Re: [R] Subset sum problem.

2009-12-11 Thread Geert Janssens
Hans, you're my personal hero today !

The function seems to work fine for the tests I did already.

Thank you very much !

Geert

On Thursday 10 December 2009, Hans W Borchers wrote:
 Geert Janssens janssens-geert at telenet.be writes:
  On Wednesday 9 December 2009, Hans W Borchers wrote:
   Geert Janssens janssens-geert at telenet.be writes:
[ ... ]
Has anybody tackled this issue before in R ? If so, I would be very
grateful if you could share your solution with me.
  
   Is it really true that you only want to see a Yes or No answer to
   this question whether a subset sums up to s --- without learning which
   numbers this subset is composed of (the pure SUBSET SUM problem)?
   Then the following procedure does that in a reasonable amount of time
   (returning 'TRUE' or 'FALSE' instead of Y-or-N):
 
  Unfortunately no. I do need the numbers in the subset. But thank you for
  presenting this code.
 
  Geert

 Okay then, here we go. But don't tell later that your requirement was to
 generate _all_ subsets that add up to a certain amount.  I will generate
 only one (with largest elements).

 For simplicity I assume that the set is prepared s.t. it is decreasingly
 ordered, has no elements larger than the amount given, and has a total sum
 larger than this amount.

 # Assume S decreasing, no elements  t, total sum = t
 solveSubsetSum - function(S, t) {
   L - c(0)
   inds - NULL
   for (i in 1:length(S)) {
 # L - unique(sort(c(L, L + S[i])))
 L - c(L, L+S[i])
 L - L[L = t]
 if (max(L) == t) {
   inds - c(i)
   t - t - S[i]
   while (t  0) {
 K - c(0)
 for (j in 1:(i-1)) {
   K - c(K, K+S[j])
   if (t %in% K) break
 }
 inds - c(inds, j)
 t - t - S[j]
   }
   break
 }
   }
   return(inds)
 }

 # former example
 amount - 4748652
 products -
 c(30500,30500,30500,30500,42000,42000,42000,42000,
   42000,42000,42000,42000,42000,42000,71040,90900,
   76950,35100,71190,53730,456000,70740,70740,533600,
   83800,59500,27465,28000,28000,28000,28000,28000,
   26140,49600,77000,123289,27000,27000,27000,27000,
   27000,27000,8,33000,33000,55000,77382,48048,
   51186,4,35000,21716,63051,15025,15025,15025,
   15025,80,111,59700,25908,829350,1198000,1031655)

 # prepare set
 prods - products[products = amount]  # no elements  amount
 prods - sort(prods, decreasing=TRUE)  # decreasing order

 # now find one solution
 system.time(is - solveSubsetSum(prods, amount))
 #  user  system elapsed
 # 0.320   0.032   0.359

 prods[is]
 #  [1]   70740   70740   71190   76950   77382   8   83800
 #  [8]   90900  456000  533600  829350 111 1198000

 sum(prods[is]) == amount
 # [1] TRUE

 Note that running times and memory needs will be much higher when more
 summands are needed.  To mention that too: I have not tested the code
 extensively.

 Regards
 Hans Werner

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Re: [R] Subset sum problem.

2009-12-11 Thread Geert Janssens
Hans, you're my personal hero today !

The function seems to work fine for the tests I did already.

Thank you very much !

Geert

On Thursday 10 December 2009, Hans W Borchers wrote:
 Geert Janssens janssens-geert at telenet.be writes:
  On Wednesday 9 December 2009, Hans W Borchers wrote:
   Geert Janssens janssens-geert at telenet.be writes:
[ ... ]
Has anybody tackled this issue before in R ? If so, I would be very
grateful if you could share your solution with me.
  
   Is it really true that you only want to see a Yes or No answer to
   this question whether a subset sums up to s --- without learning which
   numbers this subset is composed of (the pure SUBSET SUM problem)?
   Then the following procedure does that in a reasonable amount of time
   (returning 'TRUE' or 'FALSE' instead of Y-or-N):
 
  Unfortunately no. I do need the numbers in the subset. But thank you for
  presenting this code.
 
