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Finite-Dimensional Linear Algebra

[Finite-Dimensional Linear Algebra] 4.1 + 4.2 + 4.3 The Determinant Function Analysis of matrices is central in the study of finite-dimensional linear algebra, because any linear operator mapping one finite-dimensional space into another can be represented by a matrix. The simplest kind of matrix ia a diagonal matrix. The matrix AFm×n is diagonal if Aij=0 for all ij To simplify matrix-based calculations, we want to transform matrices into .. Show More
[Finite-Dimensional Linear Algebra] 2.5 + 2.6 + 2.7 Basis and Dimension Lemma For a set of vectors u1,u2,,un in vector space V, if vsp{u1,u2,un}, thensp{u1,u2,un,v}=sp{u1,u2,un}This leads to the concept of a basis, a spanning set containing the fewest possible elements. Definition of a BasisLet u1,u2,un be vectors in a vector space V. We say that {u1,u2,un} is.. Show More
[Finite-Dimensional Linear Algebra] 2.4 Linear Combinations and Spanning Sets Definition of a Linear CombinationLet V be a vector space over a field F, let u1,u2,uk be vectors in V, and let α1,α2,αk be scalars in F. Then the linear combination of the vectors with scalars we call weights is: α1u1+α2u2++αkukAny linear combination of vectors in subspace S belongs to S, as subspaces are.. Show More
[Finite-Dimensional Linear Algebra] 2.2 Vector Spaces + 2.3 Subspaces The elements of vector space V are called vectors, and the elements of the corresponding field F are called scalars. Definition of a Vector SpaceLet F be a field and let V be a nonempty set with two operations defined with respect to these sets: (vector) addition: u,vVu+vVscalar multiplication: αF,vVαvV V is a vecto.. Show More
[Finite-Dimensional Linear Algebra] 2.1 Fields Definition of a fieldLet F be a nonempty set with two defined operations for α,βF called addition and multiplication.addition: α+βFmultiplication: αβF F is a field iff (if and only if) the operations satisfy the following properties: A. Axioms for AdditionAssociative property of additionfor all α,β,γF, (\alpha + \.. Show More