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(*
Author: René Thiemann
Akihisa Yamada
License: BSD
*)
section \<open>Complex Roots of Real Valued Polynomials\<close>
text \<open>We provide conversion functions between polynomials over the real and the complex numbers,
and prove that the complex roots of real-valued polynomial always come in conjugate pairs.
We further show that also the order of the complex conjugate roots is identical.
As a consequence, we derive that every real-valued polynomial can be factored into real factors of
degree at most 2, and we prove that every polynomial over the reals with odd degree has a real
root.\<close>
theory Complex_Roots_Real_Poly
imports
"HOL-Computational_Algebra.Fundamental_Theorem_Algebra"
Polynomial_Factorization.Order_Polynomial
Polynomial_Factorization.Explicit_Roots
Polynomial_Interpolation.Ring_Hom_Poly
begin
interpretation of_real_poly_hom: map_poly_idom_hom complex_of_real..
lemma real_poly_real_coeff: assumes "set (coeffs p) \<subseteq> \<real>"
shows "coeff p x \<in> \<real>"
proof -
have "coeff p x \<in> range (coeff p)" by auto
from this[unfolded range_coeff] assms show ?thesis by auto
qed
lemma complex_conjugate_root:
assumes real: "set (coeffs p) \<subseteq> \<real>" and rt: "poly p c = 0"
shows "poly p (cnj c) = 0"
proof -
let ?c = "cnj c"
{
fix x
have "coeff p x \<in> \<real>"
by (rule real_poly_real_coeff[OF real])
hence "cnj (coeff p x) = coeff p x" by (cases "coeff p x", auto)
} note cnj_coeff = this
have "poly p ?c = poly (\<Sum>x\<le>degree p. monom (coeff p x) x) ?c"
unfolding poly_as_sum_of_monoms ..
also have "\<dots> = (\<Sum>x\<le>degree p . coeff p x * cnj (c ^ x))"
unfolding poly_sum poly_monom complex_cnj_power ..
also have "\<dots> = (\<Sum>x\<le>degree p . cnj (coeff p x * c ^ x))"
unfolding complex_cnj_mult cnj_coeff ..
also have "\<dots> = cnj (\<Sum>x\<le>degree p . coeff p x * c ^ x)"
unfolding cnj_sum ..
also have "(\<Sum>x\<le>degree p . coeff p x * c ^ x) =
poly (\<Sum>x\<le>degree p. monom (coeff p x) x) c"
unfolding poly_sum poly_monom ..
also have "\<dots> = 0" unfolding poly_as_sum_of_monoms rt ..
also have "cnj 0 = 0" by simp
finally show ?thesis .
qed
context
fixes p :: "complex poly"
assumes coeffs: "set (coeffs p) \<subseteq> \<real>"
begin
lemma map_poly_Re_poly: fixes x :: real
shows "poly (map_poly Re p) x = poly p (of_real x)"
proof -
have id: "map_poly (of_real o Re) p = p"
by (rule map_poly_idI, insert coeffs, auto)
show ?thesis unfolding arg_cong[OF id, of poly, symmetric]
by (subst map_poly_map_poly[symmetric], auto)
qed
lemma map_poly_Re_coeffs:
"coeffs (map_poly Re p) = map Re (coeffs p)"
proof (rule coeffs_map_poly)
have "lead_coeff p \<in> range (coeff p)" by auto
hence x: "lead_coeff p \<in> \<real>" using coeffs by (auto simp: range_coeff)
show "(Re (lead_coeff p) = 0) = (p = 0)"
using of_real_Re[OF x] by auto
qed
lemma map_poly_Re_0: "map_poly Re p = 0 \<Longrightarrow> p = 0"
using map_poly_Re_coeffs by auto
end
lemma real_poly_add:
assumes "set (coeffs p) \<subseteq> \<real>" "set (coeffs q) \<subseteq> \<real>"
shows "set (coeffs (p + q)) \<subseteq> \<real>"
proof -
define pp where "pp = coeffs p"
define qq where "qq = coeffs q"
show ?thesis using assms
unfolding coeffs_plus_eq_plus_coeffs pp_def[symmetric] qq_def[symmetric]
by (induct pp qq rule: plus_coeffs.induct, auto simp: cCons_def)
