Matakuliah Tahun : Matrix Algebra for Statistics : 2009 POSITIVE DEFINITE AND NON-NEGATIVE DEFINITE MATRICES Pertemuan 11 Introduction • Quadratic forms that are non-negative definite play an important role in statistical theory, particularly those related to chisquare distributions Bina Nusantara University 3 Definition Let A be an n x n Hermitian matrix, and let x € Cn. Then x*Ax is said to be a Hermitian non-negative definite (n.n.d.) quadratic form if x*Ax ≥ 0 for all x. If x*Ax is Hermitian n.n.d. we say that A is Hermitian n.n.d. and written A ≈0 (semi-definite) Bina Nusantara University If A is Hermitian and n.n.d., and there exists x, x ≠ 0 such that x*Ax = 0, We say that A is Hermitian positive semidefinite or positive indefinite. An alternative definition is that A is n.n.d. and det A = 0. If x*Ax > 0 for all x ≠0, then we say that A is Hermitian positive definite (p.d.) definite and write A > 0. Bina Nusantara University 5 Example Bina Nusantara University 6 Bina Nusantara University 7 Bina Nusantara University 8
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