Is there a metric with wildcard?











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Is it possible to define a metric over a set of elements $e=(x,y)$ where $x,yin {*,0,1}$, $*$ being the wildcard symbol?



For simplicity, assume all words of length 2, i.e. $0*$, $11$ and $**$.



First try was to redefine Hamming distance $d$ from




the number of positions at which the corresponding symbols are different




to




the number of positions at which the corresponding symbols are contradictory




But then for example $d(0*,11)=1$ while $d(0*,**)+d(**,11)=0$, which contradicts the triangle inequality and therefore it is not a metric.



For later generalization: I would keep fixed-length words, but use a finite alphabet that is larger than just 2. The wildcard can replace any character and I want to capture somehow the notion of $e_1$ "contradicts" $e_2$.



More formally, I want to define "equality", that is $d(e_1,e_2)=0$ as "in all positions, the symbols are either equal, or at least one of them is $*$". If this is not possible, perhaps at least have that the distance between any two words where "in all positions, the symbols are either equal, or at least one of them is $*$" is always lower than the distance between any two words where this is not the case.



EDIT:



It was suggested to use $max_i(d(a_i,b_i))$ for the distance between two words $a,b$, where





  • $d(a_i,b_i)=0$ iff $a_i=b_i$


  • $d(a_i,b_i)=frac{1}{2}$ iff $a_ineq b_i wedge(a_i= * vee b_i=*)$


  • $d(a_i,b_i)=1$ iff $a_ineq b_i wedge a_ineq * wedge b_ineq *$


Following the intuition of an edit distance with intermediate wildcard, one could also say it is possible to either change a symbol directly at cost of $1$ or first change it to the wildcard for $frac{1}{2}$ and then again from wildcard to the other symbol for another $frac{1}{2}$.



Then $d(a,b)=sum_i(d(a_i,b_i))$ seems nicer, but as pointed out, we end up with the problem that i.e. the distance between non-contradictory $***$ and $111$ is larger than the distance between contradictory $111$ and $110$.



Does this mean it is impossible to combine the symbol distances by summation?



At least not entirely:





  • $d(a,b)=0$ iff $a=b$


  • $d(a,b)=1$ iff $aneq b wedge (exists i: a_ineq b_i wedge a_ineq*wedge b_ineq*)$


  • $d(a,b)=(frac{1}{2}-frac{1}{2n})+sum_i^n frac{1}{2n}[a_i=*oplus b_i=*]$ else










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  • 2




    can you formally list the requirements that you want for your metric? it is not clear what you want to do.
    – supinf
    Nov 21 at 16:07










  • You will always have problems with the triangle inequality, because for any two words $e_1,e_2$ with $d(e_1,e_2)>0$, you have $d(e_1,e_*)+d(e_*,e_2)=0$ where $e_*$ is the word of all $*$'s.
    – Rahul
    Nov 21 at 16:24

















up vote
2
down vote

favorite
1












Is it possible to define a metric over a set of elements $e=(x,y)$ where $x,yin {*,0,1}$, $*$ being the wildcard symbol?



For simplicity, assume all words of length 2, i.e. $0*$, $11$ and $**$.



First try was to redefine Hamming distance $d$ from




the number of positions at which the corresponding symbols are different




to




the number of positions at which the corresponding symbols are contradictory




But then for example $d(0*,11)=1$ while $d(0*,**)+d(**,11)=0$, which contradicts the triangle inequality and therefore it is not a metric.



For later generalization: I would keep fixed-length words, but use a finite alphabet that is larger than just 2. The wildcard can replace any character and I want to capture somehow the notion of $e_1$ "contradicts" $e_2$.



More formally, I want to define "equality", that is $d(e_1,e_2)=0$ as "in all positions, the symbols are either equal, or at least one of them is $*$". If this is not possible, perhaps at least have that the distance between any two words where "in all positions, the symbols are either equal, or at least one of them is $*$" is always lower than the distance between any two words where this is not the case.



EDIT:



It was suggested to use $max_i(d(a_i,b_i))$ for the distance between two words $a,b$, where





  • $d(a_i,b_i)=0$ iff $a_i=b_i$


  • $d(a_i,b_i)=frac{1}{2}$ iff $a_ineq b_i wedge(a_i= * vee b_i=*)$


  • $d(a_i,b_i)=1$ iff $a_ineq b_i wedge a_ineq * wedge b_ineq *$


Following the intuition of an edit distance with intermediate wildcard, one could also say it is possible to either change a symbol directly at cost of $1$ or first change it to the wildcard for $frac{1}{2}$ and then again from wildcard to the other symbol for another $frac{1}{2}$.