  Geert

 Okay then, here we go. But don't tell later that your requirement was to
 generate _all_ subsets that add up to a certain amount.  I will generate
 only one (with largest elements).

 For simplicity I assume that the set is prepared s.t. it is decreasingly
 ordered, has no elements larger than the amount given, and has a total sum
 larger than this amount.

 # Assume S decreasing, no elements  t, total sum = t
 solveSubsetSum - function(S, t) {
   L - c(0)
   inds - NULL
   for (i in 1:length(S)) {
 # L - unique(sort(c(L, L + S[i])))
 L - c(L, L+S[i])
 L - L[L = t]
 if (max(L) == t) {
   inds - c(i)
   t - t - S[i]
   while (t  0) {
 K - c(0)
 for (j in 1:(i-1)) {
   K - c(K, K+S[j])
   if (t %in% K) break
 }
 inds - c(inds, j)
 t - t - S[j]
   }
   break
 }
   }
   return(inds)
 }

 # former example
 amount - 4748652
 products -
 c(30500,30500,30500,30500,42000,42000,42000,42000,
   42000,42000,42000,42000,42000,42000,71040,90900,
   76950,35100,71190,53730,456000,70740,70740,533600,
   83800,59500,27465,28000,28000,28000,28000,28000,
   26140,49600,77000,123289,27000,27000,27000,27000,
   27000,27000,8,33000,33000,55000,77382,48048,
   51186,4,35000,21716,63051,15025,15025,15025,
   15025,80,111,59700,25908,829350,1198000,1031655)

 # prepare set
 prods - products[products = amount]  # no elements  amount
 prods - sort(prods, decreasing=TRUE)  # decreasing order

 # now find one solution
 system.time(is - solveSubsetSum(prods, amount))
 #  user  system elapsed
 # 0.320   0.032   0.359

 prods[is]
 #  [1]   70740   70740   71190   76950   77382   8   83800
 #  [8]   90900  456000  533600  829350 111 1198000

 sum(prods[is]) == amount
 # [1] TRUE

 Note that running times and memory needs will be much higher when more
 summands are needed.  To mention that too: I have not tested the code
 extensively.

 Regards
 Hans Werner

 __
 R-help@r-project.org mailing list
 https://stat.ethz.ch/mailman/listinfo/r-help
 PLEASE do read the posting guide
 http://www.R-project.org/posting-guide.html and provide commented, minimal,
 self-contained, reproducible code.


-- 
Kobalt W.I.T.
Web  Information Technology
Brusselsesteenweg 152
1850 Grimbergen

Tel  : +32 479 339 655
Email: i...@kobaltwit.be

__
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and provide commented, minimal, self-contained, reproducible code.


Re: [R] Subset sum problem.

2009-12-09 Thread Hans W Borchers
Geert Janssens janssens-geert at telenet.be writes:

 
 Hi,
 
 I'm quite new to the R-project. I was suggested to look into it because I am 
 trying to solve the Subset sum problem, which basically is:
 Given a set of integers and an integer s, does any non-empty subset sum to s?
 (See http://en.wikipedia.org/wiki/Subset_sum_problem)
 
 I have been searching the web for quite some time now (which is how I 
 eventually discovered that my problem is called subset sum), but I can't seem 
 to find an easily applicable implementation. I did search the list archive, 
 the R website and used the help.search and apropos function. I'm afraid 
 nothing obvious showed up for me.
 
 Has anybody tackled this issue before in R ? If so, I would be very grateful 
 if you could share your solution with me.


