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imental materials and certain tools are needed. To study the behavior of a given entry or exit method, a simulation should be done using that method on a portion of a given market s past performance; that requires data. Clean, historical data for the market on which a method is being tested is the starting point. Once the data is available, software is needed to simulate a trading account. Such software should allow various kinds of trading orders to be posted and should emulate the behavior of trading a real account over the historical period of interest. Software of this kind is called a trading simulator. The model (whether an entry model, an exit model, or a complete system) may have a number of parameters that have to be adjusted to obtain the best results from the system and its elements, or a number of features to be tamed on or off. Here is where an optimizer plays its part, and a choice must be made among the several types of optimizers available. The simulations and optimizations will produce a plethora of results. The system may have taken hundreds or thousands of trades, each with its own profiVloss, maximum adverse excursion, and maximum favorable excursion. Also generated will be simulated equity curves, risk-to-reward ratios, profit factors, and other information provided by the trading simulator about the simulated trading account(s). A way to assess the significance of these results is needed. Is the apparent profitability of the trades a result of excessive optimization Could the system have been profitable due to chance alone, or might it really be a valid trading strategy If the system is valid, is it likely to hold up as well in the future, when actually being traded, as in

You can combine the two steps by initializing the variable with the object-creation expression. Declare variable. Dealer theDealer = new Dealer();

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One improvement the MPMediaPickerController has over the UIImagePickerController is that it allows you to select multiple items. To enable this feature, you must set the allowsPickingMultipleItems property to YES. Because MPMediaPickerController is a view controller, it can be displayed any way that you can display a view controller. It can be inside a tab bar view controller, pushed onto a navigation controller stack, or, in this case, presented as the modal view controller. How you choose to display it is up to you. Make sure you choose the method that fits the flow of your application. Figure 12.1 shows what the MPMediaPickerController looks like when displayed. The media types you select aren t limited to music. You can also select podcasts and audio books. When you initialize a new MPMediaPickerController, you have the

the past Questions such as these require the basic machinery provided by inferential statistics. In the next several chapters, we will cover data, simulators, optimizers, and statistics. These items will be used throughout this book when examining entry and exit methods and when attempting to integrate entries and exits into complete trading systems.

Initialize with an object-creation expression. In the case of local variables, but not fields, you can simplify the syntax a bit more by having the compiler infer the type in the declaration part on the left. But I ll cover that in the section on local variables in the next chapter.

option of selecting what type of media is shown by default. In the previous example, the picker will display the user s music library. Following in table 12.1 are the constants you can use to change which library is shown. After you ve created your MPMediaPickerController, you need to create a delegate to respond to two methods: mediaPicker:didPickMediaItems: and mediaPickerDidCancel:.

A class declaration acts as a blueprint from which you can create as many instances of the class as you like. Instance members: Each instance of a class is a separate entity that has its own set of data members, distinct from the other instances of the same class. These are called instance members since they are associated with an instance of the class. Static members: Instance members are the default, but you can also declare members called static members that are associated with the class, rather than the instance. I ll cover these in 6.

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