A Linearity Property of Determinants On. p. 173 is a property of determinants that I didn't mention in lecture, assuming you'd pick up on it in reading Section 3.2. That property is useful for at least one WebWork problem that a couple of people have asked about. Suppose E œ Ò+" ÞÞÞ +4 ÞÞÞ +8 Ó is an 8 ‚ 8 matrix with columns +" , ÞÞÞ +4 , ÞÞÞ +8 Supppose one column, say column +4 , is replaced by a variable column B from ‘8 Þ Let X ÐBÑ œ det Ò+" ÞÞÞ B ÞÞÞ +8 Ó . X ÐBÑ is a number so B È X ÐBÑ is a function from ‘8 to ‘" Þ X is a linear transformation. this means that i) X Ð- BÑ œ -X ÐBÑ for all B in ‘8 and all scalars -ß and ii) X ÐB CÑ œ X ÐBÑ X ÐCÑ for all Bß C in ‘8 i) is true becuase of a property we already know about how factoring a number out of a column affects the determinant: X Ð- BÑ œ det Ò+" ÞÞÞ - B ÞÞÞ +8 Ó œ - det Ò+" ÞÞÞ B ÞÞÞ +8 Ó œ -X ÐBÑ ii) is checked by expanding the determinants for X ÐB CÑ, X ÐBÑ, and X ÐCÑ down the 4th column (see the $ ‚ $ example in Exercise 43 of Section 3.2. To illustrate with a $ ‚ $ example. Suppose E œ Ô" % Õ( # & ) $× ' ß and replace (say) column 2 with a veriable vector B *Ø from ‘$ : Ô" X ÐBÑ œ det % Õ( B" B# B$ $× ' Þ *Ø Ô" Since X is linear, X ÐB CÑ œ det % Õ( Ô" œ det % Õ( B" C" B# C# B$ C$ B" B# B$ $× ' *Ø $× Ô" ' det % Õ( *Ø C" C# C$ $× ' œ X Ð B Ñ X ÐC Ñ *Ø Read in reverse order, this says that if we have two matrices that are identical except for 1 column, then in computing the determinants Ô " B" det % B# Õ ( B$ Å $× Ô " C" ' det % C# Õ ( C$ *Ø Å Å two columns the same $× Ô " B" C " $ × ' œ det % B# C# ' Õ ( B$ C $ * Ø *Ø Å Å we can add together the two different columns note: we are not adding column 1's or column 3's together