Proving linear independence and that $dim V$ is greater than or equals 3.
Let $V= operatorname{span}{v_1,v_2,v_3,v_4}$ be a vector space such that $v_i$ are unit vectors for all $i$ and $v_i.v_j<0$ if $i$ does not equals to $j$.
(i) Show that no two vectors among {$v_1,v_2,v_3,v_4$} are linearly dependent.
(ii) Prove that $dim V$ is greater than or equals to 3.
My approach:
(i) If all the vectors are linearly dependent, this would mean that $v_i=av_j$.
However, since |$v_i$| = 1, it does not = a|$v_j$| unless $a = 1$. Thus, it can be proven that no two vectors in the set are linearly dependent.
Please correct me if my approach is incorrect, and may I ask how do I approach the second part of the question?
linear-algebra matrices eigenvalues-eigenvectors independence
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Let $V= operatorname{span}{v_1,v_2,v_3,v_4}$ be a vector space such that $v_i$ are unit vectors for all $i$ and $v_i.v_j<0$ if $i$ does not equals to $j$.
(i) Show that no two vectors among {$v_1,v_2,v_3,v_4$} are linearly dependent.
(ii) Prove that $dim V$ is greater than or equals to 3.
My approach:
(i) If all the vectors are linearly dependent, this would mean that $v_i=av_j$.
However, since |$v_i$| = 1, it does not = a|$v_j$| unless $a = 1$. Thus, it can be proven that no two vectors in the set are linearly dependent.
Please correct me if my approach is incorrect, and may I ask how do I approach the second part of the question?
linear-algebra matrices eigenvalues-eigenvectors independence
1
In 1) you only get $|a|=1$ not $a=1$. So $a =pm 1$, If $a=-1$ you have to use the fact that $v_3.v_1<0$ and $v_3.v_2<0$ to get a contradiction.
– Kavi Rama Murthy
Nov 27 '18 at 6:33
add a comment |
Let $V= operatorname{span}{v_1,v_2,v_3,v_4}$ be a vector space such that $v_i$ are unit vectors for all $i$ and $v_i.v_j<0$ if $i$ does not equals to $j$.
(i) Show that no two vectors among {$v_1,v_2,v_3,v_4$} are linearly dependent.
(ii) Prove that $dim V$ is greater than or equals to 3.
My approach:
(i) If all the vectors are linearly dependent, this would mean that $v_i=av_j$.
However, since |$v_i$| = 1, it does not = a|$v_j$| unless $a = 1$. Thus, it can be proven that no two vectors in the set are linearly dependent.
Please correct me if my approach is incorrect, and may I ask how do I approach the second part of the question?
linear-algebra matrices eigenvalues-eigenvectors independence
Let $V= operatorname{span}{v_1,v_2,v_3,v_4}$ be a vector space such that $v_i$ are unit vectors for all $i$ and $v_i.v_j<0$ if $i$ does not equals to $j$.
(i) Show that no two vectors among {$v_1,v_2,v_3,v_4$} are linearly dependent.
(ii) Prove that $dim V$ is greater than or equals to 3.
My approach:
(i) If all the vectors are linearly dependent, this would mean that $v_i=av_j$.
However, since |$v_i$| = 1, it does not = a|$v_j$| unless $a = 1$. Thus, it can be proven that no two vectors in the set are linearly dependent.
Please correct me if my approach is incorrect, and may I ask how do I approach the second part of the question?
linear-algebra matrices eigenvalues-eigenvectors independence
linear-algebra matrices eigenvalues-eigenvectors independence
edited Nov 27 '18 at 10:17
Bernard
118k639112
118k639112
asked Nov 27 '18 at 6:20
Cheryl
755
755
1
In 1) you only get $|a|=1$ not $a=1$. So $a =pm 1$, If $a=-1$ you have to use the fact that $v_3.v_1<0$ and $v_3.v_2<0$ to get a contradiction.