Then $d(a,b)=sum_i(d(a_i,b_i))$ seems nicer, but as pointed out, we end up with the problem that i.e. the distance between non-contradictory $***$ and $111$ is larger than the distance between contradictory $111$ and $110$.



Does this mean it is impossible to combine the symbol distances by summation?



At least not entirely:





  • $d(a,b)=0$ iff $a=b$


  • $d(a,b)=1$ iff $aneq b wedge (exists i: a_ineq b_i wedge a_ineq*wedge b_ineq*)$


  • $d(a,b)=(frac{1}{2}-frac{1}{2n})+sum_i^n frac{1}{2n}[a_i=*oplus b_i=*]$ else










share|cite|improve this question




















  • 2




    can you formally list the requirements that you want for your metric? it is not clear what you want to do.
    – supinf
    Nov 21 at 16:07










  • You will always have problems with the triangle inequality, because for any two words $e_1,e_2$ with $d(e_1,e_2)>0$, you have $d(e_1,e_*)+d(e_*,e_2)=0$ where $e_*$ is the word of all $*$'s.
    – Rahul
    Nov 21 at 16:24















up vote
2
down vote

favorite
1









up vote
2
down vote

favorite
1






1





Is it possible to define a metric over a set of elements $e=(x,y)$ where $x,yin {*,0,1}$, $*$ being the wildcard symbol?



For simplicity, assume all words of length 2, i.e. $0*$, $11$ and $**$.



First try was to redefine Hamming distance $d$ from




the number of positions at which the corresponding symbols are different




to




the number of positions at which the corresponding symbols are contradictory




But then for example $d(0*,11)=1$ while $d(0*,**)+d(**,11)=0$, which contradicts the triangle inequality and therefore it is not a metric.



For later generalization: I would keep fixed-length words, but use a finite alphabet that is larger than just 2. The wildcard can replace any character and I want to capture somehow the notion of $e_1$ "contradicts" $e_2$.



More formally, I want to define "equality", that is $d(e_1,e_2)=0$ as "in all positions, the symbols are either equal, or at least one of them is $*$". If this is not possible, perhaps at least have that the distance between any two words where "in all positions, the symbols are either equal, or at least one of them is $*$" is always lower than the distance between any two words where this is not the case.



EDIT:



It was suggested to use $max_i(d(a_i,b_i))$ for the distance between two words $a,b$, where





  • $d(a_i,b_i)=0$ iff $a_i=b_i$


  • $d(a_i,b_i)=frac{1}{2}$ iff $a_ineq b_i wedge(a_i= * vee b_i=*)$


  • $d(a_i,b_i)=1$ iff $a_ineq b_i wedge a_ineq * wedge b_ineq *$


Following the intuition of an edit distance with intermediate wildcard, one could also say it is possible to either change a symbol directly at cost of $1$ or first change it to the wildcard for $frac{1}{2}$ and then again from wildcard to the other symbol for another $frac{1}{2}$.



Then $d(a,b)=sum_i(d(a_i,b_i))$ seems nicer, but as pointed out, we end up with the problem that i.e. the distance between non-contradictory $***$ and $111$ is larger than the distance between contradictory $111$ and $110$.



Does this mean it is impossible to combine the symbol distances by summation?



At least not entirely:





  • $d(a,b)=0$ iff $a=b$


  • $d(a,b)=1$ iff $aneq b wedge (exists i: a_ineq b_i wedge a_ineq*wedge b_ineq*)$


  • $d(a,b)=(frac{1}{2}-frac{1}{2n})+sum_i^n frac{1}{2n}[a_i=*oplus b_i=*]$ else










share|cite|improve this question















Is it possible to define a metric over a set of elements $e=(x,y)$ where $x,yin {*,0,1}$, $*$ being the wildcard symbol?



For simplicity, assume all words of length 2, i.e. $0*$, $11$ and $**$.



First try was to redefine Hamming distance $d$ from




the number of positions at which the corresponding symbols are different




to




the number of positions at which the corresponding symbols are contradictory




But then for example $d(0*,11)=1$ while $d(0*,**)+d(**,11)=0$, which contradicts the triangle inequality and therefore it is not a metric.



For later generalization: I would keep fixed-length words, but use a finite alphabet that is larger than just 2. The wildcard can replace any character and I want to capture somehow the notion of $e_1$ "contradicts" $e_2$.



