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FreeOCR is a free Optical Character Recognition Software for Windows and supports scanning from most Twain scanners and can also open most scanned PDF's and multi page Tiff images as well as popular image file formats. FreeOCR outputs plain text and can export directly to ...

Free software called R and its commercial cousin S-Plus appears to have good numerical reliability, as does TSP Excel has important limitations and is generally not recommended for serious work However, Excel can provide good initial estimates of regression coef cients (subject to care in avoiding bad scaling of variables and collinearity issues) to a researcher in nance who may not be familiar with professional statistical software Since the Microsoft Excel is almost universally available, it offers great convenience for our pedagogical descriptive purposes here Our use of Excel here should not be interpreted as our endorsement of it in serious research due to known numerical inaccuracies Column of Ones Instead of the Intercept.



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For some theoretical and pedagogical purposes it is convenient to change the notation slightly and rewrite the two regressor model y = a + b1x1 + b2x2 + e without explicit reference to the intercept a by merging it into just another regression coef cient We completely change the notation and write it as y = b1x1 + b2x2 + b3x3 + e, where the old a is now b1, a new arti cial column of regressor data where all elements are unity is now called x1 The old x1 now becomes x2 and the old x2 becomes x3 Verify within Excel that this change gives the same results provided one clicks on a box left of Constant is zero in the regression menu This is next to the Labels box of the regression menu of the Data analysis option.





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The column of T data points (say) on the dependent variable y is denoted by the y vector Note that the software already works with several columns of regressor data as a whole and treats the entire collection of numbers regarded as regressors in a prespeci ed columnwise format The set of numbers for regressors (without the column headings) is called the X matrix Matrix algebra deals with the rules for operating on (adding, multiplying, dividing) matrices and vectors The rules depend on the number of rows and number of columns of each matrix or vector object..

Value2 = AvgList(18, 67, 98, 24, 65, 19); {returns a value of 48.5}

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Skin effect The effects of AC propagation within a transmission line in the areas of lowest impedance With DC levels, current flow travels in the center of the conductor At higher frequencies, AC flow will migrate to the outer skin of the transmission line Above a certain frequency, signal loss occurs due to excessive amount of current traveling in a very thin portion of the transmission line Sniffer probe Any small transducer used to isolate or locate radiating RF energy Calibration of measurement is not a concern Spectrum analyzer An instrument primarily used to display the power distribution of an incoming signal as a function of frequency Useful in analyzing the characteristics of electrical waveforms by repetitively sweeping through a frequency range of interest and displaying all components of the signal being investigated SPICE (Simulation Program with Integrated Circuit Emphasis).

a fault current flows through protection no. 1; a fault current flows through protection devices no. 2 and no. 3, which then send a logic standby order upstream; only protection no. 2 does not receive a logic standby order and sends a tripping order to circuit-breaker CB2. Circuit-breaker CB2 clears the fault at B at the end of a time interval:

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cause major problems throughout the community. It is these types of questions that we will address in this chapter. One way of describing the strength of interactions in a community is to construct a matrix of interaction coef cients. For example, a hypothetical four-species community can be represented as shown in Table 7.1. The representation can include both feeding and non-feeding interactions. For example, the effect of species A on species B is negative with a strength of 0.5. The intraspeci c interactions (e.g. A on A) are all negative. Some of the interactions are symmetric, for example a positive effect of A on D and D on A, which is a fully mutualistic interaction. A value of 0 indicates no link between the species. The analysis of ecological community stability is part of a wider debate about the stability or not of complex systems. Gardner and Ashby (1970) asked whether large systems (biological or otherwise) which were assembled

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