Up to index of Isabelle/HOL/HOL-Complex/HahnBanach
theory VectorSpace(* Title: HOL/Real/HahnBanach/VectorSpace.thy
ID: $Id: VectorSpace.thy,v 1.25 2005/06/17 14:13:10 haftmann Exp $
Author: Gertrud Bauer, TU Munich
*)
header {* Vector spaces *}
theory VectorSpace imports Real Bounds Zorn begin
subsection {* Signature *}
text {*
For the definition of real vector spaces a type @{typ 'a} of the
sort @{text "{plus, minus, zero}"} is considered, on which a real
scalar multiplication @{text ·} is declared.
*}
consts
prod :: "real => 'a::{plus, minus, zero} => 'a" (infixr "'(*')" 70)
syntax (xsymbols)
prod :: "real => 'a => 'a" (infixr "·" 70)
syntax (HTML output)
prod :: "real => 'a => 'a" (infixr "·" 70)
subsection {* Vector space laws *}
text {*
A \emph{vector space} is a non-empty set @{text V} of elements from
@{typ 'a} with the following vector space laws: The set @{text V} is
closed under addition and scalar multiplication, addition is
associative and commutative; @{text "- x"} is the inverse of @{text
x} w.~r.~t.~addition and @{text 0} is the neutral element of
addition. Addition and multiplication are distributive; scalar
multiplication is associative and the real number @{text "1"} is
the neutral element of scalar multiplication.
*}
locale vectorspace = var V +
assumes non_empty [iff, intro?]: "V ≠ {}"
and add_closed [iff]: "x ∈ V ==> y ∈ V ==> x + y ∈ V"
and mult_closed [iff]: "x ∈ V ==> a · x ∈ V"
and add_assoc: "x ∈ V ==> y ∈ V ==> z ∈ V ==> (x + y) + z = x + (y + z)"
and add_commute: "x ∈ V ==> y ∈ V ==> x + y = y + x"
and diff_self [simp]: "x ∈ V ==> x - x = 0"
and add_zero_left [simp]: "x ∈ V ==> 0 + x = x"
and add_mult_distrib1: "x ∈ V ==> y ∈ V ==> a · (x + y) = a · x + a · y"
and add_mult_distrib2: "x ∈ V ==> (a + b) · x = a · x + b · x"
and mult_assoc: "x ∈ V ==> (a * b) · x = a · (b · x)"
and mult_1 [simp]: "x ∈ V ==> 1 · x = x"
and negate_eq1: "x ∈ V ==> - x = (- 1) · x"
and diff_eq1: "x ∈ V ==> y ∈ V ==> x - y = x + - y"
lemma (in vectorspace) negate_eq2: "x ∈ V ==> (- 1) · x = - x"
by (rule negate_eq1 [symmetric])
lemma (in vectorspace) negate_eq2a: "x ∈ V ==> -1 · x = - x"
by (simp add: negate_eq1)
lemma (in vectorspace) diff_eq2: "x ∈ V ==> y ∈ V ==> x + - y = x - y"
by (rule diff_eq1 [symmetric])
lemma (in vectorspace) diff_closed [iff]: "x ∈ V ==> y ∈ V ==> x - y ∈ V"
by (simp add: diff_eq1 negate_eq1)
lemma (in vectorspace) neg_closed [iff]: "x ∈ V ==> - x ∈ V"
by (simp add: negate_eq1)
lemma (in vectorspace) add_left_commute:
"x ∈ V ==> y ∈ V ==> z ∈ V ==> x + (y + z) = y + (x + z)"
proof -
assume xyz: "x ∈ V" "y ∈ V" "z ∈ V"
hence "x + (y + z) = (x + y) + z"
by (simp only: add_assoc)
also from xyz have "... = (y + x) + z" by (simp only: add_commute)
also from xyz have "... = y + (x + z)" by (simp only: add_assoc)
finally show ?thesis .
qed
theorems (in vectorspace) add_ac =
add_assoc add_commute add_left_commute
text {* The existence of the zero element of a vector space
follows from the non-emptiness of carrier set. *}
lemma (in vectorspace) zero [iff]: "0 ∈ V"
proof -
from non_empty obtain x where x: "x ∈ V" by blast
then have "0 = x - x" by (rule diff_self [symmetric])
also from x have "... ∈ V" by (rule diff_closed)
finally show ?thesis .
