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Reserve, just down the street on Constitution and 20th, is saying we have these huge deficits Exactly But no one s paying attention to the Fed s numbers They re poorly distributed, rarely talked about It s the Treasury s numbers the doctored-up numbers that get all the press, get debated before Congress Do you realize how big this is Do you realize what the ultimate consequences could be Johnston s interest perked up, but he still wanted to know the mechanisms, how it actually worked In response, Dulles explained a long series of accounting manipulations routinely used by the government to make the federal deficit look better and more acceptable to voters measures that were uncannily similar to the gimmicks that UCBS used in the 1990s to make their earnings look better to investors In a nutshell, said Dulles, here s how it s done.

Vx' + y'

The term "virtual machine" is used in a similar manner, but we extend the term to cover all the aspects that are needed to allow a functional developer to manufacture components focusing on the concerns of its pertinence . A hallmark of a virtual machine is that, for a given area of concern, it provides a complete environment that hides or hugely simplifies the underlying environment . As we shall see, the BCVM provides the functional developer with this characteristic . Indeed, the BCVM supports a business component developer over the development lifecycle and across distribution tiers . Figure 8.1 illustrates the concepts that together make up the BCVM . The

then we can interchange fi = fi (si ), with gi = gi (si ) what guarantee the asymptotical stability of the algorithm (7.50). P roof. If the pdfs of the sources are even and the nonlinearities are strictly odd functions, then E{f (s)} = 0 and E{g(s)} = 0. On the other hand, when the nonlinearities are strictly monotonically increasing odd functions, E{fi si gi } > 0 and E{fi si gi } > 0, i and condition (A.3) is true. For the same reasons, E{fi } > 0 and E{si gi } > 0, i and (A.4) is also true. Finally, condition (A.5), when the equality does not hold, is not critical since it can be forced by just permuting the order of the functions f ( ) and g( ). These facts have been observed by Sorouchyari in [1097] for the local Jutten-H rault e algorithm and later by Amari for natural gradient algorithm in [29] (for g(y) = y) and Zhang for convolutive models [1374]. However, the stability conditions presented in this chapter are valid for the more general case of two non-linear activation functions and for the exible robust algorithm (7.50) [332, 283]. Corollary 4 The algorithm (7.43) H(l + 1) = H(l) I (I Rf g )

First, the government has a bunch of agencies the Federal Home Bank, Freddie Mac, Sallie Mae, etc These agencies are controlled by Congress They are guaranteed, backed, or at least sponsored by the US government And, their debts are universally classified as US government securities Yet their books are not consolidated with the government s books for the purpose of budget accounting So it s a very convenient dumping ground for bad numbers that might otherwise be a huge embarrassment to a lot of people in and outside the beltway Second, he continued, there s the Social Security fund The fund has a surplus that it s going to need in order to cover expected Social Security deficits down the road That money belongs to the 45 million people that are retired or are going to retire.

24. 25.

It has nothing whatsoever to do with the rest of the operations of the government Yet they re adding those surpluses into the federal budget to help cover up the deficit Momentarily, Johnston s thoughts flashed back to another place and time Then he returned to the present with a new question That s the Treasury s numbers But you said the Federal Reserve does it differently how does the Fed calculate the deficit The Fed s numbers show how much the government and government agencies actually borrow in new money over and above the refunding of old debt each and every calendar year In 2000,.