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Parts Two, Three, and Four have traced the course of what we have called the mainstream of interest-rate history. This arbitrary term has been used to describe the history of the principal credit markets of Western Europe and North America from their early beginnings during the Middle Ages down to the present day because out of these areas came the largest and most complex credit markets in the world. In a broad sense, the mainstream comprised a single entity, not so much because of the direct flow of funds from country to country, which was often imperfect or altogether suspended, but because the members of this group of important commercial nations had similarities of culture and historical origins that produced similarities of financial traditions and methods. Major world political and economic events affected each of these countries simultaneously and similarly, although in varying degrees. Part Five will deal with the history of interest rates in a number of other nations. These histories are of two kinds. The first is the history of interest rates in countries such as Russia and China, which had autonomous credit traditions and interest-rate histories that were largely independent of the mainstream. Western financial influence penetrated both countries briefly in the nineteenth and early twentieth centuries, resulting in a few decades when their credit instruments and interest rates bore a close resemblance to those of the mainstream. These epochs, however, were transient. Soviet Russia developed credit instruments and interest rates based on techniques and economic principles that are quite different from those of the Western world. China had a long history of credit and interest rates quite separate and apart from Western influence;

ation. Many minimization schemes attempt to gain the benefits of second--order information without incurring the full computational costs. Recent surveys of the area can be found in Bishop (1995a), Ripley (1996), and Smagt (1994). Barnard and Cole (1989) give details of a conjugate gradient implementation and Charalambous (1990) gives an interesting variant on conjugate gradient, using subvectors of the weights rather than the whole weight vector, that may be feasible for parallel MLP architectures. Mdler (1993) recommends a version of conjugate gradients called scaled conjugate gradients and Fahlman (1989) gives a n algorithm called quickprop . Both of these appear widely in the neural network literature. Jervis and Fitzgerald (1993) conclude that scaled conjugate gradient and quickprop are both expedient minimization schemes. Himmelblau (1990) treats the problem of calculating the MLP Hessian matrix in parallel. In the case where the MLP is used for function approximation, rather than classification, the lack of a non-linear activation function at the output layer means that, for given inputs and R matrix, determining the matrix is a linear problem. This means that a linear approach (Gauss-Markov) can be used to estimate and then a non-linear one to estimate R, at each learning iteration. This appears to have been considered independently by Webb et al. (1988) and Barton (1991). Fahlman (1989) gives a discussion of the problem of comparing minimization algorithms. The paper raises the issues of

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that tradition continued under the Communist regime after 1949 In recent years, however, Soviet and Chinese citizens have demonstrated an appreciation of Western traditions of democracy and markets The second kind of history in Part Five belongs to countries in Asia, Africa, and Latin America that have been heavily influenced by the mainstream of interest-rate history but because of remoteness, newness or size, have not themselves had a great influence on the course of the mainstream Some, such as India, have indeed had a long autonomous credit history before modern times, but the then-prevailing interest rates are not available to us Other countries, Australia and New Zealand, for example, are relatively new and undeveloped but have directly inherited Western financial traditions and methods Japan is unique among the countries covered in Part Five Its credit traditions were separate from, but heavily influenced by, the Western world.

In 1983, Club House created a track called Do It Again/Billie Jean, which had the Steely Dan track Do It Again over the groove of Michael Jackson s Billie Jean. The piece was a cover, and no actual recordings from the originals were used, but the concept was very similar to the modern mashup, although it was titled a medley. Other mashups appeared as remixes, often called medleys for lack of a better term. One such mashup was released in 1986 called Propaganda for Frankie and featured Frankie Goes To Hollywood s Relax played at the same time as Propaganda s P-Machinery. In 1988, John Oswald released an extended play (EP) called Plunderphonics, which was composed entirely of unauthorized samples. This was very much a precursor to the modern mashup (as were his subsequent works), in that he blatantly took previously recorded material with no effort to mask their source. In fact, the knowledge of the source is what makes the music interesting. The Evolution Control Committee s Whipped Cream Mixes from 1996 had vocals from Public Enemy over an instrumental by Herb Alpert. This is one of the first examples of the modern mashup, in which very long and relatively unaltered recordings of vocals are placed over long and relatively unaltered instrumentals. In 2001, Erol Alkin produced a mashup of Kylie Minogue s Can t Get You Out of My Head along with New Order s Blue Monday. The same year, Freelance Hellraiser s Stroke of Genie-us combined the vocal talents of Christina Aguilera with the indie guitar stylings of The Strokes. The next year, 2 Many DJs released their landmark album, As Heard on Radio Soulwax, Part 2, which was an essentially an extended mashup set. The modern mashup era had begun.

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