Nk n=1 in VS .NET

Encoder Code 128 Code Set A in VS .NET Nk n=1
Nk n=1
Code 128 Code Set B Reader In Visual Studio .NET
Using Barcode Control SDK for .NET Control to generate, create, read, scan barcode image in .NET framework applications.
(127)
Code128 Printer In .NET
Using Barcode drawer for .NET framework Control to generate, create Code128 image in .NET applications.
where Nk is the total number of data points in the training data set that have the target class of k The two dummy clusters are assigned the same target class of 2 which differs from the target class values of 0 for normal use and 1 for attack and normal use The role in which the two dummy clusters play in clustering the data points in the training data set is explained in Step 3 Step 3 Cluster the data points incrementally This takes the following stages: Step 31 Take a data point, X, from the training data set, and compute the weighted Euclidean distance of this data point to each of the existing data clusters, L j , as follows:
Scan Code 128 In VS .NET
Using Barcode reader for VS .NET Control to read, scan read, scan image in .NET framework applications.
d X, L j =
Bar Code Generator In VS .NET
Using Barcode generator for VS .NET Control to generate, create barcode image in Visual Studio .NET applications.
xi xi L j
Decode Bar Code In Visual Studio .NET
Using Barcode scanner for VS .NET Control to read, scan read, scan image in .NET framework applications.
2 2 r xi y
Code128 Creator In Visual C#.NET
Using Barcode creation for .NET framework Control to generate, create Code128 image in Visual Studio .NET applications.
(128)
Code 128A Generator In .NET Framework
Using Barcode drawer for ASP.NET Control to generate, create Code 128 Code Set B image in ASP.NET applications.
where (x1L j , , xm L j ) represents the centroid coordinates of the data cluster, 2 L j In Formula 128, the correlation coef cient, r xi y , is used to weigh the contribution of the distance on the data dimension of xi to the distance in the m-dimensional data space Instead of the weighted Euclidean distance in Formula 128, other distance measures such as those shown in [5, 6] can be used to compute the distance of the data point to a cluster Step 32 Determine the nearest existing cluster to the data point, X, by comparing the distances of the data point to the existing clusters Step 33a If this data cluster has the same target class as that of the data point, let the data point join the cluster and update the number of data points in this cluster, N L j , and the centroid coordinates of the cluster as follows: NL j = NL j + 1 x i + N L j xi L j , xi L j = NL j + 1 (129) i, , m (1210)
Painting Code 128 Code Set B In VB.NET
Using Barcode generation for Visual Studio .NET Control to generate, create Code 128A image in Visual Studio .NET applications.
Clustering and classifying attack and normal use data
Bar Code Drawer In .NET Framework
Using Barcode maker for .NET framework Control to generate, create barcode image in Visual Studio .NET applications.
Note that the target class of the data point is used to guide the clustering, making CCAS a supervised clustering method rather than a clustering method which uses only the information from the predictor variable Step 33b Otherwise, create a new cluster with the data point as the centroid, let the number of the data points in the new cluster be 1 and the target class of the new cluster be the target class of the data point For the rst data point taken from the training data set, it creates a new clustering instead of joining one of the two dummy clusters since the dummy clusters have a different target class of 2 from the target class (either 0 or 1) of the data point Let us consider the rst two data points of the same target class taken from the training data set, given that there is a large distance between the two data points Without the two dummy clusters, the two data points would be put into the same cluster because the rst data point creates a new cluster and the second point joins that cluster which is the nearest cluster to the data point with the same target class With the dummy clusters, the second data point may create a new cluster if it is closer to one of the two dummy clusters On the other hand, it is reasonable to group the rst two data points of the same target class if they are close to each other Without the dummy clusters, how the data points in the training data set are clustered generally depends on the order of taking the data points one by one from the training data set which is required for the incremental clustering The presence of the dummy clusters alleviates this dependence on the data order to some extent Step 4 Repeat Steps 31 33 for each of the remaining data points in the training data set until there is no data point remaining in the training data set The above clustering steps of CCAS produce the clusters of the data points in the training data set Each cluster has the data points of the same target class A cluster is represented by its centroid coordinates and has its target class The resulting data clusters represent the signature patterns of attack and normal use data The resulting clusters can be used to determine the target class of a new data point, X, by rst determining its k nearest cluster(s), L1 , , Lk , based on the distance calculation with Formula 128 and then assigning the dominant target class of the k nearest clusters to the data point, where k 1 The dominant class of the k nearest clusters is the target class that the majority of those clusters have Alternatively, a real value can be assigned to the target variable of a new data point as follows: y= where wj = 1 d X, L j (1212)
Draw GTIN - 13 In Visual Studio .NET
Using Barcode drawer for VS .NET Control to generate, create EAN13 image in .NET framework applications.
Bar Code Encoder In VS .NET
Using Barcode generation for Visual Studio .NET Control to generate, create bar code image in .NET framework applications.
Create Code39 In Visual C#.NET
Using Barcode printer for .NET framework Control to generate, create Code 39 Extended image in Visual Studio .NET applications.
GTIN - 12 Printer In VB.NET
Using Barcode generation for VS .NET Control to generate, create UPC-A Supplement 5 image in VS .NET applications.
ECC200 Printer In .NET Framework
Using Barcode encoder for ASP.NET Control to generate, create Data Matrix image in ASP.NET applications.
Scanning European Article Number 13 In VS .NET
Using Barcode recognizer for VS .NET Control to read, scan read, scan image in Visual Studio .NET applications.