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In walk-forward testing, a system is optimized on several years of data and then traded the next year. The system is then reoptimized on several more years of data, moving the window forward to include the year just traded. The system is then traded for another year. This process is repeated again and again, walking forward through the data series. Although very computationally intensive, this is an excellent way to study and test a trading system. In a sense, even though optimization is occurring, all trades are taken on what is essentially out-of-sample test data. All the statistics discussed above, such as the t-tests, can be used on walkforward test results in a simple manner that does not require any corrections for optimization. In addition, the tests will very closely simulate the process that occurs during real trading--first optimization occurs, next the system is traded on data not used during the optimization, and then every so often the system is reoptimized to update it. Sophisticated developers can build the optimization process into the system, producing what might be called an adaptive trading model. Meyers (1997) wrote an article illustrating the process of walk-forward testing.

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Conservative New mailing Response rate Customers Average order Revenue Name rental ($100/M) Catalogs @ $1 Ful llment @ 10% Database Cost of goods (47%) Total costs New mail pro t Email pro t Total pro t Investment Return on investment 600,000 3.10% 18,600 $250 $4,650,000 $ 60,000 $ 600,000 $ 465,000 $ 350,000 $2,185,500 $3,660,500 $ 989,500 $ 125,125 $1,114,625 $1,010,000 2.10 Bold 1,000,000 3.00% 30,000 $250 $7,500,000 $ 100,000 $1,000,000 $ 750,000 $ 350,000 $3,525,000 $5,725,000 $1,775,000 $ 175,000 $1,950,000 $1,450,000 2.34 Aggressive 1,600,000 2.90% 46,400 $250 $11,600,000 $ 160,000 $1,600,000 $1,160,000 $ 350,000 $5,452,000 $8,722,000 $2,878,000 $ 246,750 $3,124,750 $2,110,000 2.48

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In the course of developing trading systems, statistics help the trader quickly reject models exhibiting behavior that could have been due to chance or to excessive curve-fitting on an inadequately sized sample. Probabilities can be estimated, and if it is found that there is only a very small probability that a model s performance could be due to chance alone, then the trader can feel more confident when actually trading the model. There are many ways for the trader to use and calculate statistics. The central theme is the attempt to make inferences about a population on the basis of samples drawn from that population. Keep in mind that when using statistics on the kinds of data faced by traders, certain assumptions will be violated. For practical purposes, some of the violations may not be too critical; thanks to the Central Limit Theorem, data that are not normally distributed can usually be analyzed adequately for most needs. Other violations that are more serious (e.g., ones involving serial dependence) do need to be taken into account, but rough-and-ready rules may be used to reckon corrections

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from 2 percent to 3 percent for a number of reasons. The rst year s mailing would show which SICs were pulling and which were not, so the cataloger should get much better at selecting names. In addition, many of the customers mailed to in the rst year would be getting their second year s worth of catalogs. Since the long-term projection of catalog response for this cataloger was 6 percent, these second-year customers should respond at a rate closer to that, bringing the average up to 3 percent or higher. The only surprise in the second year is the increased cost of the database. The software used in the rst year did not include a provision for email marketing. Sejal recommended a software upgrade that moved the database cost up to $350,000 per year. What this case study shows is how to go about calculating the bene ts from database marketing. Too many people think that it is a nice concept, but have no idea of how to prove it.

These nuts definitely make my list of superfoods because of their many health benefits, especially related to heart disease and cancer. They are particularly rich in protective essential fats. They are also important sources of fiber; vitamins and minerals such as calcium, folic acid, magnesium, potassium, and vitamin E; as well as antioxidants such as quercetin and kaempferol. By the way, almonds, walnuts, and other nuts as well as peanuts which are actually legumes make excellent protein and fat substitutes for meat, cheese, and other high-fat foods.

to the probabilities. The bottom line: It is better to operate with some information, even knowing that some assumptions may be violated, than to operate blindly. We have glossed over many of the details, definitions, and reasons behind the statistics discussed above. Again, the intention was merely to acquaint the reader with some of the more frequently used applications. We suggest that any committed trader obtain and study some good basic texts on statistical techniques.

Summary

I n this section, various entry methods arc systematically evaluated. The focus is on which techniques provide good entries and which do not. A good entry is important because it can reduce exposure to risk and increase the likelihood that a trade will be profitable. Although it is sometimes possible to make a profit with a bad entry (given a sufficiently good exit), a good entry gets the trade started on the right foot.

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