qed
lemma real_poly_sum:
assumes "\<And> x. x \<in> S \<Longrightarrow> set (coeffs (f x)) \<subseteq> \<real>"
shows "set (coeffs (sum f S)) \<subseteq> \<real>"
using assms
proof (induct S rule: infinite_finite_induct)
case (insert x S)
hence id: "sum f (insert x S) = f x + sum f S" by auto
show ?case unfolding id
by (rule real_poly_add[OF _ insert(3)], insert insert, auto)
qed auto
lemma real_poly_smult: fixes p :: "'a :: {idom,real_algebra_1} poly"
assumes "c \<in> \<real>" "set (coeffs p) \<subseteq> \<real>"
shows "set (coeffs (smult c p)) \<subseteq> \<real>"
using assms by (auto simp: coeffs_smult)
lemma real_poly_pCons:
assumes "c \<in> \<real>" "set (coeffs p) \<subseteq> \<real>"
shows "set (coeffs (pCons c p)) \<subseteq> \<real>"
using assms by (auto simp: cCons_def)
lemma real_poly_mult: fixes p :: "'a :: {idom,real_algebra_1} poly"
assumes p: "set (coeffs p) \<subseteq> \<real>" and q: "set (coeffs q) \<subseteq> \<real>"
shows "set (coeffs (p * q)) \<subseteq> \<real>" using p
proof (induct p)
case (pCons a p)
show ?case unfolding mult_pCons_left
by (intro real_poly_add real_poly_smult real_poly_pCons pCons(2) q,
insert pCons(1,3), auto simp: cCons_def if_splits)
qed simp
lemma real_poly_power: fixes p :: "'a :: {idom,real_algebra_1} poly"
assumes p: "set (coeffs p) \<subseteq> \<real>"
shows "set (coeffs (p ^ n)) \<subseteq> \<real>"
proof (induct n)
case (Suc n)
from real_poly_mult[OF p this]
show ?case by simp
qed simp
lemma real_poly_prod: fixes f :: "'a \<Rightarrow> 'b :: {idom,real_algebra_1} poly"
assumes "\<And> x. x \<in> S \<Longrightarrow> set (coeffs (f x)) \<subseteq> \<real>"
shows "set (coeffs (prod f S)) \<subseteq> \<real>"
using assms
proof (induct S rule: infinite_finite_induct)
case (insert x S)
hence id: "prod f (insert x S) = f x * prod f S" by auto
show ?case unfolding id
by (rule real_poly_mult[OF _ insert(3)], insert insert, auto)
qed auto
lemma real_poly_uminus:
assumes "set (coeffs p) \<subseteq> \<real>"
shows "set (coeffs (-p)) \<subseteq> \<real>"
using assms unfolding coeffs_uminus by auto
lemma real_poly_minus:
assumes "set (coeffs p) \<subseteq> \<real>" "set (coeffs q) \<subseteq> \<real>"
shows "set (coeffs (p - q)) \<subseteq> \<real>"
using assms unfolding diff_conv_add_uminus
by (intro real_poly_uminus real_poly_add, auto)
lemma fixes p :: "'a :: real_field poly"
assumes p: "set (coeffs p) \<subseteq> \<real>" and *: "set (coeffs q) \<subseteq> \<real>"
shows real_poly_div: "set (coeffs (q div p)) \<subseteq> \<real>"
and real_poly_mod: "set (coeffs (q mod p)) \<subseteq> \<real>"
proof (atomize(full), insert *, induct q)
case 0
thus ?case by auto
next
case (pCons a q)
from pCons(1,3) have a: "a \<in> \<real>" and q: "set (coeffs q) \<subseteq> \<real>" by auto
note res = pCons
show ?case
proof (cases "p = 0")
case True
with res pCons(3) show ?thesis by auto
next
case False
from pCons have IH: "set (coeffs (q div p)) \<subseteq> \<real>" "set (coeffs (q mod p)) \<subseteq> \<real>" by auto
define c where "c = coeff (pCons a (q mod p)) (degree p) / coeff p (degree p)"
{
have "coeff (pCons a (q mod p)) (degree p) \<in> \<real>"
by (rule real_poly_real_coeff, insert IH a, intro real_poly_pCons)
moreover have "coeff p (degree p) \<in> \<real>"
by (rule real_poly_real_coeff[OF p])