Is it really true that you only want to see a Yes or No answer to this
question whether a subset sums up to s --- without learning which numbers
this subset is composed of (the pure SUBSET SUM problem)?
Then the following procedure does that in a reasonable amount of time
(returning 'TRUE' or 'FALSE' instead of Y-or-N):

# Exact algorithm for the SUBSET SUM problem
exactSubsetSum - function(S, t) {
  S - S[S = t]
  if (sum(S)  t) return(FALSE)
  S - sort(S, decreasing=TRUE)
  n - length(S)
  L - c(0)
  for (i in 1:n) {
L - unique(sort(c(L, L + S[i])))
L - L[L = t]
if (max(L) == t) return(TRUE)
  }
  return(FALSE)
}

# Example with a set of cardinality 64
amount - 4748652
products - 
c(30500,30500,30500,30500,42000,42000,42000,42000,
  42000,42000,42000,42000,42000,42000,71040,90900,
  76950,35100,71190,53730,456000,70740,70740,533600,
  83800,59500,27465,28000,28000,28000,28000,28000,
  26140,49600,77000,123289,27000,27000,27000,27000,
  27000,27000,8,33000,33000,55000,77382,48048,
  51186,4,35000,21716,63051,15025,15025,15025,
  15025,80,111,59700,25908,829350,1198000,1031655)

# Timing is not that bad
system.time( sol - exactSubsetSum(products, amount) )
#  user  system elapsed 
# 0.516   0.096   0.673 
sol
# [1] TRUE

 Thank you very much.
 
 Geert


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Re: [R] Subset sum problem.

2009-12-09 Thread Geert Janssens
On Wednesday 9 December 2009, Hans W Borchers wrote:
 Geert Janssens janssens-geert at telenet.be writes:
  Hi,
 
  I'm quite new to the R-project. I was suggested to look into it because I
  am trying to solve the Subset sum problem, which basically is:
  Given a set of integers and an integer s, does any non-empty subset sum
  to s? (See http://en.wikipedia.org/wiki/Subset_sum_problem)
 
  I have been searching the web for quite some time now (which is how I
  eventually discovered that my problem is called subset sum), but I can't
  seem to find an easily applicable implementation. I did search the list
  archive, the R website and used the help.search and apropos function. I'm
  afraid nothing obvious showed up for me.
 
  Has anybody tackled this issue before in R ? If so, I would be very
  grateful if you could share your solution with me.

 Is it really true that you only want to see a Yes or No answer to this
 question whether a subset sums up to s --- without learning which numbers
 this subset is composed of (the pure SUBSET SUM problem)?
 Then the following procedure does that in a reasonable amount of time
 (returning 'TRUE' or 'FALSE' instead of Y-or-N):

Unfortunatly no. I do need the numbers in the subset. But thank you for 
presenting this code.

Geert

 # Exact algorithm for the SUBSET SUM problem
 exactSubsetSum - function(S, t) {
   S - S[S = t]
   if (sum(S)  t) return(FALSE)
   S - sort(S, decreasing=TRUE)
   n - length(S)
   L - c(0)
   for (i in 1:n) {
 L - unique(sort(c(L, L + S[i])))
 L - L[L = t]
 if (max(L) == t) return(TRUE)
   }
   return(FALSE)
 }

 # Example with a set of cardinality 64
 amount - 4748652
 products -
 c(30500,30500,30500,30500,42000,42000,42000,42000,
   42000,42000,42000,42000,42000,42000,71040,90900,
   76950,35100,71190,53730,456000,70740,70740,533600,
   83800,59500,27465,28000,28000,28000,28000,28000,
   26140,49600,77000,123289,27000,27000,27000,27000,
   27000,27000,8,33000,33000,55000,77382,48048,
   51186,4,35000,21716,63051,15025,15025,15025,
   15025,80,111,59700,25908,829350,1198000,1031655)

 # Timing is not that bad
 system.time( sol - exactSubsetSum(products, amount) )
 #  user  system elapsed
 # 0.516   0.096   0.673
 sol
 # [1] TRUE


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PLEASE do read the posting guide http://www.R-project.org/posting-guide.html
and provide commented, minimal, self-contained, reproducible code.


Re: [R] Subset sum problem.

