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approximation of what was in the original source code. How this is done depends heavily on the specific programming language used for developing the program. From a reversing standpoint, the most important thing about a high-level programming language is how strongly it hides or abstracts the underlying machine. Some languages such as C provide a fairly low-level perspective on the machine and produce code that directly runs on the target processor. Other languages such as Java provide a substantial level of separation between the programmer and the underlying processor. The following sections briefly discuss today s most popular programming languages:



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and for any k-output with a linear activation function wjk t + 1 = ykt yka oj + wjk t (21.41)

1 0.9 0.8 0.7





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The C programming language is a relatively low-level language as high-level languages go C provides direct support for memory pointers and lets you manipulate them as you please Arrays can be defined in C, but there is no bounds checking whatsoever, so you can access any address in memory that you please On the other hand, C provides support for the common high-level features found in other, higher-level languages This includes support for arrays and data structures, the ability to easily implement control flow code such as conditional code and loops, and others C is a compiled language, meaning that to run the program you must run the source code through a compiler that generates platform-specific program binaries These binaries contain machine code in the target processor s own native language C also provides limited cross-platform support.

0.6 0.5 0.4 0.3 0.2 0.1 0 0 1000 2000 3000 4000 5000 6000 7000 8000 9000

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To run a program on more than one platform you must recompile it with a compiler that supports the specific target platform Many factors have contributed to C s success, but perhaps most important is the fact that the language was specifically developed for the purpose of writing the Unix operating system Modern versions of Unix such as the Linux operating system are still written in C Also, significant portions of the Microsoft Windows operating system were also written in C (with the rest of the components written in C++) Another feature of C that greatly affected its commercial success has been its high performance Because C brings you so close to the machine, the code written by programmers is almost directly translated into machine code by compilers, with very little added overhead This means that programs written in C tend to have very high runtime performance.

In the above equations, F is the activation function defined in Equation (21.25), t is the update step, and are the learning rate and the momentum, respectively, is the Clifford or geometric product, is the scalar product, and is the multivector anti-involution (reversion or conjugation). In the case of the non-Euclidean x G0 3 0 , corresponds to the simple conjugation. Each neuron now consists of p + q + r units, each for a multivector component. The biases are also multivectors and are absorbed as usual in the sum of the activation signal, here defined as net ij . In the learning rules, Equations (21.39) (21.41), the computation of the geometric product and the anti-involution varies depending on the geometric algebra being used [18]. To illustrate this, the conjugation required in the learning rule for quaternion algebra is x = x0 x1 1 x2 2 x3 1 2 , where x G0 2 0 .

1000 500

C code is relatively easy to reverse because it is fairly similar to the machine code When reversing one tries to read the machine code and reconstruct the.

make sure that code is properly obfuscated. Otherwise, it will be exceedingly easy to recover an accurate approximation of your program s source code simply by decrypting the assembly.

t = 2500

This learning method utilizes a standard genetic algorithm (see [19]). All Clifford weights and biases of the geometric MLP depicted in Figure 21.5 are encoded as a genotype. Note that the weights are Clifford numbers which have a length of 2n , according to the total dimension n of the Clifford algebra Gn . The used objective function is E w31 w32 w13 = 1 2

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