qed
lemma (in vectorspace) add_zero_right [simp]:
"x ∈ V ==> x + 0 = x"
proof -
assume x: "x ∈ V"
from this and zero have "x + 0 = 0 + x" by (rule add_commute)
also from x have "... = x" by (rule add_zero_left)
finally show ?thesis .
qed
lemma (in vectorspace) mult_assoc2:
"x ∈ V ==> a · b · x = (a * b) · x"
by (simp only: mult_assoc)
lemma (in vectorspace) diff_mult_distrib1:
"x ∈ V ==> y ∈ V ==> a · (x - y) = a · x - a · y"
by (simp add: diff_eq1 negate_eq1 add_mult_distrib1 mult_assoc2)
lemma (in vectorspace) diff_mult_distrib2:
"x ∈ V ==> (a - b) · x = a · x - (b · x)"
proof -
assume x: "x ∈ V"
have " (a - b) · x = (a + - b) · x"
by (simp add: real_diff_def)
also have "... = a · x + (- b) · x"
by (rule add_mult_distrib2)
also from x have "... = a · x + - (b · x)"
by (simp add: negate_eq1 mult_assoc2)
also from x have "... = a · x - (b · x)"
by (simp add: diff_eq1)
finally show ?thesis .
qed
lemmas (in vectorspace) distrib =
add_mult_distrib1 add_mult_distrib2
diff_mult_distrib1 diff_mult_distrib2
text {* \medskip Further derived laws: *}
lemma (in vectorspace) mult_zero_left [simp]:
"x ∈ V ==> 0 · x = 0"
proof -
assume x: "x ∈ V"
have "0 · x = (1 - 1) · x" by simp
also have "... = (1 + - 1) · x" by simp
also have "... = 1 · x + (- 1) · x"
by (rule add_mult_distrib2)
also from x have "... = x + (- 1) · x" by simp
also from x have "... = x + - x" by (simp add: negate_eq2a)
also from x have "... = x - x" by (simp add: diff_eq2)
also from x have "... = 0" by simp
finally show ?thesis .
qed
lemma (in vectorspace) mult_zero_right [simp]:
"a · 0 = (0::'a)"
proof -
have "a · 0 = a · (0 - (0::'a))" by simp
also have "... = a · 0 - a · 0"
by (rule diff_mult_distrib1) simp_all
also have "... = 0" by simp
finally show ?thesis .
qed
lemma (in vectorspace) minus_mult_cancel [simp]:
"x ∈ V ==> (- a) · - x = a · x"
by (simp add: negate_eq1 mult_assoc2)
lemma (in vectorspace) add_minus_left_eq_diff:
"x ∈ V ==> y ∈ V ==> - x + y = y - x"
proof -
assume xy: "x ∈ V" "y ∈ V"
hence "- x + y = y + - x" by (simp add: add_commute)
also from xy have "... = y - x" by (simp add: diff_eq1)
finally show ?thesis .
qed
lemma (in vectorspace) add_minus [simp]:
"x ∈ V ==> x + - x = 0"
by (simp add: diff_eq2)
lemma (in vectorspace) add_minus_left [simp]:
"x ∈ V ==> - x + x = 0"
by (simp add: diff_eq2 add_commute)
lemma (in vectorspace) minus_minus [simp]:
"x ∈ V ==> - (- x) = x"
by (simp add: negate_eq1 mult_assoc2)
lemma (in vectorspace) minus_zero [simp]:
"- (0::'a) = 0"
by (simp add: negate_eq1)
lemma (in vectorspace) minus_zero_iff [simp]:
"x ∈ V ==> (- x = 0) = (x = 0)"
proof
assume x: "x ∈ V"
{
from x have "x = - (- x)" by (simp add: minus_minus)
also assume "- x = 0"
also have "- ... = 0" by (rule minus_zero)
finally show "x = 0" .