ultimately have "c \<in> \<real>" unfolding c_def by simp
} note c = this
from False
have r: "pCons a q div p = pCons c (q div p)" and s: "pCons a q mod p = pCons a (q mod p) - smult c p"
unfolding c_def div_pCons_eq mod_pCons_eq by simp_all
show ?thesis unfolding r s using a p c IH by (intro conjI real_poly_pCons real_poly_minus real_poly_smult)
qed
qed
lemma real_poly_factor: fixes p :: "'a :: real_field poly"
assumes "set (coeffs (p * q)) \<subseteq> \<real>"
"set (coeffs p) \<subseteq> \<real>"
"p \<noteq> 0"
shows "set (coeffs q) \<subseteq> \<real>"
proof -
have "q = p * q div p" using \<open>p \<noteq> 0\<close> by simp
hence id: "coeffs q = coeffs (p * q div p)" by simp
show ?thesis unfolding id
by (rule real_poly_div, insert assms, auto)
qed
lemma complex_conjugate_order: assumes real: "set (coeffs p) \<subseteq> \<real>"
"p \<noteq> 0"
shows "order (cnj c) p = order c p"
proof -
define n where "n = degree p"
have "degree p \<le> n" unfolding n_def by auto
thus ?thesis using assms
proof (induct n arbitrary: p)
case (0 p)
{
fix x
have "order x p \<le> degree p"
by (rule order_degree[OF 0(3)])
hence "order x p = 0" using 0 by auto
}
thus ?case by simp
next
case (Suc m p)
note order = order[OF \<open>p \<noteq> 0\<close>]
let ?c = "cnj c"
show ?case
proof (cases "poly p c = 0")
case True note rt1 = this
from complex_conjugate_root[OF Suc(3) True]
have rt2: "poly p ?c = 0" .
show ?thesis
proof (cases "c \<in> \<real>")
case True
hence "?c = c" by (cases c, auto)
thus ?thesis by auto
next
case False
hence neq: "?c \<noteq> c" by (simp add: Reals_cnj_iff)
let ?fac1 = "[: -c, 1 :]"
let ?fac2 = "[: -?c, 1 :]"
let ?fac = "?fac1 * ?fac2"
from rt1 have "?fac1 dvd p" unfolding poly_eq_0_iff_dvd .
from this[unfolded dvd_def] obtain q where p: "p = ?fac1 * q" by auto
from rt2[unfolded p poly_mult] neq have "poly q ?c = 0" by auto
hence "?fac2 dvd q" unfolding poly_eq_0_iff_dvd .
from this[unfolded dvd_def] obtain r where q: "q = ?fac2 * r" by auto
have p: "p = ?fac * r" unfolding p q by algebra
from \<open>p \<noteq> 0\<close> have nz: "?fac1 \<noteq> 0" "?fac2 \<noteq> 0" "?fac \<noteq> 0" "r \<noteq> 0" unfolding p by auto
have id: "?fac = [: ?c * c, - (?c + c), 1 :]" by simp
have cfac: "coeffs ?fac = [ ?c * c, - (?c + c), 1 ]" unfolding id by simp
have cfac: "set (coeffs ?fac) \<subseteq> \<real>" unfolding cfac by (cases c, auto simp: Reals_cnj_iff)
have "degree p = degree ?fac + degree r" unfolding p
by (rule degree_mult_eq, insert nz, auto)
also have "degree ?fac = degree ?fac1 + degree ?fac2"
by (rule degree_mult_eq, insert nz, auto)
finally have "degree p = 2 + degree r" by simp
with Suc have deg: "degree r \<le> m" by auto
from real_poly_factor[OF Suc(3)[unfolded p] cfac] nz have "set (coeffs r) \<subseteq> \<real>" by auto
from Suc(1)[OF deg this \<open>r \<noteq> 0\<close>] have IH: "order ?c r = order c r" .
{
fix cc
have "order cc p = order cc ?fac + order cc r" using \<open>p \<noteq> 0\<close> unfolding p
by (rule order_mult)
also have "order cc ?fac = order cc ?fac1 + order cc ?fac2"
by (rule order_mult, rule nz)
also have "order cc ?fac1 = (if cc = c then 1 else 0)"
unfolding order_linear' by simp
also have "order cc ?fac2 = (if cc = ?c then 1 else 0)"
unfolding order_linear' by simp
finally have "order cc p =
(if cc = c then 1 else 0) + (if cc = cnj c then 1 else 0) + order cc r" .
