Data Mining and Knowledge Discovery Handbook, 2 Edition part 71 potx

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 10.1007/9 78- 0- 387 -09 82 3 -4_4, © Springer Science+Business Media, LLC 20 10 50 Jerzy W. Grzymala-Busse and Witold J. Grzymala-Busse Grzymala-Busse ... such directions, and we cannot hope to uncover such structure using one dimensional projections. −1 −0 .8 −0.6 −0.4 −0 .2 0 0 .2 0.4 0.6 0 .8...

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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

... (Sonquist et al., 197 1), MAID (Gillo, 19 72) , THAID (Morgan and Messenger, 197 3) and CHAID (Kass, 198 0). CHAID (Chisquare–Automatic–Interaction–Detection) was originally designed to handle nominal ... in the main memory. Chan and Stolfo (199 7) suggest partitioning the datasets into several disjointed datasets, so that each dataset is loaded separately into the memory and use...

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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 ... Boulicaut and Bykowski, 20 00)), the frequent free itemsets and the δ -free itemsets (Boulicaut et al., 20 00,Boulicaut et al., 20 03), the disjunction-free sets (Bykowski and...

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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

... ; 21 :20 3 -22 4. Klein B.D., Rossin D. F. (1999), Data quality in neural network models: effect of error rate and magnitude of error on predictive accuracy. Omega ; 27 :569-5 82. Kohonen T. (19 82) , ... granulation. 22 Granular Computing and Rough Sets - An Incremental Development 447 and component based design and programming (Szyperski, 20 02) ), in artificial intel- ligenc...

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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

... 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 , © Springer Science+Business Media, LLC 20 10 22 Granular ... modeling data and thus plays a central role in the pro- cess of knowledge discovery and data mining. Data mining tasks, in these days, require fast...

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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

... Komem and Moti Schneider, 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 ... Information and Knowledge Systems, Lecture Notes in Computer Science, Springer, pp. 178-196, 20 02. Maimon, O. and Rokach, L., Decomposition Methodology for Knowledge...

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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 ... R 2 and the adjusted R 2 defined below are used to measure the goodness of fit. R 2 = ∑ M i=1 ( ˆy i −y) 2 ∑ M i=1 (y i −y) 2 = 1 − RSS k SST (25 .9) Adjusted-R 2...

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Data Mining and Knowledge Discovery Handbook, 2 Edition part 57 potx

Data Mining and Knowledge Discovery Handbook, 2 Edition part 57 potx

... (a 1 ,b 1 ,c 1 ,d 1 ), (a 2 ,b 2 ,c 2 ,d 2 ) of four-fold tables: a 2 ≥ a 1 ,b 2 ≤ b 1 ,c 2 ≤ c 1 ,d 2 ≥ d 1 and Tr Q (a 1 ,b 1 ,c 1 ,d 1 )=1 implies Tr Q (a 2 ,b 2 ,c 2 ,d 2 )=1. In other words: ... if ψ 1 ¬ ψ 1 ϕ 1 a 1 b 1 ¬ ϕ 1 c 1 d 1 ψ 2 ¬ ψ 2 ϕ 2 a 2 b 2 ¬ ϕ 2 c 2 d 2 are four-fold tables of the pairs ( ϕ 1 , ψ 1 ), ( ϕ 2 , ψ 2 ) of open for...

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Data Mining and Knowledge Discovery Handbook, 2 Edition part 71 potx

Data Mining and Knowledge Discovery Handbook, 2 Edition part 71 potx

... (eds.), Data Mining and Knowledge Discovery Handbook, 2nd ed., DOI 10.1007/978-0-387-09 823 -4_35, © Springer Science+Business Media, LLC 20 10 6 82 Grigorios Tsoumakas, Ioannis Katakis, and Ioannis ... International Conferece on Knowledge Discovery and Data Mining, Las Vegas, USA. Jin, R. & Ghahramani, Z. (20 02) . In Proceedings of Neural Information Processin...

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Data Mining and Knowledge Discovery Handbook, 2 Edition part 72 potx

Data Mining and Knowledge Discovery Handbook, 2 Edition part 72 potx

... (Defays and Nanopoulos, 1993) defined for numerical atributes (see also (Domingo and Mateo, 20 02) ) and later extended to categorical data (Torra, 20 04) (see also (Domingo-Ferrer and Torra, 20 05)) and ... privacy and efficiency. 35 .2. 2 Data- driven Protection Procedures Given a data set, data- driven protection procedures construct a new data set so that the new one...

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Data Mining and Knowledge Discovery Handbook, 2 Edition part 87 potx

Data Mining and Knowledge Discovery Handbook, 2 Edition part 87 potx

... of the data, called the learning or training data, and then tested on the remainder of the data, called the testing data. In this study we build a model using the 1995 Darr wetland data and then ... 10 12 14 16 18 20 0 1 2 3 4 5 6 7 8 ← S P → Q → D ↑ Original Data Points Location Attribute Values Data Point Fitting Curve G L (a) An Example Dataset 2 0 2 4 6 8 10 0 1...

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Data Mining and Knowledge Discovery Handbook, 2 Edition part 94 potx

Data Mining and Knowledge Discovery Handbook, 2 Edition part 94 potx

... International Workshop on Multi-Relational Data Mining. KDD -20 02: Eighth ACM SIGKDD Inter- national Conference on Knowledge Discovery and Data Mining, Edmonton, Canada, 20 02. Emde W. and Wettschereck D., Relational ... (Chakrabarti, 20 02) , an earlier effort (Chang et al., 20 01). Brief surveys can be found in (Chakrabarti, 20 00, Kosala and Blockeel, 20 00). For sur...

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Data Mining and Knowledge Discovery Handbook, 2 Edition part 96 potx

Data Mining and Knowledge Discovery Handbook, 2 Edition part 96 potx

... help the users quickly and easily satisfy their information need. O. Maimon, L. Rokach (eds.), Data Mining and Knowledge Discovery Handbook, 2nd ed., DOI 10.1007/978-0-387-09 823 -4_48, © Springer ... method (El-Hamdouchi and Willett, 1989; Steinbach et al., 20 00; Zhao and Karypis, 20 02) . This may be because the single link method decides using very little information...

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