next
assume "x = 0"
then show "- x = 0" by simp
}
qed
lemma (in vectorspace) add_minus_cancel [simp]:
"x ∈ V ==> y ∈ V ==> x + (- x + y) = y"
by (simp add: add_assoc [symmetric] del: add_commute)
lemma (in vectorspace) minus_add_cancel [simp]:
"x ∈ V ==> y ∈ V ==> - x + (x + y) = y"
by (simp add: add_assoc [symmetric] del: add_commute)
lemma (in vectorspace) minus_add_distrib [simp]:
"x ∈ V ==> y ∈ V ==> - (x + y) = - x + - y"
by (simp add: negate_eq1 add_mult_distrib1)
lemma (in vectorspace) diff_zero [simp]:
"x ∈ V ==> x - 0 = x"
by (simp add: diff_eq1)
lemma (in vectorspace) diff_zero_right [simp]:
"x ∈ V ==> 0 - x = - x"
by (simp add: diff_eq1)
lemma (in vectorspace) add_left_cancel:
"x ∈ V ==> y ∈ V ==> z ∈ V ==> (x + y = x + z) = (y = z)"
proof
assume x: "x ∈ V" and y: "y ∈ V" and z: "z ∈ V"
{
from y have "y = 0 + y" by simp
also from x y have "... = (- x + x) + y" by simp
also from x y have "... = - x + (x + y)"
by (simp add: add_assoc neg_closed)
also assume "x + y = x + z"
also from x z have "- x + (x + z) = - x + x + z"
by (simp add: add_assoc [symmetric] neg_closed)
also from x z have "... = z" by simp
finally show "y = z" .
next
assume "y = z"
then show "x + y = x + z" by (simp only:)
}
qed
lemma (in vectorspace) add_right_cancel:
"x ∈ V ==> y ∈ V ==> z ∈ V ==> (y + x = z + x) = (y = z)"
by (simp only: add_commute add_left_cancel)
lemma (in vectorspace) add_assoc_cong:
"x ∈ V ==> y ∈ V ==> x' ∈ V ==> y' ∈ V ==> z ∈ V
==> x + y = x' + y' ==> x + (y + z) = x' + (y' + z)"
by (simp only: add_assoc [symmetric])
lemma (in vectorspace) mult_left_commute:
"x ∈ V ==> a · b · x = b · a · x"
by (simp add: real_mult_commute mult_assoc2)
lemma (in vectorspace) mult_zero_uniq:
"x ∈ V ==> x ≠ 0 ==> a · x = 0 ==> a = 0"
proof (rule classical)
assume a: "a ≠ 0"
assume x: "x ∈ V" "x ≠ 0" and ax: "a · x = 0"
from x a have "x = (inverse a * a) · x" by simp
also have "... = inverse a · (a · x)" by (rule mult_assoc)
also from ax have "... = inverse a · 0" by simp
also have "... = 0" by simp
finally have "x = 0" .
thus "a = 0" by contradiction
qed
lemma (in vectorspace) mult_left_cancel:
"x ∈ V ==> y ∈ V ==> a ≠ 0 ==> (a · x = a · y) = (x = y)"
proof
assume x: "x ∈ V" and y: "y ∈ V" and a: "a ≠ 0"
from x have "x = 1 · x" by simp
also from a have "... = (inverse a * a) · x" by simp
also from x have "... = inverse a · (a · x)"
by (simp only: mult_assoc)
also assume "a · x = a · y"
also from a y have "inverse a · ... = y"
by (simp add: mult_assoc2)
finally show "x = y" .
next
assume "x = y"
then show "a · x = a · y" by (simp only:)
qed
lemma (in vectorspace) mult_right_cancel:
"x ∈ V ==> x ≠ 0 ==> (a · x = b · x) = (a = b)"
proof
assume x: "x ∈ V" and neq: "x ≠ 0"
{
from x have "(a - b) · x = a · x - b · x"
by (simp add: diff_mult_distrib2)
also assume "a · x = b · x"
with x have "a · x - b · x = 0" by simp
finally have "(a - b) · x = 0" .
with x neq have "a - b = 0" by (rule mult_zero_uniq)
thus "a = b" by simp
next
assume "a = b"
then show "a · x = b · x" by (simp only:)
}
qed
lemma (in vectorspace) eq_diff_eq:
"x ∈ V ==> y ∈ V ==> z ∈ V ==> (x = z - y) = (x + y = z)"
proof
assume x: "x ∈ V" and y: "y ∈ V" and z: "z ∈ V"
{
assume "x = z - y"
hence "x + y = z - y + y" by simp
also from y z have "... = z + - y + y"
by (simp add: diff_eq1)
also have "... = z + (- y + y)"
by (rule add_assoc) (simp_all add: y z)
also from y z have "... = z + 0"
by (simp only: add_minus_left)
also from z have "... = z"
by (simp only: add_zero_right)
finally show "x + y = z" .
next
assume "x + y = z"
hence "z - y = (x + y) - y" by simp
also from x y have "... = x + y + - y"
by (simp add: diff_eq1)
also have "... = x + (y + - y)"
by (rule add_assoc) (simp_all add: x y)
also from x y have "... = x" by simp
finally show "x = z - y" ..
