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Also Known As: Runtime Data Store Most Frequent Scale: Application, architecture Refactorings: Use Entity Beans for Persistent Data Refactored Solution Type: Software Root Causes: Ignorance, pride Unbalanced Forces: Complexity and resources Anecdotal Evidence: Hey, stateful sessions are long-running and stateful, and can be triggered to read from and write to the DB upon transaction boundaries . . . sounds like a perfect cache mechanism!

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ter curve fitting Data curve fitting occurs when system developers eliminate a portion of their historical data or intentionally reduce their historical data series at the study s outset to filter out losing trades Avoidance of data curve fitting in the system development process can be achieved through strict adherence to an objective data history criterion for backtesting of the trading system As stated earlier, such data histories should include all types of market environments: bullish, bearish, trending, and mean reverting If data histories do not contain all types of market environments, either we need to expand the data set to include more history or, if there is a lack of history for a particular trading vehicle, we should examine an asset that displays a strong positive correlation to the asset that we anticipate trading and whose history does include all types of market environments.

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Building a Web site is half craft and half art, and Dreamweaver is the perfect tool for blending these often dueling disciplines. Dreamweaver s visual editor enables quick and artful page creation, and at the same time, its integrated text editors offer the detail-oriented focus required by programmers. Dreamweaver s key features include the following: Dreamweaver works the way professional Web developers do, with integrated visual and text editors. Dreamweaver won t convert your HTML code when it s used with preexisting Web pages. Dreamweaver supports HTML standard commands with easy entry and editing of text, graphics, tables, and multimedia elements. Dreamweaver makes cutting-edge features, such as Dynamic HTML and Cascading Style Sheets, easy to use. Dreamweaver offers you a variety of reusable JavaScript behaviors, object libraries, commands, and templates to streamline your Web page creation. Dreamweaver s wide range of site management tools include FTP publishing with a file-locking capability that encourages team creation and maintenance, as well as a built-in Link Checker and visual Site Map. In the next chapter, you hit the ground running with a quick-start guide to Dreamweaver.

Parameter curve fitting can be defined as the practice of the system developer adapting trade criteria parameters to match or fit in-sample data For example, let us return to the simple and robust moving average crossover system examined in 3 Because this system contained only two parameters (9- and 26-day moving averages), we were moderately confident that its future performance would display a strong positive correlation to its backtested data history But suppose that system developers were dissatisfied with the poor win/loss ratio of the two moving average crossovers They decide to search through a list of various indicators until discovering one that improves the win/loss ratio without negatively impacting other performance measures Two things have now occurred: (1) the system gets fewer trading signals, and (2) the desired result is achieved the remaining signals generate more winning trades than losers.

Also Known As: Golden Hammer Most Frequent Scale: Application, architecture Refactorings: Web Service to J2EE Component, Vend Data Instead of Algorithm Refactored Solution Type: Software Root Causes: Avarice Unbalanced Forces: Complexity, performance Anecdotal Evidence: Let s implement that as a Web Service!

Therefore, T2(n - k) can be expressed as: T2 (n - k ) =

Then the developers reason that if the addition of one new parameter made the system more successful, imagine what two, three or four more could do Eventually the addition of parameters results in the developers sacrificing a very robust and moderately successful trading system in favor of one that works perfectly in the past and terribly in the future Remember, the more parameters added to a trading system, the more closely that system s criteria has been fit to the data The closer the parameters have been fit to a particular data history, the less likely that these criteria will be able to filter out randomness within the data series8 The easiest method to eliminate parameter curve fitting is to test and trade a system containing only one parameter.

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