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Another technique that could be applied is a hierarchical cluster analysis (Sneath and Sokal, 1973) of the columns of the f ( X n 7 ) matrix. After we have clustered the units (using some distance measure), we can select one hidden-layer unit from each cluster and prune the others. This should produce a subset of the units that essentially performs the same task as the full set of hidden-layer units.

9.22 8.66 8.06 7.42 6.81 6.34 4.94 4.21 4.27 5.05 6.50 7.36 6.53 4.94 3.69 3.71 2.53 2.23 1.69 1.10 1.77 3.55 1.75 1.33 1.25 1.01 1.50 1.37

The Main window is where the waveform is displayed, as shown in Figure 5-11. Like ACID, both channels are displayed, but unlike ACID, you can select a portion of either channel or both.

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Clustering, decomposition and task-based pruning all rely on finding sirnilarities between the outputs of hidden layer units However, the similarity measures defined by clustering and decomposition are not sufficient to uncover all the similarities in the actions of hidden layer units It is possible for the outputs of two units to be very dissimilar in these measures, and yet for the units to have a number of tasks in common Consider column 3 of Table 62 (p 73) The proposed procedure is to start with the unit that performs the fewest tasks (ties are resolved by a random choice), and prune that unit if all of the tasks it performs are performed by other units Repeating the sequence will result in a minimal set that performs all of the tasks.

4.77 5.57 4.83 4.52 4.70 4.78 4.29 4.12 4.15 5.20 4.69 6.68 6.35 5.48 4.05 5.23 4.41 3.95 3.30 3.06 3.15 4.57 3.92 3.39 3.03 2.68 2.70 3.14

To select a portion of the waveform, just drag your mouse from one end of your desired selection to the other. The vertical position of your mouse should not be very close to the top or bottom of the waveform, however. The selection will have a white background (as shown previously in Figure 5-11). If you want to select just a single channel for the same portion of the wave, drag your mouse across your desired time selection, but position your mouse vertically near the very top of the waveform to select the left channel, and near the bottom for the right channel. A small L (for left) or R (for right) will appear next to your cursor to let you know you are in the single-channel zone. If you want to expand or contract your current selection, Shift+click at the position of the new start or end of your selection. Audition will determine whether you are clicking closer to the start or end of your previous selection, and assumes that you are editing either the start or end point accordingly. If you press Ctrl+A (for all), you will select the entire wave. Additionally, a few keyboard tricks limit your editing to one or both channels of the wave: Ctrl+R: Allows you to edit only the right channel. Ctrl+L: Allows you to edit only the left channel. Ctrl+B (for both): Returns you to editing both left and right channels. Although these do not affect your selection directly, they will affect any processing done.

For example, we could start with unit 3, see that the task of separating a and d is also achieved by unit 1, and therefore prune 3 Next we would take unit 4 and also prune it Then we might take unit 5, see that unit 2 performs all of 5's tasks and therefore prune 5, and so on In this way we would end up with a minimal set such as units 1 and 2 Note that this minimal set is not unique and depends on the order in which we consider the units If we had used a different order, we might have decided on the minimal set {5,6} Clearly either of these sets will completely separate the four classes In this instance, the set {1,2} will separate the data well the full set of six possible functions.

SOURCE IMF, International Financial Statistics . Bonds vary by country. Canada: Governments with original maturities of 10 years or more. England: Theoretical gross redemption yields at par for long-term issues with 20 years to maturity. France: Average yield to maturity of public sector bonds with an average remaining life to maturity of more than 3 years. Italy: Treasuries with residual maturities of 9-10 years. Japan: Governments with 7 years to maturity. Switzerland: Weighted average yields to maturity (if below par) of ten governments with at least 5 years to maturity (callable).

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