}
qed
lemma (in vectorspace) add_minus_eq_minus:
"x ∈ V ==> y ∈ V ==> x + y = 0 ==> x = - y"
proof -
assume x: "x ∈ V" and y: "y ∈ V"
from x y have "x = (- y + y) + x" by simp
also from x y have "... = - y + (x + y)" by (simp add: add_ac)
also assume "x + y = 0"
also from y have "- y + 0 = - y" by simp
finally show "x = - y" .
qed
lemma (in vectorspace) add_minus_eq:
"x ∈ V ==> y ∈ V ==> x - y = 0 ==> x = y"
proof -
assume x: "x ∈ V" and y: "y ∈ V"
assume "x - y = 0"
with x y have eq: "x + - y = 0" by (simp add: diff_eq1)
with _ _ have "x = - (- y)"
by (rule add_minus_eq_minus) (simp_all add: x y)
with x y show "x = y" by simp
qed
lemma (in vectorspace) add_diff_swap:
"a ∈ V ==> b ∈ V ==> c ∈ V ==> d ∈ V ==> a + b = c + d
==> a - c = d - b"
proof -
assume vs: "a ∈ V" "b ∈ V" "c ∈ V" "d ∈ V"
and eq: "a + b = c + d"
then have "- c + (a + b) = - c + (c + d)"
by (simp add: add_left_cancel)
also have "... = d" by (rule minus_add_cancel)
finally have eq: "- c + (a + b) = d" .
from vs have "a - c = (- c + (a + b)) + - b"
by (simp add: add_ac diff_eq1)
also from vs eq have "... = d + - b"
by (simp add: add_right_cancel)
also from vs have "... = d - b" by (simp add: diff_eq2)
finally show "a - c = d - b" .
qed
lemma (in vectorspace) vs_add_cancel_21:
"x ∈ V ==> y ∈ V ==> z ∈ V ==> u ∈ V
==> (x + (y + z) = y + u) = (x + z = u)"
proof
assume vs: "x ∈ V" "y ∈ V" "z ∈ V" "u ∈ V"
{
from vs have "x + z = - y + y + (x + z)" by simp
also have "... = - y + (y + (x + z))"
by (rule add_assoc) (simp_all add: vs)
also from vs have "y + (x + z) = x + (y + z)"
by (simp add: add_ac)
also assume "x + (y + z) = y + u"
also from vs have "- y + (y + u) = u" by simp
finally show "x + z = u" .
next
assume "x + z = u"
with vs show "x + (y + z) = y + u"
by (simp only: add_left_commute [of x])
}
qed
lemma (in vectorspace) add_cancel_end:
"x ∈ V ==> y ∈ V ==> z ∈ V ==> (x + (y + z) = y) = (x = - z)"
proof
assume vs: "x ∈ V" "y ∈ V" "z ∈ V"
{
assume "x + (y + z) = y"
with vs have "(x + z) + y = 0 + y"
by (simp add: add_ac)
with vs have "x + z = 0"
by (simp only: add_right_cancel add_closed zero)
with vs show "x = - z" by (simp add: add_minus_eq_minus)
next
assume eq: "x = - z"
hence "x + (y + z) = - z + (y + z)" by simp
also have "... = y + (- z + z)"
by (rule add_left_commute) (simp_all add: vs)
also from vs have "... = y" by simp
finally show "x + (y + z) = y" .
