rokach (eds.), Data Mining...
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Data Mining and Knowledge Discovery Handbook, 2 Edition part 109 pptx
... Transform (DWT) (Chan and Fu, 1999, Kahveci and Singh, 20 01, Wu et al., 20 00), Piecewise Linear, and Piecewise Constant models (PAA) (Keogh et al., 20 01, Yi and Faloutsos, 20 00), Adaptive Piecewise ... series Data Mining and monitoring, the problem of detecting anomalous/surprising/novel patterns has attracted much attention (Dasgupta and Forrest, 1999,Ma and Perkins...
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Data Mining and Knowledge Discovery Handbook, 2 Edition part 113 pptx
... Wang, J. (20 02) . IEEE Trans. on PAMI 24 , 125 2– 126 7. Chen, Y., Wang, J. & Krovetz, R. (20 03). In the 5th ACM SIGMM International Workshop on Multimedia Information Retrieval pp. 193 20 0,, Berkeley, ... Barbara, CA. Maimon O., and Rokach, L. Data Mining by Attribute Decomposition with semiconductors manufacturing case study, in Data Mining for Design and Manufacturing:...
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Data Mining and Knowledge Discovery Handbook, 2 Edition part 127 pptx
... parallel data mining. Data mining primarily deals with structured data. Text mining mostly handles unstructured data/ text. Web mining lies in between and copes with semi-structured data and/ or ... exploratory data analysis and various data mining tech- niques. Kim et al. (20 08) classify software changes in data mining and Ceccato et al. (20 06) combine three...
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