More formally, I want to define "equality", that is $d(e_1,e_2)=0$ as "in all positions, the symbols are either equal, or at least one of them is $*$". If this is not possible, perhaps at least have that the distance between any two words where "in all positions, the symbols are either equal, or at least one of them is $*$" is always lower than the distance between any two words where this is not the case.



EDIT:



It was suggested to use $max_i(d(a_i,b_i))$ for the distance between two words $a,b$, where





  • $d(a_i,b_i)=0$ iff $a_i=b_i$


  • $d(a_i,b_i)=frac{1}{2}$ iff $a_ineq b_i wedge(a_i= * vee b_i=*)$


  • $d(a_i,b_i)=1$ iff $a_ineq b_i wedge a_ineq * wedge b_ineq *$


Following the intuition of an edit distance with intermediate wildcard, one could also say it is possible to either change a symbol directly at cost of $1$ or first change it to the wildcard for $frac{1}{2}$ and then again from wildcard to the other symbol for another $frac{1}{2}$.



Then $d(a,b)=sum_i(d(a_i,b_i))$ seems nicer, but as pointed out, we end up with the problem that i.e. the distance between non-contradictory $***$ and $111$ is larger than the distance between contradictory $111$ and $110$.



Does this mean it is impossible to combine the symbol distances by summation?



At least not entirely:





  • $d(a,b)=0$ iff $a=b$


  • $d(a,b)=1$ iff $aneq b wedge (exists i: a_ineq b_i wedge a_ineq*wedge b_ineq*)$


  • $d(a,b)=(frac{1}{2}-frac{1}{2n})+sum_i^n frac{1}{2n}[a_i=*oplus b_i=*]$ else







general-topology metric-spaces regular-language regular-expressions






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share|cite|improve this question








edited Nov 28 at 10:39

























asked Nov 21 at 15:59









Radio Controlled

153




153








  • 2




    can you formally list the requirements that you want for your metric? it is not clear what you want to do.
    – supinf
    Nov 21 at 16:07










  • You will always have problems with the triangle inequality, because for any two words $e_1,e_2$ with $d(e_1,e_2)>0$, you have $d(e_1,e_*)+d(e_*,e_2)=0$ where $e_*$ is the word of all $*$'s.
    – Rahul
    Nov 21 at 16:24
















  • 2




    can you formally list the requirements that you want for your metric? it is not clear what you want to do.
    – supinf
    Nov 21 at 16:07










  • You will always have problems with the triangle inequality, because for any two words $e_1,e_2$ with $d(e_1,e_2)>0$, you have $d(e_1,e_*)+d(e_*,e_2)=0$ where $e_*$ is the word of all $*$'s.
    – Rahul
    Nov 21 at 16:24










2




2




can you formally list the requirements that you want for your metric? it is not clear what you want to do.
– supinf
Nov 21 at 16:07




can you formally list the requirements that you want for your metric? it is not clear what you want to do.
– supinf
Nov 21 at 16:07












You will always have problems with the triangle inequality, because for any two words $e_1,e_2$ with $d(e_1,e_2)>0$, you have $d(e_1,e_*)+d(e_*,e_2)=0$ where $e_*$ is the word of all $*$'s.
– Rahul
Nov 21 at 16:24






You will always have problems with the triangle inequality, because for any two words $e_1,e_2$ with $d(e_1,e_2)>0$, you have $d(e_1,e_*)+d(e_*,e_2)=0$ where $e_*$ is the word of all $*$'s.
– Rahul
Nov 21 at 16:24












1 Answer
1






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up vote
0
down vote



accepted











I want to define "equality", that is $d(e_1,e_2)=0$ as "in all positions, the symbols are either equal, or at least one of them is $*$"




As Rahul mentioned, this is not possible due to the triangle inequality.




If this is not possible, perhaps at least have that the distance between any two words where "in all positions, the symbols are either equal, or at least one of them is $*$" is always lower than the distance between any two words where this is not the case.




This however should be possible.



We can define the metric on the set ${0,1,*}$ via
$$
d(0,1)=1,d(0,*)=frac12,d(1,*)=frac12.
$$



This can even be generalized to words of fixed length $n$:
Let $w_x = x_1x_2dots x_n$ and $w_y = y_1y_2dots y_n$ be words.
Then we can define
$$
d'(w_x,w_y) = max_{i=1,dots n} d(x_i,y_i)
$$

using the metric from above.



