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In the case of example 1, the logarithm is 0.3010, which corresponds to the number 2. If we were to take the log (base 10) of 2, the result is 0.3010. In example 2, the log of 100 is 2 or, if you will, 2 is the logarithm of 100. For our direct application we may be given a decibel value and be required to convert to its equivalent numeric value. If we turn to our introductory comments, when dealing in the power domain, we know that if we are given a decibel value of 20 dB, we are working with a power gain or loss of 100; 23 dB, 200; 30 dB, 1000; 37 dB 5000, and so on. A scienti c calculator is particularly valuable when we are not working directly with multiples of 10. For instance, enter the logarithm of a number onto the calculator keypad and the calculator can output the equivalent numeric value. Many hand-held scienti c calculators use the same button for the log as for the antilog. Usually one can access the antilog function by rst pressing the 2nd button, something analogous to upper case on a keyboard. Often printed directly above the log button is 10x . On most calculators we rst enter the logarithm on the numerical keypad, being sure to use the proper signs (+ or ). Press the 2nd button; then press the log button. After a short processing interval, the equivalent number is shown on the display. Let us get to the crux of the matter. We are interested in dBs. Let us suppose we are given 13 dB and we are asked to nd its numeric equivalent (power domain). This calculation is expressed by the following formula: log 1 (13/ 10)

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where x is the antecedent linguistic variable, which represents the input to the fuzzy system, and y is the consequent variable representing the output Ai is the linguistic term de ned by the Gaussian multivariable membership function, and m denotes the number of rules A major problem of SVMs is their lack of capacity to provide an explanation in a human-comprehensible form In particular, for medical applications the transparency and explanation of the model is crucial Considering rule extraction, a measure of its success is the performance of extracted rules as compared to the original SVM model Support vector learning in combination with data preprocessing allows reducing the complexity of the problem; however, the SVM solution may not correspond to a set of interpretable local models, which characterizes a fuzzy representation.

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Summary of the Primary Subsystems De ned Within the SKIT Implementation Location Extension Subsystem Description This subsystem represents the client application or user interface to the DDBE that we are implementing. Because it is not invoked by the other subsystems, it does not have an interface, only an implementation. This subsystem is the facade to the DDBE project that we are implementing. This subsystem is a simple SQL parser implementing a subset of ANSI SQL. It also provides a simplistic interface inspired by relational algebra. This subsystem ensures that all the table names and column names identi ed by the Parser are fully quali ed. This subsystem builds the distributed execution plan for the DdbmsClient request being processed. This subsystem acts as a Distributed Execution Manager and executes the plan generated by the Planner subsystem. This subsystem acts as a Local Execution Manager, executing the localized portions of the plan on behalf of the Dem subsystem.

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the same order of presentation) since they were first developed by Herman Rorschach in 1921 (Rorschach, 1921/1942). Half of the cards are black, white, and gray, and half use color. While there are several different ways to administer the Rorschach and score, the vast majority of psychologists today use the method developed by John Exner (Exner, 1974, 1976, 1986, 1993, 2003; Exner & Weiner, 1995). Each card is handed to the patient with the question, What might this be The psychologist writes down everything the patient says verbatim. During this free-association portion of the test, the psychologist does not question the patient. After

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An approach to reduce the training complexity of the support vector machines using supervised clustering and combining the approximation and generalization ability provided by SVM with the interpretability of fuzzy systems has been proposed in [43] The learning mechanism proceeds in two phases: 1 Information complexity reduction: Estimate relevant data using supervised clustering 2 Machine complexity reduction: Estimate a function from relevant data using support vector learning Nowadays there is a wide range of methods to extract comprehensible rules from SVMs In particular, the eclectic rule-extraction approach [44] includes three stages: training, rule extraction, and rule quality evaluation After training the SVM ( rst stage), a data set composed of the examples that became support vectors is built with the target class for these patterns replaced by the class predicted by the SVM.

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