}
qed
end
lemma negate_eq2:
[| vectorspace V; x ∈ V |] ==> - 1 · x = - x
lemma negate_eq2a:
[| vectorspace V; x ∈ V |] ==> -1 · x = - x
lemma diff_eq2:
[| vectorspace V; x ∈ V; y ∈ V |] ==> x + - y = x - y
lemma diff_closed:
[| vectorspace V; x ∈ V; y ∈ V |] ==> x - y ∈ V
lemma neg_closed:
[| vectorspace V; x ∈ V |] ==> - x ∈ V
lemma add_left_commute:
[| vectorspace V; x ∈ V; y ∈ V; z ∈ V |] ==> x + (y + z) = y + (x + z)
theorems add_ac:
[| vectorspace V; x ∈ V; y ∈ V; z ∈ V |] ==> x + y + z = x + (y + z)
[| vectorspace V; x ∈ V; y ∈ V |] ==> x + y = y + x
[| vectorspace V; x ∈ V; y ∈ V; z ∈ V |] ==> x + (y + z) = y + (x + z)
lemma zero:
vectorspace V ==> (0::'a) ∈ V
lemma add_zero_right:
[| vectorspace V; x ∈ V |] ==> x + (0::'a) = x
lemma mult_assoc2:
[| vectorspace V; x ∈ V |] ==> a · b · x = (a * b) · x
lemma diff_mult_distrib1:
[| vectorspace V; x ∈ V; y ∈ V |] ==> a · (x - y) = a · x - a · y
lemma diff_mult_distrib2:
[| vectorspace V; x ∈ V |] ==> (a - b) · x = a · x - b · x
lemmas distrib:
[| vectorspace V; x ∈ V; y ∈ V |] ==> a · (x + y) = a · x + a · y
[| vectorspace V; x ∈ V |] ==> (a + b) · x = a · x + b · x
[| vectorspace V; x ∈ V; y ∈ V |] ==> a · (x - y) = a · x - a · y
[| vectorspace V; x ∈ V |] ==> (a - b) · x = a · x - b · x
lemma mult_zero_left:
[| vectorspace V; x ∈ V |] ==> 0 · x = (0::'a)
lemma mult_zero_right:
vectorspace V ==> a · (0::'a) = (0::'a)
lemma minus_mult_cancel:
[| vectorspace V; x ∈ V |] ==> - a · - x = a · x
lemma add_minus_left_eq_diff:
[| vectorspace V; x ∈ V; y ∈ V |] ==> - x + y = y - x
lemma add_minus:
[| vectorspace V; x ∈ V |] ==> x + - x = (0::'a)
lemma add_minus_left:
[| vectorspace V; x ∈ V |] ==> - x + x = (0::'a)
lemma minus_minus:
[| vectorspace V; x ∈ V |] ==> - (- x) = x
lemma minus_zero:
vectorspace V ==> - (0::'a) = (0::'a)
lemma minus_zero_iff:
[| vectorspace V; x ∈ V |] ==> (- x = (0::'a)) = (x = (0::'a))
lemma add_minus_cancel:
[| vectorspace V; x ∈ V; y ∈ V |] ==> x + (- x + y) = y
lemma minus_add_cancel:
[| vectorspace V; x ∈ V; y ∈ V |] ==> - x + (x + y) = y
lemma minus_add_distrib:
[| vectorspace V; x ∈ V; y ∈ V |] ==> - (x + y) = - x + - y
lemma diff_zero:
[| vectorspace V; x ∈ V |] ==> x - (0::'a) = x
lemma diff_zero_right:
[| vectorspace V; x ∈ V |] ==> (0::'a) - x = - x
lemma add_left_cancel:
[| vectorspace V; x ∈ V; y ∈ V; z ∈ V |] ==> (x + y = x + z) = (y = z)
lemma add_right_cancel:
[| vectorspace V; x ∈ V; y ∈ V; z ∈ V |] ==> (y + x = z + x) = (y = z)
lemma add_assoc_cong:
[| vectorspace V; x ∈ V; y ∈ V; x' ∈ V; y' ∈ V; z ∈ V; x + y = x' + y' |] ==> x + (y + z) = x' + (y' + z)
lemma mult_left_commute:
[| vectorspace V; x ∈ V |] ==> a · b · x = b · a · x
lemma mult_zero_uniq:
[| vectorspace V; x ∈ V; x ≠ (0::'a); a · x = (0::'a) |] ==> a = 0
lemma mult_left_cancel:
[| vectorspace V; x ∈ V; y ∈ V; a ≠ 0 |] ==> (a · x = a · y) = (x = y)
lemma mult_right_cancel:
[| vectorspace V; x ∈ V; x ≠ (0::'a) |] ==> (a · x = b · x) = (a = b)
lemma eq_diff_eq:
[| vectorspace V; x ∈ V; y ∈ V; z ∈ V |] ==> (x = z - y) = (x + y = z)
lemma add_minus_eq_minus:
[| vectorspace V; x ∈ V; y ∈ V; x + y = (0::'a) |] ==> x = - y
lemma add_minus_eq:
[| vectorspace V; x ∈ V; y ∈ V; x - y = (0::'a) |] ==> x = y
lemma add_diff_swap:
[| vectorspace V; a ∈ V; b ∈ V; c ∈ V; d ∈ V; a + b = c + d |] ==> a - c = d - b
lemma vs_add_cancel_21:
[| vectorspace V; x ∈ V; y ∈ V; z ∈ V; u ∈ V |] ==> (x + (y + z) = y + u) = (x + z = u)
lemma add_cancel_end:
[| vectorspace V; x ∈ V; y ∈ V; z ∈ V |] ==> (x + (y + z) = y) = (x = - z)