} note order = this
show ?thesis unfolding order IH by auto
qed
next
case False note rt1 = this
{
assume "poly p ?c = 0"
from complex_conjugate_root[OF Suc(3) this] rt1
have False by auto
}
hence rt2: "poly p ?c \<noteq> 0" by auto
from rt1 rt2 show ?thesis
unfolding order_root by simp
qed
qed
qed
lemma map_poly_of_real_Re: assumes "set (coeffs p) \<subseteq> \<real>"
shows "map_poly of_real (map_poly Re p) = p"
by (subst map_poly_map_poly, force+, rule map_poly_idI, insert assms, auto)
lemma map_poly_Re_of_real: "map_poly Re (map_poly of_real p) = p"
by (subst map_poly_map_poly, force+, rule map_poly_idI, auto)
lemma map_poly_Re_mult: assumes p: "set (coeffs p) \<subseteq> \<real>"
and q: "set (coeffs q) \<subseteq> \<real>" shows "map_poly Re (p * q) = map_poly Re p * map_poly Re q"
proof -
let ?r = "map_poly Re"
let ?c = "map_poly complex_of_real"
have "?r (p * q) = ?r (?c (?r p) * ?c (?r q))"
unfolding map_poly_of_real_Re[OF p] map_poly_of_real_Re[OF q] by simp
also have "?c (?r p) * ?c (?r q) = ?c (?r p * ?r q)" by (simp add: hom_distribs)
also have "?r \<dots> = ?r p * ?r q" unfolding map_poly_Re_of_real ..
finally show ?thesis .
qed
lemma map_poly_Re_power: assumes p: "set (coeffs p) \<subseteq> \<real>"
shows "map_poly Re (p^n) = (map_poly Re p)^n"
proof (induct n)
case (Suc n)
let ?r = "map_poly Re"
have "?r (p^Suc n) = ?r (p * p^n)" by simp
also have "\<dots> = ?r p * ?r (p^n)"
by (rule map_poly_Re_mult[OF p real_poly_power[OF p]])
also have "?r (p^n) = (?r p)^n" by (rule Suc)
finally show ?case by simp
qed simp
lemma real_degree_2_factorization_exists_complex: fixes p :: "complex poly"
assumes pR: "set (coeffs p) \<subseteq> \<real>"
shows "\<exists> qs. p = prod_list qs \<and> (\<forall> q \<in> set qs. set (coeffs q) \<subseteq> \<real> \<and> degree q \<le> 2)"
proof -
obtain n where "degree p = n" by auto
thus ?thesis using pR
proof (induct n arbitrary: p rule: less_induct)
case (less n p)
hence pR: "set (coeffs p) \<subseteq> \<real>" by auto
show ?case
proof (cases "n \<le> 2")
case True
thus ?thesis using pR
by (intro exI[of _ "[p]"], insert less(2), auto)
next
case False
hence degp: "degree p \<ge> 2" using less(2) by auto
hence "\<not> constant (poly p)" by (simp add: constant_degree)
from fundamental_theorem_of_algebra[OF this] obtain x where x: "poly p x = 0" by auto
from x have dvd: "[: -x, 1 :] dvd p" using poly_eq_0_iff_dvd by blast
have "\<exists> f. f dvd p \<and> set (coeffs f) \<subseteq> \<real> \<and> 1 \<le> degree f \<and> degree f \<le> 2"
proof (cases "x \<in> \<real>")
case True
with dvd show ?thesis
by (intro exI[of _ "[: -x, 1:]"], auto)
next
case False
let ?x = "cnj x"
let ?a = "?x * x"
let ?b = "- ?x - x"
from complex_conjugate_root[OF pR x]
have xx: "poly p ?x = 0" by auto
from False have diff: "x \<noteq> ?x" by (simp add: Reals_cnj_iff)
from dvd obtain r where p: "p = [: -x, 1 :] * r" unfolding dvd_def by auto
from xx[unfolded this] diff have "poly r ?x = 0" by simp
hence "[: -?x, 1 :] dvd r" using poly_eq_0_iff_dvd by blast
then obtain s where r: "r = [: -?x, 1 :] * s" unfolding dvd_def by auto
have "p = ([: -x, 1:] * [: -?x, 1 :]) * s" unfolding p r by algebra
also have "[: -x, 1:] * [: -?x, 1 :] = [: ?a, ?b, 1 :]" by simp
finally have "[: ?a, ?b, 1 :] dvd p" unfolding dvd_def by auto
moreover have "?a \<in> \<real>" by (simp add: Reals_cnj_iff)
moreover have "?b \<in> \<real>" by (simp add: Reals_cnj_iff)
ultimately show ?thesis by (intro exI[of _ "[:?a,?b,1:]"], auto)
qed
then obtain f where dvd: "f dvd p" and fR: "set (coeffs f) \<subseteq> \<real>" and degf: "1 \<le> degree f" "degree f \<le> 2" by auto
from dvd obtain r where p: "p = f * r" unfolding dvd_def by auto
from degp have p0: "p \<noteq> 0" by auto
with p have f0: "f \<noteq> 0" and r0: "r \<noteq> 0" by auto
from real_poly_factor[OF pR[unfolded p] fR f0] have rR: "set (coeffs r) \<subseteq> \<real>" .
