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Note that hi(t) for a given qi(t) typically depends on a number of parameters, for example, fabrication tolerance of the sensor, environmental parameters such as temperature and humidity, and wear of the sensor In analogy to software clocks, we introduce a software sensor as a function c that maps a sensor output h(t) to c(h(t)) Software sensors are typically introduced to map a sensor output to a standard scale (eg, the Celsius scale) Here, the goal of calibration is to nd a suitable c for a given scale Often, q does refer to such a standard scale, in which case the goal of calibration could be to nd a c that approximates ci(hi(t)) qi(t) for all t As mentioned in the previous section, calibration may also be applied to actuators.

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An actuator can be considered a reverse sensor that accepts a digital value h(t) as input and produces a physical quantity q(t) as output For example, a heater may accept a temperature speci cation as input and heat until this temperature is reached A software actuator c21 then maps a given value v to c21 (v), which can be used as an input to the actuator to produce a certain physical quantity (eg, such that q(t) v) 774 Classes of Calibration.

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what time, and from where the calls were made, etc Classifying the users into groups will help our system to easily identify if a specific call does not correspond to a mobile phone owner There are several types of impostors our SIPI system can identify: (i) those who had changed the mobile phone s owner call patterns; (ii) those who bought a mobile phone only for one month (already convinced not to pay); and (iii) those who bought mobile phones using other names Thus, when the call made using the genuine/cloned phone is terminated, the system will check to see if the characteristics of the call are within the client patterns saved in the file A warning message could be sent to the client if a fraud was detected.

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This immediate notification, instead of waiting until the end of monthly bill cycle, will help to reduce losses to the carrier and to the owner of the mobile phone that has been cloned To identify these types of impostors as soon as possible instead of at the end of the month, avoiding more losses for the carrier, we propose the use of a radial basis function (RBF) network in its more basic form [25] to partition the users into classes and create the log files that we refer to as baseline files The architecture of the RBF network consists of an entry layer, a hidden layer, and an output layer The nodes of the output layer form a linear combination of the radial basis function using the kernel classifier The RBF function in the hidden layer produces a response for the stimulus of input (pattern).

When the input (pattern) is within a small region located in the input space, the RBF function produces a response significantly different from zero The input is made from the source nodes, ie, sensorial units Each activation function requires a center and a scalable parameter A Gauss function can be used as activator In this case, the neural network can be used to make decisions of maximum likelihood, ie, determining which one of the various centers is more likely to be similar to the input vector Given X C as an input vector, the output of a simple node could be defined as follows: F(X C) = 1 (2 ).

4 Memory the ability to remember strings of words, letters, numbers, or other symbols or items This ability is measured by serial- or free-recall tests 5 Perceptual speed the ability rapidly to recognize letters, numbers, or other symbols This ability is measured by proofreading tests, or by tests that require individuals to cross out a given letter (such as A) in a string of letters 6 Inductive reasoning the ability to reason from the speci c to the general This ability is measured by tests such as letters series ( What letter comes next in the following series b, d, g, k, ) and number series ( What number comes next in the following series 4, 12, 10, 30, 28, 84, ) 7 Spatial visualization the ability involved in visualizing shapes, rotations of objects, and how pieces of a puzzle would t together.

activated for the desired cells. The use of this technique and similar approaches promises to be a powerful tool for directed differentiation of ES cells and is an area of active research.

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