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Complex Numbers in Linear Algebra
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Addition of Complex Numbers
To add two complex numbers, add their real parts and imaginary parts separately. Example: .
Multiplication of Complex Numbers
To multiply two complex numbers, apply the distributive property and remember that . Example: .
Argument of Complex Number
The argument of a complex number is the angle that the line representing the number makes with the positive real axis. It's measured in radians. Example: The argument of is .
Definition of a Complex Number
A complex number is a number of the form , where and are real numbers, and is the imaginary unit satisfying . Example:
Subtraction of Complex Numbers
To subtract two complex numbers, subtract their real and imaginary parts separately. Example: .
Absolute Value of Complex Number
The absolute value, or modulus, of a complex number is given by . Example: The modulus of is .
Complex Exponential Form
A complex number can be expressed as , where r is the modulus and is the argument. Example: represents the complex number .
Complex Conjugate
The complex conjugate of a complex number is . It's reflected across the real axis on the complex plane. Example: The conjugate of is .
Division of Complex Numbers
To divide by a complex number, multiply the numerator and denominator by the conjugate of the denominator. Example: .
De Moivre's Theorem
De Moivre's Theorem states that . Example: .
Complex Eigenvalues and Eigenvectors
Complex matrices can have complex eigenvalues and eigenvectors. The eigenvalue equation is , where is a matrix, is an eigenvalue, and is an eigenvector. Example: Matrix has eigenvalues and .
Inner Product of Complex Vectors
The inner product of two complex vectors and is denoted by and is calculated by taking the conjugate transpose of and multiplying it by . Example: If and , .
Square Roots of Complex Numbers
To find square roots of complex numbers, express the number in polar form and take the square root of the modulus and half the argument. Example: The roots of are and for integer.
Complex Matrix Conjugate Transpose
The conjugate transpose (also known as the Hermitian transpose) of a complex matrix is the transpose of the matrix followed by taking the complex conjugate of each entry. Example: The conjugate transpose of is .
Cauchy-Schwarz Inequality for Complex Vectors
The Cauchy-Schwarz inequality states that for complex vectors and , . Example: For and , and , hence the inequality holds.
Euler's Formula
Euler's formula states that for any real number , . Example: illustrates the relationship between , , , 1, and 0.
Complex Number Polar Form
A complex number's polar form is where is the modulus and is the argument. Example: The polar form of is .
Complex Matrix Multiplication
To multiply two complex matrices, compute the sum of the products of corresponding entries from the rows of the first matrix and the columns of the second. Example: .
Complex Matrix Addition
Complex matrices are added by adding corresponding entries, just like real matrices. Example: .
Complex Plane and Plotting
The complex plane (also called the Argand plane) is a two-dimensional plane where the horizontal axis represents the real part and the vertical axis represents the imaginary part of complex numbers. Example: The point represents .
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