– Kavi Rama Murthy
Nov 27 '18 at 6:33
add a comment |
1
In 1) you only get $|a|=1$ not $a=1$. So $a =pm 1$, If $a=-1$ you have to use the fact that $v_3.v_1<0$ and $v_3.v_2<0$ to get a contradiction.
– Kavi Rama Murthy
Nov 27 '18 at 6:33
1
1
In 1) you only get $|a|=1$ not $a=1$. So $a =pm 1$, If $a=-1$ you have to use the fact that $v_3.v_1<0$ and $v_3.v_2<0$ to get a contradiction.
– Kavi Rama Murthy
Nov 27 '18 at 6:33
In 1) you only get $|a|=1$ not $a=1$. So $a =pm 1$, If $a=-1$ you have to use the fact that $v_3.v_1<0$ and $v_3.v_2<0$ to get a contradiction.
– Kavi Rama Murthy
Nov 27 '18 at 6:33
add a comment |
1 Answer
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(i) Assume that exists $i,jin{1,2,3,4}$ such that $v_{i}=av_{j}$. Considering the norm, we have $1=||v_{i}||=||av_{j}||=|a|,||v_{j}||=|a| Rightarrow a=-1,$, since $a=v_{i}cdot v_{j}<0$. However, we have $v_{i}cdot v_{k}=a v_{j}cdot v_{k}=- v_{j}cdot v_{k} > 0$ for $kneq i,j$. This is absurd.
(ii) Thanks to (i) $,operatorname{dim} V >1$, so it is sufficient to prove that $operatorname{dim} V neq 2$.
We assume for absurd that $operatorname{dim} V = 2$.
Let $w= v_{2} - frac{(v_{2}cdot v_{1})}{||v_{1}||}, v_{1} in V$ such that $wcdot v_{1}=0$. Then $operatorname{span}{v_{1},v_{2},v_{3},v_{4}}=operatorname{span}{v_{1},w}$, and we can write
$$v_{3}=a_{1}v_{1}+a_{2}w; ,; v_{4}=b_{1}v_{1}+b_{2}w ;;text{with}; a_{i},b_{i}<0$$
but $0>v_{3}cdot v_{4}=a_{1}b_{1}+a_{2}b_{2}>0$.
Follow that $operatorname{dim}Vgeq 3$.
add a comment |
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(i) Assume that exists $i,jin{1,2,3,4}$ such that $v_{i}=av_{j}$. Considering the norm, we have $1=||v_{i}||=||av_{j}||=|a|,||v_{j}||=|a| Rightarrow a=-1,$, since $a=v_{i}cdot v_{j}<0$. However, we have $v_{i}cdot v_{k}=a v_{j}cdot v_{k}=- v_{j}cdot v_{k} > 0$ for $kneq i,j$. This is absurd.
(ii) Thanks to (i) $,operatorname{dim} V >1$, so it is sufficient to prove that $operatorname{dim} V neq 2$.
We assume for absurd that $operatorname{dim} V = 2$.
Let $w= v_{2} - frac{(v_{2}cdot v_{1})}{||v_{1}||}, v_{1} in V$ such that $wcdot v_{1}=0$. Then $operatorname{span}{v_{1},v_{2},v_{3},v_{4}}=operatorname{span}{v_{1},w}$, and we can write
$$v_{3}=a_{1}v_{1}+a_{2}w; ,; v_{4}=b_{1}v_{1}+b_{2}w ;;text{with}; a_{i},b_{i}<0$$
but $0>v_{3}cdot v_{4}=a_{1}b_{1}+a_{2}b_{2}>0$.
Follow that $operatorname{dim}Vgeq 3$.
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(i) Assume that exists $i,jin{1,2,3,4}$ such that $v_{i}=av_{j}$. Considering the norm, we have $1=||v_{i}||=||av_{j}||=|a|,||v_{j}||=|a| Rightarrow a=-1,$, since $a=v_{i}cdot v_{j}<0$. However, we have $v_{i}cdot v_{k}=a v_{j}cdot v_{k}=- v_{j}cdot v_{k} > 0$ for $kneq i,j$. This is absurd.
