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Decision tree learning is one of the most widely used and practical methods for inductive inference It is a method for approximating discrete-valued functions that is robust to noisy data and capable of learning disjunctive expressions This chapter describes a family of decision tree learning algorithms that includes widely used algorithms such as ID3, ASSISTANT, and C45 These decision tree learning methods search a completely expressive hypothesis space and thus avoid the difficulties of restricted hypothesis spaces Their inductive bias is a preference for small trees over large trees

Now suppose that you want to create three functions to perform three tasks To make sure that they occur in the correct sequence, you can call them in order from within another function Here is an example of this technique with three functions that call alerts for various purposes:

TABLE B1 ARCnet Cabling Alternatives Cable type RG-11/U Coax RG-59/U RG-62 Coax IBM Type 1 IBM Type 3 Category 2 (or higher) twisted pair 2 pairs used

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Decision tree learning is a method for approximating discrete-valued target functions, in which the learned function is represented by a decision tree Learned trees can also be re-represented as sets of if-then rules to improve human readability These learning methods are among the most popular of inductive inference algorithms and have been successfully applied to a broad range of tasks from learning to diagnose medical cases to learning to assess credit risk of loan applicants

function update_alert() { This function pops up windowalert("Welcome! This site is updated daily!"); an alert when called } function section_alert() { This function also pops windowalert("Please visit the picture section!"); up an alert when called } function links_alert() { This function also pops up windowalert("Also, check out my links page!"); an alert when called } function get_messages() { update_alert(); This function calls the other three section_alert(); functions into action when called links_alert(); } get_messages(); Calling the get_messages() function starts the process

The code begins by defining the three functions to show each alert Then it defines the get_messages() function, which just calls the previous three functions Of course, the get_ messages() function must be called to actually put this into action This call happens as the first statement outside of a function Of course, creating a script that pops up message after message is not something you typically want to do Although the example demonstrates the correct use of function calls, a script that does this would likely annoy your viewers! You ll see examples of practical uses of functions in later chapters

Decision trees classify instances by sorting them down the tree from the root to some leaf node, which provides the classification of the instance Each node in the tree specifies a test of some attribute of the instance, and each branch descending

The previous example used three different functions to show three alerts Although it works, it would be nice if you did not need to write a new function for each alert You can avoid doing this by using parameters You can create a function to be used multiple times to do the same thing, but with the new information from the parameters each time As mentioned earlier in the chapter, variables are commonly used as parameters However, you can also use a value as a parameter You ll learn about the different types of variable parameters first, and then take a look at value parameters If you want to send the values of certain variables to the function, you must first declare the variables and then be sure that they have the values you need before you send them Here, the scope of a variable becomes important The scope of a variable determines where it is and is not valid JavaScript has global and local variables

Typical connector Type N or BNC BNC BNC IBM Data Connector Adapter/Balun IBM Data Connector Adapter to 6- or 8-pin modular plug (RJ-11 or RJ-45 style) 6- or 8-pin modular plug/ jack (RJ-11 or RJ-45 style)

Global variables are the variables that you learned about in 3 Because they are defined outside any functions, they can be changed anywhere in the script inside or outside of functions A global variable is declared anywhere outside a function, as in the following code:

FIGURE 31 A decision tree for the concept PlayTennis An example is classified by sorting it through the tree to the appropriate leaf node, then returning the classification associated with this leaf (in this case, Yes or No) This tree classifies Saturday mornings according to whether or not they are suitable for playing tennis

var mycar="Honda"; var paycheck="1200";

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