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up in memory If the instance is found in memory, the stored classification is returned Otherwise, the system refuses to classify the new instance 2 CANDIDATE-ELIMINATION algorithm: New instances are classified only in the case where all members of the current version space agree on the classification Otherwise, the system refuses to classify the new instance 3 FIND-S:This algorithm, described earlier, finds the most specific hypothesis consistent with the training examples It then uses this hypothesis to classify all subsequent instances The ROTE-LEARNER no inductive bias The classifications it provides has for new instances follow deductively from the observed training examples, with no additional assumptions required The CANDIDATE-ELIMINATION algorithm has a stronger inductive bias: that the target concept can be represented in its hypothesis space Because it has a stronger bias, it will classify some instances that the ROTELEARNER not Of course the correctness of such classifications will depend will completely on the correctness of this inductive bias The FIND-Salgorithm has an even stronger inductive bias In addition to the assumption that the target concept can be described in its hypothesis space, it has an additional inductive bias assumption: that all instances are negative instances unless the opposite is entailed by its other know1edget As we examine other inductive inference methods, it is useful to keep in mind this means of characterizing them and the strength of their inductive bias More strongly biased methods make more inductive leaps, classifying a greater proportion of unseen instances Some inductive biases correspond to categorical assumptions that completely rule out certain concepts, such as the bias "the hypothesis space H includes the target concept" Other inductive biases merely rank order the hypotheses by stating preferences such as "more specific hypotheses are preferred over more general hypotheses" Some biases are implicit in the learner and are unchangeable by the learner, such as the ones we have considered here In s 11 and 12 we will see other systems whose bias is made explicit as a set of assertions represented and manipulated by the learner.

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You can access and change the value of elements of another child window by directly referencing the element from within your JavaScript You must explicitly specify the full path to the element in the JavaScript statement that references the element, and it must be from the same domain as the web page; otherwise, a security violation occurs Let's see how this works Suppose that a button named WebPage1 is on Form1, located on the web page that is displayed in the bottomPage frame of the frameset (This is similar to examples shown previously in this chapter, except in those examples we didn't name the form) The objective is to change the label of the Web Page 1 button You'll need to specify the full path and then assign text to the value attribute of WebPage1, as shown here:

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The main points of this chapter include: Concept learning can be cast as a problem of searching through a large predefined space of potential hypotheses The general-to-specific partial ordering of hypotheses, which can be defined for any concept learning problem, provides a useful structure for organizing the search through the hypothesis space

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the returned name of the book: @BookName varchar(50), and variables that are used to retrieve data from the s table: @ID varchar(10), @Name varchar(50) You then retrieve the name of the book corresponding to the ID passed in: Select @BookName = BookName From Books Where BookID = @BookID Next, you need to declare a Cursor object: Declare Curs Cursor that will retrieve all the chapters in the book specified Note that the records are sorted by the sequence number field: For Select ID, Name from s Where BookID = @BookID order by SequenceNumber You then open the cursor: Open Curs and retrieve the first record: Fetch Curs Into @ID, @Name You need to initialize the variable that will return the HTML text: Select @AllOfIt = '' and enter a loop so that you can process each of the chapter records: While @@Fetch_Status = 0 Within the loop, you format each chapter as an HTML Row tag Note that the name of the chapter appears in the row but the text is linked to the Sections page Passed to the Sections page is the ID of the chapter: Select @AllOfIt = @AllOfIt + '<TR><TD WIDTH=528>' + '<P><A HREF="/sectionasp ID=' + @ID + '">' + @Name + '</A></P></TD></TR>' You then retrieve the next record: Fetch Curs Into @ID, @Name After the loop, you release the cursor: Close Curs Deallocate Curs and return the table rows and the name of the book: Select @AllOfIt as TheTable, @BookName as BookName

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