(ii) Thanks to (i) $,operatorname{dim} V >1$, so it is sufficient to prove that $operatorname{dim} V neq 2$.
We assume for absurd that $operatorname{dim} V = 2$.
Let $w= v_{2} - frac{(v_{2}cdot v_{1})}{||v_{1}||}, v_{1} in V$ such that $wcdot v_{1}=0$. Then $operatorname{span}{v_{1},v_{2},v_{3},v_{4}}=operatorname{span}{v_{1},w}$, and we can write
$$v_{3}=a_{1}v_{1}+a_{2}w; ,; v_{4}=b_{1}v_{1}+b_{2}w ;;text{with}; a_{i},b_{i}<0$$
but $0>v_{3}cdot v_{4}=a_{1}b_{1}+a_{2}b_{2}>0$.
Follow that $operatorname{dim}Vgeq 3$.
add a comment |
(i) Assume that exists $i,jin{1,2,3,4}$ such that $v_{i}=av_{j}$. Considering the norm, we have $1=||v_{i}||=||av_{j}||=|a|,||v_{j}||=|a| Rightarrow a=-1,$, since $a=v_{i}cdot v_{j}<0$. However, we have $v_{i}cdot v_{k}=a v_{j}cdot v_{k}=- v_{j}cdot v_{k} > 0$ for $kneq i,j$. This is absurd.
(ii) Thanks to (i) $,operatorname{dim} V >1$, so it is sufficient to prove that $operatorname{dim} V neq 2$.
We assume for absurd that $operatorname{dim} V = 2$.
Let $w= v_{2} - frac{(v_{2}cdot v_{1})}{||v_{1}||}, v_{1} in V$ such that $wcdot v_{1}=0$. Then $operatorname{span}{v_{1},v_{2},v_{3},v_{4}}=operatorname{span}{v_{1},w}$, and we can write
$$v_{3}=a_{1}v_{1}+a_{2}w; ,; v_{4}=b_{1}v_{1}+b_{2}w ;;text{with}; a_{i},b_{i}<0$$
but $0>v_{3}cdot v_{4}=a_{1}b_{1}+a_{2}b_{2}>0$.
Follow that $operatorname{dim}Vgeq 3$.
(i) Assume that exists $i,jin{1,2,3,4}$ such that $v_{i}=av_{j}$. Considering the norm, we have $1=||v_{i}||=||av_{j}||=|a|,||v_{j}||=|a| Rightarrow a=-1,$, since $a=v_{i}cdot v_{j}<0$. However, we have $v_{i}cdot v_{k}=a v_{j}cdot v_{k}=- v_{j}cdot v_{k} > 0$ for $kneq i,j$. This is absurd.
(ii) Thanks to (i) $,operatorname{dim} V >1$, so it is sufficient to prove that $operatorname{dim} V neq 2$.
We assume for absurd that $operatorname{dim} V = 2$.
Let $w= v_{2} - frac{(v_{2}cdot v_{1})}{||v_{1}||}, v_{1} in V$ such that $wcdot v_{1}=0$. Then $operatorname{span}{v_{1},v_{2},v_{3},v_{4}}=operatorname{span}{v_{1},w}$, and we can write
$$v_{3}=a_{1}v_{1}+a_{2}w; ,; v_{4}=b_{1}v_{1}+b_{2}w ;;text{with}; a_{i},b_{i}<0$$
but $0>v_{3}cdot v_{4}=a_{1}b_{1}+a_{2}b_{2}>0$.
Follow that $operatorname{dim}Vgeq 3$.
edited Nov 27 '18 at 10:23
answered Nov 27 '18 at 10:08
Andrea Cavaliere
1056
1056
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1
In 1) you only get $|a|=1$ not $a=1$. So $a =pm 1$, If $a=-1$ you have to use the fact that $v_3.v_1<0$ and $v_3.v_2<0$ to get a contradiction.
– Kavi Rama Murthy
Nov 27 '18 at 6:33