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The entropy calculation is performed on a set of observations S: pi refers to the fraction of the observations that belong to a particular values. For example, for a set of 100 observations where the response variable is Temperature and 60 observations had hot values while 40 observations had cold values, then the phot would be 0.6 and the pcold would be 0.4. The value c is the number of different values that the response variable can take. When pi 0, then the value for 0 log2 0 0. The example shown in Figure 6.41 will be used to illustrate our point. Values for entropy are calculated for the three splits:

rst learned of the quanti cation of nance in the mid-1990s. I was then living in Washington, D.C., trying to get a job at a multilateral organization (the World Bank and similar). Thanks to my undergraduate education in theoretical economics, I had no idea that things called options or swaps existed. My frequent trips to Dupont Circle and K Street bookstores consistently took me to the international economics and political science shelves. Completely ignorant of derivatives, I saw no reason to go looking for tomes on structured products or stochastic calculus. All this changed around 1996, for two main reasons. First, I was fortunate enough to attend lectures at American University (AU) that happened to deal with important real-life issues (and not just econometrics or topology, as had been the case during my bachelors years) like, well, derivatives and risk management. I learned about the products and the very exciting cases of Orange County or Procter & Gamble. I became hooked. But so far, no heavy-duty quant stuff. So far, derivatives were simply another type of nancial product and the derivatives industry just another line of business (though particularly sexy), not the apparent sub elds of scienti c endeavors. During the initial virginity-losing phase

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Michael J. Molder, J.D., CFE, CPA, CVA, CFF, is a senior manager in the Business Advisory Services group of Marcum, LLP. Throughout his career, he has litigated, or aided counsel in, more than a hundred cases involving alleged fraud and nancial manipulation. Mr. Molder has helped recover hundreds of millions of dollars for victims of fraud.

where t1 < t0 < t2 , dk t and f k t denote the kth derivative of d t and f t , respectively. Some useful properties of the impulse function are the following: Property 1. Time scaling d at t0 1 t0 d t jaj a A:1-10

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E Ex ej kz wt ex Ey ej kz wt ey Ez ej kz wt ez Substituting E in r E 0, we get @ Ez ej kz wt 0 @z implying Ez 0. We can similarly consider the magnetic eld H as H Hx ej kz wt ex Hy ej kz wt ey Hz ej kz wt ez Substituting H in r H 0, we get @ Hz ej kz wt 0 @z implying Hz 0.

Percentile ranking from 60 to 70. Based on the information ratio and peer group performance. Percentile ranking greater than 70. Based on the information ratio and peer group performance.

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3.15 5.21 3.34 3.45 3.21 0.79 8.11 8.06 2.58 0.53

In its simplest form, equity market neutral funds hold a large number of long and short positions in the equity market with roughly an equal dollar amount of both longs and shorts. The result is referred to as a dollar neutral portfolio. By holding a large number of securities and matching the dollar exposure of the long and short positions, the equity market neutral manager attempts to negate any systematic (market) effects on the portfolio. The resulting portfolio will rise in value if the return of the long positions is greater than the return of the short positions. Because market effects are hedged out, these funds can theoretically achieve consistent returns in both positive and negative market environments (see Exhibit 15.8). Many equity market neutral funds extend the de nition of neutrality to include a wide variety of factors, including: Beta neutral. A fund that is beta neutral should be effectively insensitive to changes in the overall stock market or to a speci c index, such as the S&P 500. Style neutral. A fund that is style neutral should be indifferent to stylespeci c factors and/or cycles by being long one style (value for example) and short an equal amount in the offsetting style (such as growth).

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