Data Mining and Knowledge Discovery Handbook, 2 Edition part 99 potx

Data Mining and Knowledge Discovery Handbook, 2 Edition part 99 potx

Data Mining and Knowledge Discovery Handbook, 2 Edition part 99 potx

... classification improvement (Tumer and Ghosh, 1999 ). Along with simple combiners there are other more sophisticated methods, such as stacking (Wolpert, 19 92) and arbitration (Chan and Stolfo, 1995 ). 3. Diversity ... finance (Leigh et al., 20 02) , bioinformatics (Tan et al., 20 03), healthcare (Mangiameli et al., 20 04), manufacturing (Maimon and Rokach, 20 04), geography (Bruzzon...

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Data Mining and Knowledge Discovery Handbook, 2 Edition part 8 potx

Data Mining and Knowledge Discovery Handbook, 2 Edition part 8 potx

... Rokach (eds.), Data Mining and Knowledge Discovery Handbook, 2nd ed., DOI 10.1007/978-0-387-09 823 -4_4, © Springer Science+Business Media, LLC 20 10 50 Jerzy W. Grzymala-Busse and Witold J. Grzymala-Busse Grzymala-Busse ... Newsletter 4 (20 02) 21 – 30. Wu X. and Barbara D. Modeling and imputation of large incomplete multidimensional datasets. Proc. of the 4-th Int. Con...

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Data Mining and Knowledge Discovery Handbook, 2 Edition part 19 potx

Data Mining and Knowledge Discovery Handbook, 2 Edition part 19 potx

... in the main memory. Chan and Stolfo ( 1997 ) suggest partitioning the datasets into several disjointed datasets, so that each dataset is loaded separately into the memory and used to induce a decision ... considered modest and reasonable. Other decision tree inducers for large datasets can be found in the literature (Alsabti et al., 1998 , Freitas and Lavington, 1998 , Gehrke et al.,...

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Data Mining and Knowledge Discovery Handbook, 2 Edition part 37 potx

Data Mining and Knowledge Discovery Handbook, 2 Edition part 37 potx

... ACDE BCDE ACE ADE ABDE BCE BDE CDE DECEBC BD BE EDCB O / 2 2 3 2 4 3 32 4 22 3 1 12 543 22 2 3 111 11 11 11 D = TID Transaction 1 ABCDE 2 ABCD 3 ABE 4 ACD 5 CD 6 CE Fig. 17.1. This figure shows the ... are (Srikant et al., 1997 ) for syntactic constraints on fre- quent itemsets, (Pasquier et al., 1999 ) for frequent and closed set mining, or (Garo- falakis et al., 1999 ) for min...

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Data Mining and Knowledge Discovery Handbook, 2 Edition part 47 potx

Data Mining and Knowledge Discovery Handbook, 2 Edition part 47 potx

... K. ( 1998 ), Predicting bankruptcy with the self-organizing map. Neurocomputing ; 21 :20 3 -22 4. Klein B.D., Rossin D. F. ( 1999 ), Data quality in neural network models: effect of error rate and magnitude ... Jenkins D. ( 1997 ), A novel neural network technique for the valua- tion of residential property. Neural Computing and Applications ; 5 :22 4 -22 9. Li W.J., Lee T., (20 02) ,...

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Data Mining and Knowledge Discovery Handbook, 2 Edition part 48 potx

Data Mining and Knowledge Discovery Handbook, 2 Edition part 48 potx

... 22 .3, we have Table 22 .4 and Table 22 .5; they are isomorphic. Table 22 .5 provides the topology of Table 22 .4. Table 22 .4 and 22 .5 provide a better interpretation than that of Table 22 .2 and 22 .3. 458 ... use the same partition and naming scheme as in the previous sec- tion; so the third column is exactly the same as that in Table 22 .1. The results are shown in Tab...

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Data Mining and Knowledge Discovery Handbook, 2 Edition part 49 potx

Data Mining and Knowledge Discovery Handbook, 2 Edition part 49 potx

... 1989a, Chu and Chen, 19 92, Raghavan, 1995 , Miyamoto, 20 04, Liu, 20 04, Grzymala-Busse, 20 04, Wang, 20 04,Yao, 20 04, Yao, 20 04). There are many strong applications in database, Data Mining, and security ... scientists and engineers all O. Maimon, L. Rokach (eds.), Data Mining and Knowledge Discovery Handbook, 2nd ed., DOI 10.1007/978-0-387-09 823 -4 _23 , © Sp...

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Data Mining and Knowledge Discovery Handbook, 2 Edition part 54 potx

Data Mining and Knowledge Discovery Handbook, 2 Edition part 54 potx

... On the Use of Fuzzy Logic in Data Mining, in The Data Mining and Knowledge Discovery Handbook, O. Maimon, L. Rokach (Eds.), pp. 517-533, Springer, 20 05. Maher P. E. and Clair D. C, Uncertain reasoning ... Information and Knowledge Systems, Lecture Notes in Computer Science, Springer, pp. 178-196, 20 02. Maimon, O. and Rokach, L., Decomposition Methodology for Knowl...

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Data Mining and Knowledge Discovery Handbook, 2 Edition part 55 potx

Data Mining and Knowledge Discovery Handbook, 2 Edition part 55 potx

... L. and Maimon, O., Clustering methods, Data Mining and Knowledge Discovery Handbook, pp. 321 –3 52, 20 05, Springer. Rokach, L. and Maimon, O., Data mining for improving the quality of manufacturing: ... and O. Maimon, L. Rokach (eds.), Data Mining and Knowledge Discovery Handbook, 2nd ed., DOI 10.1007/978-0-387-09 823 -4 _25 , © Springer Science+Business M...

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Data Mining and Knowledge Discovery Handbook, 2 Edition part 56 potx

Data Mining and Knowledge Discovery Handbook, 2 Edition part 56 potx

... 87:731–748. Hand D., ( 1998 ). Data Mining: Statistics and more? The American Statistician, 52: 1 12 118. Hand D., Mannila H. and Smyth P., (20 01). Principles of Data Mining. MIT Press. Han J. and Kamber ... k. They include (Abramovich and Benjamini, 1996 ,Birge and Massart, 20 01, Abramovich et al., 20 01, Tibshirani, 1996 , George and Foster, 20 00), and (Foster et a...

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