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where = diag{ 1 , 2 , . . . , n } is the diagonal positive de nite matrix. Amari et al. [34] demonstrated that, when the magnitudes of source signals rapidly change over time or when some of them become zero for a while, the learning algorithm with entries ii = f (yi )yi works very well. Such constraints are nonholonomic constraints in the learning algorithm. Another modi cation is to use the learning algorithm of the form [276, 283, 285] W(k) = (k) (k) y(k) g T [y(k)] W(k). (6.31) This is the modi ed gradient [51, 276], which is the dual to the natural gradient descent (see Appendix B), W(k) = (k) W(k) Kpq (W) W

Source dialog box, navigate to the 16_Spry folder and locate properties_table.html; click OK when you re ready.

Zoom Point Clicked to Center: When you click an area of your image with the Zoom tool, it zooms into that area generally, and with the Zoom Point Clicked to Center option turned on, the area you click becomes the center of the zoomed image. Enable Flick Panning: When this option is enabled, you can use the Hand tool to click the document, drag quickly and then release the mouse button, and the document continues to pan just as if you had flicked it. Place or Drag Raster Images as Smart Objects: When this option is selected, raster images in layers can be dragged and placed. Photoshop does this by temporarily converting them to Smart Objects and then back to raster. This option can use up lots of processing power, so you should enable it only if you are willing to sacrifice some computer speed. History Log: This option lets you keep a log of what editing has been done to the file using the following settings:

Again geared toward professional and aspiring photographers, the Web Photo Gallery command assembles a folder or selected group of images into a Web page, complete with HTML pages and JPEG images In the Web Photo Gallery dialog box, shown in Figure 2032, first select a page style from the Styles pop-up menu The preview on the right side of the dialog box shows a sample page created using that style You also can type an e-mail contact You can make further design choices by selecting the various items in the Options pop-up menu For each item, you get a different set of accompanying design options: n General: Choose between htm and html extensions Additionally, you can choose to preserve the images metadata when they re converted to JPEG files You also can elect to use UTF 8 encoding, which enables older operating systems to view the generated Web pages.

(b) Verify that the gradient vector of J(w) evaluates to zero at 8 = col{O, 2p}, and that J ( 8 ) = 21p1'. Show that .iu^ is the only vector where the gradient of J(w) zero. is

10.10.10.0 192.168.14.0 66.74.12.0

n Banner: Name your page and add the photographer s name, contact info, and the date You also can select the font and type size for these items n Large Images: Add a border around your images, resize images, add titles, and apply JPEG compression n Thumbnails: Specify the thumbnail size and the number of columns and rows of thumbnails You also can add borders around the thumbnails, add captions based either on the image file name or the description info typed in the File Info dialog box, and specify a font and type size n Custom Colors: Set the colors for the page background, banner, text, and links n Security: Create a text message that will be embedded into each image, making people much less likely to steal the images from your Web site for their own nefarious purposes.

(10:29)

You can type custom text, use the File Info description or the name of the file, choose the placement of the text, and choose whether you want the text to be rotated at an angle on the image The Source Images options let you choose either a folder of images or a group of selected images in the File Browser for use in your Web Photo Gallery, allow you to determine whether to include folders nestled in a specified folder, and also choose where the resulting files should finally end up Figure 2032 shows a Web page created with the settings from Figure 2033..

Using the standard gradient descent approach, we obtain X1 and X2 X1 (k) = X2 (k) = R(y, W) = f (y(k)) T (k) , X1 R(y, W) = ( f (y(k)) yT (k) I), X2 (11.47) (11.48)