This does satisfy the requirements, and words $w_x,w_y$ are "equal" (in the sense that you formulated) if and only if $d'(x,y)leqfrac12$.






share|cite|improve this answer



















  • 1




    I'm not sure $d'$ satisfies the requirements as I understand them. Let $w_1=0000,w_2={*}{*}{*}{*},w_3=0001$. Then $w_1$ and $w_2$ are two words where "in all positions, the symbols are either equal, or at least one of them is $*$", and $w_1$ and $w_3$ are two words where this is not the case. So we want $d'(w_1,w_2) < d'(w_1,w_3)$, but that is false.
    – Rahul
    Nov 21 at 16:50












  • good point! I corrected it.
    – supinf
    Nov 21 at 16:54










  • Thanks guys, let's see where this leads!
    – Radio Controlled
    Nov 22 at 11:05











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up vote
0
down vote



accepted











I want to define "equality", that is $d(e_1,e_2)=0$ as "in all positions, the symbols are either equal, or at least one of them is $*$"




As Rahul mentioned, this is not possible due to the triangle inequality.




If this is not possible, perhaps at least have that the distance between any two words where "in all positions, the symbols are either equal, or at least one of them is $*$" is always lower than the distance between any two words where this is not the case.




This however should be possible.



We can define the metric on the set ${0,1,*}$ via
$$
d(0,1)=1,d(0,*)=frac12,d(1,*)=frac12.
$$



This can even be generalized to words of fixed length $n$:
Let $w_x = x_1x_2dots x_n$ and $w_y = y_1y_2dots y_n$ be words.
Then we can define
$$
d'(w_x,w_y) = max_{i=1,dots n} d(x_i,y_i)
$$

using the metric from above.



This does satisfy the requirements, and words $w_x,w_y$ are "equal" (in the sense that you formulated) if and only if $d'(x,y)leqfrac12$.






share|cite|improve this answer



















  • 1




    I'm not sure $d'$ satisfies the requirements as I understand them. Let $w_1=0000,w_2={*}{*}{*}{*},w_3=0001$. Then $w_1$ and $w_2$ are two words where "in all positions, the symbols are either equal, or at least one of them is $*$", and $w_1$ and $w_3$ are two words where this is not the case. So we want $d'(w_1,w_2) < d'(w_1,w_3)$, but that is false.
    – Rahul
    Nov 21 at 16:50












  • good point! I corrected it.
    – supinf
    Nov 21 at 16:54










  • Thanks guys, let's see where this leads!
    – Radio Controlled
    Nov 22 at 11:05















up vote
0
down vote



accepted











I want to define "equality", that is $d(e_1,e_2)=0$ as "in all positions, the symbols are either equal, or at least one of them is $*$"




As Rahul mentioned, this is not possible due to the triangle inequality.




If this is not possible, perhaps at least have that the distance between any two words where "in all positions, the symbols are either equal, or at least one of them is $*$" is always lower than the distance between any two words where this is not the case.




This however should be possible.



We can define the metric on the set ${0,1,*}$ via
$$
d(0,1)=1,d(0,*)=frac12,d(1,*)=frac12.
$$



This can even be generalized to words of fixed length $n$:
Let $w_x = x_1x_2dots x_n$ and $w_y = y_1y_2dots y_n$ be words.
Then we can define
$$
d'(w_x,w_y) = max_{i=1,dots n} d(x_i,y_i)
$$

using the metric from above.



This does satisfy the requirements, and words $w_x,w_y$ are "equal" (in the sense that you formulated) if and only if $d'(x,y)leqfrac12$.






share|cite|improve this answer



















  • 1




    I'm not sure $d'$ satisfies the requirements as I understand them. Let $w_1=0000,w_2={*}{*}{*}{*},w_3=0001$. Then $w_1$ and $w_2$ are two words where "in all positions, the symbols are either equal, or at least one of them is $*$", and $w_1$ and $w_3$ are two words where this is not the case. So we want $d'(w_1,w_2) < d'(w_1,w_3)$, but that is false.
    – Rahul
    Nov 21 at 16:50












  • good point! I corrected it.
    – supinf
    Nov 21 at 16:54










  • Thanks guys, let's see where this leads!
    – Radio Controlled
    Nov 22 at 11:05













up vote
0
down vote



accepted







up vote
0
down vote



accepted







I want to define "equality", that is $d(e_1,e_2)=0$ as "in all positions, the symbols are either equal, or at least one of them is $*$"




As Rahul mentioned, this is not possible due to the triangle inequality.




