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I PhD, 1993, Computing and Computational Mathematics, Stanford University, Stanford, CA Dissertation: On randomized versus deterministic computation Abstract: A study of the relative power of linear and polynomial randomized time compared with deterministic time1 Related courses: Numerical Analysis of Dynamic Systems Advanced Numerical Analysis Advanced Methods in Matrix Computation Numerical Methods for Initial Boundary Problems Number Theory Artificial Intelligence Machine Learning Methods of Mathematical Physics I BSc, 1988, Computer Science and Mathematics, University of Hawaii, Honolulu, HI GPA 39 (40) Honors and Awards: Alpha Theta Mu, honorary society in computer science Omicron Delta Psi, honorary society in mathematics Dean s Award (seven of eight semesters) NCAA Scholar Athlete in Track (200 and 400 meters) Related courses: Mathematics Mathematical Logic I, II Representation and Memory Topology Real Analysis I, II Quantitative Reasoning Theory of Algorithms Geometry Differential Equations Computer Science Theory of Computing Discrete Structures Operating Systems Simulation Information Systems Computer Graphics Compiler Design Artificial Intelligence

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above discussion is based Like CN2, AQ learns a disjunctive set of rules that together cover the target function However, AQ differs in several ways from the algorithms given here First, the covering algorithm of AQ differs from the SEQUENTIAL-COVERING algorithm because it explicitly seeks rules that cover a particular target value, learning a disjunctive set of rules for each target value in turn Second, AQ's algorithm for learning a single rule differs from LEARN-ONERULE While it conducts a general-to-specific beam search for each rule, it uses a single positive example to focus this search In particular, it considers only those attributes satisfied by the positive example as it searches for progressively more specific hypotheses Each time it learns a new rule it selects a new positive example from those that are not yet covered, to act as a seed to guide the search for this new disjunct

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R2 is the same value as X. Thus, the outcome of a sequence of two XORs using the same value produces the original value. To see this feature of the XOR in ...

Let s start with the big picture view. There are, broadly speaking, five places where you can get help in your Xcode development (in addition to books such as this one, of course). Quick Help ADC documentation Code samples Articles, tutorials, and sample applications on third-party websites Community resources like web forums and mailing lists You will be drawing on each of these resources as you develop your applications, but a brief tour of each follows. Some features described in this chapter particularly the ADC documentation require an internet connection and your ADC login.

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The SEQUENTIAL-COVERING algorithm described above and the decision tree learning algorithms of 3 suggest a variety of possible methods for learning sets of rules This section considers several key dimensions in the design space of such rule learning algorithms First, sequential covering algorithms learn one rule at a time, removing the covered examples and repeating the process on the remaining examples In contrast, decision tree algorithms such as ID3 learn the entire set of disjuncts simultaneously as part of the single search for an acceptable decision tree We might, therefore, call algorithms such as ID3 simultaneous covering algorithms, in contrast to sequential covering algorithms such as CN2 Which should we prefer The key difference occurs in the choice made at the most primitive step in the search At each search step ID3 chooses among alternative attributes by comparing the partitions of the data they generate In contrast, CN2 chooses among alternative attribute-value pairs, by comparing the subsets of data they cover One way to see the significance of this difference is to compare the number of distinct choices made by the two algorithms in order to learn the same set of rules To learn a set of n rules, each containing k attribute-value tests in their preconditions, sequential covering algorithms will perform n k primitive search steps, making an independent decision to select each precondition of each rule In contrast, simultaneous covering algorithms will make many fewer independent choices, because each choice of a decision node in the decision tree corresponds to choosing the precondition for the multiple rules associated with that node In other words, if the decision node tests an attribute that has m possible values, the choice of the decision node corresponds to choosing a precondition for each of the m corresponding rules (see Exercise 101) Thus, sequential covering algorithms such as CN2 make a larger number of independent choices than simultaneous covering algorithms such as ID3 Still, the question remains, which should we prefer The answer may depend on how much training data is available If data is plentiful, then it may support the larger number of independent decisions required by the sequential covering algorithm, whereas if data is scarce, the "sharing" of.

Quick Help is a new name in Xcode 3.2 (Snow Leopard only) for what was called the Research Assistant in earlier Xcode versions. If you click on a method name or other

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The following requirements must be satisfied before proceeding to the tutorial on Creating barcodes in a RDLC report.. ConnectCode .Net Barcode SDK is ...
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