By João Paulo S. Medeiros, Agostinho M. Brito Jr., Paulo S. Motta Pires (auth.), Álvaro Herrero, Paolo Gastaldo, Rodolfo Zunino, Emilio Corchado (eds.)
The moment overseas Workshop on Computational Intelligence for safeguard in details platforms (CISIS’09) offered the latest advancements within the dynamically increasing realm of a number of fields akin to info Mining and Intelligence, Infrastructure safeguard, community safeguard, Biometry and business views.
The foreign Workshop on Computational Intelligence for defense in details platforms (CISIS) proposes a discussion board to the several groups regarding the sector of clever platforms for safety. the worldwide function of CISIS meetings has been to shape a vast and interdisciplinary assembly flooring supplying the chance to engage with the best industries actively considering the serious quarter of safety, and feature an image of the present suggestions followed in sensible domains.
This quantity of Advances in clever and smooth Computing comprises permitted papers awarded at CISIS’09, which was once held in Burgos, Spain, on September 23rd-26th, 2009.
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The model was selected according to the C regularization constant (as per (4)) that led to the lowest test set error. A Preliminary Study on SVM Based Analysis of Underwater Magnetic Signals 43 Fig. 4. 1, 1, 30, 60, 90}; its shape is in accordance with theory [8], showing underfitting regions (small C values) and overfitting regions (big C values). 82% occurs. Recalling that an underfitting behavior is usually preferable to an overfitting one [8], the final selected parameter C was set to C = 30.
Crime data mining: a general framework and some examples. IEEE Trans. Computer 37, 50–56 (2004) 3. : Data Mining and Homeland Security: An Overview. pdf 4. : Investigative Data Mining for Security and Criminal Detection. ButterworthHeinemann (2003) 5. : Document warehousing and text mining. John Wiley and Sons, Chichester (2001) 6. : Tapping the power of text mining. Comm. of the ACM 49, 76–82 (2006) 7. : Hypermetric k-means clustering for content-based document management. In: First Workshop on Computational Intelligence in Security for Information Systems, Genova (2008) 8.
Problem (4) can be solved via quadratic optimization algorithms; despite this fact, problem (4) is usually solved using its Lagrange dual formulation. The dual formulation makes possible to use non-linear mapping functions called kernel functions [8] that lead to non linear separating surfaces (see Fig. 2). This operation is possible observing that the only operations in which data are directly involved are dot products. Calling K (xl , x m ) the kernel dot product between x l and x m it can be shown [8] that the dual problem of (4) is: ⎧⎪ 1 n p min ⎨ α l α m y l y m K (x l , x m ) − α ⎪⎩ 2 l ,m =1 ∑ ⎫⎪ α l ⎬ subject to: ⎪⎭ l =1 np ∑ ⎧0 ≤ α l ≤ C , ∀l ⎪ np ⎨ ylα l = 0 ⎪ ⎩ l =1 ∑ (5) A Preliminary Study on SVM Based Analysis of Underwater Magnetic Signals 41 Fig.