If this is not possible, perhaps at least have that the distance between any two words where "in all positions, the symbols are either equal, or at least one of them is $*$" is always lower than the distance between any two words where this is not the case.




This however should be possible.



We can define the metric on the set ${0,1,*}$ via
$$
d(0,1)=1,d(0,*)=frac12,d(1,*)=frac12.
$$



This can even be generalized to words of fixed length $n$:
Let $w_x = x_1x_2dots x_n$ and $w_y = y_1y_2dots y_n$ be words.
Then we can define
$$
d'(w_x,w_y) = max_{i=1,dots n} d(x_i,y_i)
$$

using the metric from above.



This does satisfy the requirements, and words $w_x,w_y$ are "equal" (in the sense that you formulated) if and only if $d'(x,y)leqfrac12$.






share|cite|improve this answer















I want to define "equality", that is $d(e_1,e_2)=0$ as "in all positions, the symbols are either equal, or at least one of them is $*$"




As Rahul mentioned, this is not possible due to the triangle inequality.




If this is not possible, perhaps at least have that the distance between any two words where "in all positions, the symbols are either equal, or at least one of them is $*$" is always lower than the distance between any two words where this is not the case.




This however should be possible.



We can define the metric on the set ${0,1,*}$ via
$$
d(0,1)=1,d(0,*)=frac12,d(1,*)=frac12.
$$



This can even be generalized to words of fixed length $n$:
Let $w_x = x_1x_2dots x_n$ and $w_y = y_1y_2dots y_n$ be words.
Then we can define
$$
d'(w_x,w_y) = max_{i=1,dots n} d(x_i,y_i)
$$

using the metric from above.



This does satisfy the requirements, and words $w_x,w_y$ are "equal" (in the sense that you formulated) if and only if $d'(x,y)leqfrac12$.







share|cite|improve this answer














share|cite|improve this answer



share|cite|improve this answer








edited Nov 21 at 16:53

























answered Nov 21 at 16:40









supinf

5,8481027




5,8481027








  • 1




    I'm not sure $d'$ satisfies the requirements as I understand them. Let $w_1=0000,w_2={*}{*}{*}{*},w_3=0001$. Then $w_1$ and $w_2$ are two words where "in all positions, the symbols are either equal, or at least one of them is $*$", and $w_1$ and $w_3$ are two words where this is not the case. So we want $d'(w_1,w_2) < d'(w_1,w_3)$, but that is false.
    – Rahul
    Nov 21 at 16:50












  • good point! I corrected it.
    – supinf
    Nov 21 at 16:54










  • Thanks guys, let's see where this leads!
    – Radio Controlled
    Nov 22 at 11:05














  • 1




    I'm not sure $d'$ satisfies the requirements as I understand them. Let $w_1=0000,w_2={*}{*}{*}{*},w_3=0001$. Then $w_1$ and $w_2$ are two words where "in all positions, the symbols are either equal, or at least one of them is $*$", and $w_1$ and $w_3$ are two words where this is not the case. So we want $d'(w_1,w_2) < d'(w_1,w_3)$, but that is false.
    – Rahul
    Nov 21 at 16:50












  • good point! I corrected it.
    – supinf
    Nov 21 at 16:54










  • Thanks guys, let's see where this leads!
    – Radio Controlled
    Nov 22 at 11:05








1




1




I'm not sure $d'$ satisfies the requirements as I understand them. Let $w_1=0000,w_2={*}{*}{*}{*},w_3=0001$. Then $w_1$ and $w_2$ are two words where "in all positions, the symbols are either equal, or at least one of them is $*$", and $w_1$ and $w_3$ are two words where this is not the case. So we want $d'(w_1,w_2) < d'(w_1,w_3)$, but that is false.
– Rahul
Nov 21 at 16:50






I'm not sure $d'$ satisfies the requirements as I understand them. Let $w_1=0000,w_2={*}{*}{*}{*},w_3=0001$. Then $w_1$ and $w_2$ are two words where "in all positions, the symbols are either equal, or at least one of them is $*$", and $w_1$ and $w_3$ are two words where this is not the case. So we want $d'(w_1,w_2) < d'(w_1,w_3)$, but that is false.
– Rahul
Nov 21 at 16:50














good point! I corrected it.
– supinf
Nov 21 at 16:54




good point! I corrected it.
– supinf
Nov 21 at 16:54












Thanks guys, let's see where this leads!
– Radio Controlled
Nov 22 at 11:05




Thanks guys, let's see where this leads!
– Radio Controlled
Nov 22 at 11:05


















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