have deg: "degree p = degree f + degree r" unfolding p
by (rule degree_mult_eq[OF f0 r0])
with degf less(2) have degr: "degree r < n" by auto
from less(1)[OF this refl rR] obtain qs
where IH: "r = prod_list qs" "(\<forall>q\<in>set qs. set (coeffs q) \<subseteq> \<real> \<and> degree q \<le> 2)" by auto
from IH(1) have p: "p = prod_list (f # qs)" unfolding p by auto
with IH(2) fR degf show ?thesis
by (intro exI[of _ "f # qs"], auto)
qed
qed
qed
lemma real_degree_2_factorization_exists: fixes p :: "real poly"
shows "\<exists> qs. p = prod_list qs \<and> (\<forall> q \<in> set qs. degree q \<le> 2)"
proof -
let ?cp = "map_poly complex_of_real"
let ?rp = "map_poly Re"
let ?p = "?cp p"
have "set (coeffs ?p) \<subseteq> \<real>" by auto
from real_degree_2_factorization_exists_complex[OF this]
obtain qs where p: "?p = prod_list qs" and
qs: "\<And> q. q \<in> set qs \<Longrightarrow> set (coeffs q) \<subseteq> \<real> \<and> degree q \<le> 2" by auto
have p: "p = ?rp (prod_list qs)" unfolding arg_cong[OF p, of ?rp, symmetric]
by (subst map_poly_map_poly, force, rule sym, rule map_poly_idI, auto)
from qs have "\<exists> rs. prod_list qs = ?cp (prod_list rs) \<and> (\<forall> r \<in> set rs. degree r \<le> 2)"
proof (induct qs)
case Nil
show ?case by (auto intro!: exI[of _ Nil])
next
case (Cons q qs)
then obtain rs where qs: "prod_list qs = ?cp (prod_list rs)"
and rs: "\<And> q. q\<in>set rs \<Longrightarrow> degree q \<le> 2" by force+
from Cons(2)[of q] have q: "set (coeffs q) \<subseteq> \<real>" and dq: "degree q \<le> 2" by auto
define r where "r = ?rp q"
have q: "q = ?cp r" unfolding r_def
by (subst map_poly_map_poly, force, rule sym, rule map_poly_idI, insert q, auto)
have dr: "degree r \<le> 2" using dq unfolding q by (simp add: degree_map_poly)
show ?case
by (rule exI[of _ "r # rs"], unfold prod_list.Cons qs q, insert dr rs, auto simp: hom_distribs)
qed
then obtain rs where id: "prod_list qs = ?cp (prod_list rs)" and deg: "\<forall> r \<in> set rs. degree r \<le> 2" by auto
show ?thesis unfolding p id
by (intro exI, rule conjI[OF _ deg], subst map_poly_map_poly, force, rule map_poly_idI, auto)
qed
lemma odd_degree_imp_real_root: assumes "odd (degree p)"
shows "\<exists> x. poly p x = (0 :: real)"
proof -
from real_degree_2_factorization_exists[of p] obtain qs where
id: "p = prod_list qs" and qs: "\<And> q. q \<in> set qs \<Longrightarrow> degree q \<le> 2" by auto
show ?thesis using assms qs unfolding id
proof (induct qs)
case (Cons q qs)
from Cons(3)[of q] have dq: "degree q \<le> 2" by auto
show ?case
proof (cases "degree q = 1")
case True
from roots1[OF this] show ?thesis by auto
next
case False
with dq have deg: "degree q = 0 \<or> degree q = 2" by arith
from Cons(2) have "q * prod_list qs \<noteq> 0" by fastforce
hence "q \<noteq> 0" "prod_list qs \<noteq> 0" by auto
from degree_mult_eq[OF this]
have "degree (prod_list (q # qs)) = degree q + degree (prod_list qs)" by simp
from Cons(2)[unfolded this] deg have "odd (degree (prod_list qs))" by auto
from Cons(1)[OF this Cons(3)] obtain x where "poly (prod_list qs) x = 0" by auto
thus ?thesis by auto
qed
qed simp
qed
end
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