2009-12-09 Thread Geert Janssens
On Wednesday 9 December 2009, Hans W Borchers wrote:
 Geert Janssens janssens-geert at telenet.be writes:
  Hi,
 
  I'm quite new to the R-project. I was suggested to look into it because I
  am trying to solve the Subset sum problem, which basically is:
  Given a set of integers and an integer s, does any non-empty subset sum
  to s? (See http://en.wikipedia.org/wiki/Subset_sum_problem)
 
  I have been searching the web for quite some time now (which is how I
  eventually discovered that my problem is called subset sum), but I can't
  seem to find an easily applicable implementation. I did search the list
  archive, the R website and used the help.search and apropos function. I'm
  afraid nothing obvious showed up for me.
 
  Has anybody tackled this issue before in R ? If so, I would be very
  grateful if you could share your solution with me.

 Is it really true that you only want to see a Yes or No answer to this
 question whether a subset sums up to s --- without learning which numbers
 this subset is composed of (the pure SUBSET SUM problem)?
 Then the following procedure does that in a reasonable amount of time
 (returning 'TRUE' or 'FALSE' instead of Y-or-N):

Unfortunatly no. I do need the numbers in the subset. But thank you for 
presenting this code.

Geert

 # Exact algorithm for the SUBSET SUM problem
 exactSubsetSum - function(S, t) {
   S - S[S = t]
   if (sum(S)  t) return(FALSE)
   S - sort(S, decreasing=TRUE)
   n - length(S)
   L - c(0)
   for (i in 1:n) {
 L - unique(sort(c(L, L + S[i])))
 L - L[L = t]
 if (max(L) == t) return(TRUE)
   }
   return(FALSE)
 }

 # Example with a set of cardinality 64
 amount - 4748652
 products -
 c(30500,30500,30500,30500,42000,42000,42000,42000,
   42000,42000,42000,42000,42000,42000,71040,90900,
   76950,35100,71190,53730,456000,70740,70740,533600,
   83800,59500,27465,28000,28000,28000,28000,28000,
   26140,49600,77000,123289,27000,27000,27000,27000,
   27000,27000,8,33000,33000,55000,77382,48048,
   51186,4,35000,21716,63051,15025,15025,15025,
   15025,80,111,59700,25908,829350,1198000,1031655)

 # Timing is not that bad
 system.time( sol - exactSubsetSum(products, amount) )
 #  user  system elapsed
 # 0.516   0.096   0.673
 sol
 # [1] TRUE



-- 
Kobalt W.I.T.
Web  Information Technology
Brusselsesteenweg 152
1850 Grimbergen

Tel  : +32 479 339 655
Email: i...@kobaltwit.be

__
R-help@r-project.org mailing list
https://stat.ethz.ch/mailman/listinfo/r-help
PLEASE do read the posting guide http://www.R-project.org/posting-guide.html
and provide commented, minimal, self-contained, reproducible code.


Re: [R] Subset sum problem.

2009-12-09 Thread Hans W Borchers
Geert Janssens janssens-geert at telenet.be writes:
 
 On Wednesday 9 December 2009, Hans W Borchers wrote:
  Geert Janssens janssens-geert at telenet.be writes:
   [ ... ]
   Has anybody tackled this issue before in R ? If so, I would be very
   grateful if you could share your solution with me.
 
  Is it really true that you only want to see a Yes or No answer to this
  question whether a subset sums up to s --- without learning which numbers
  this subset is composed of (the pure SUBSET SUM problem)?
  Then the following procedure does that in a reasonable amount of time
  (returning 'TRUE' or 'FALSE' instead of Y-or-N):
 
 Unfortunately no. I do need the numbers in the subset. But thank you for 
 presenting this code.
 
 Geert
 

Okay then, here we go. But don't tell later that your requirement was to
generate _all_ subsets that add up to a certain amount.  I will generate
only one (with largest elements).

For simplicity I assume that the set is prepared s.t. it is decreasingly
ordered, has no elements larger than the amount given, and has a total sum
larger than this amount.

# Assume S decreasing, no elements  t, total sum = t
solveSubsetSum - function(S, t) {
  L - c(0)
  inds - NULL
  for (i in 1:length(S)) {
# L - unique(sort(c(L, L + S[i])))
L - c(L, L+S[i])
L - L[L = t]
if (max(L) == t) {
  inds - c(i)
  t - t - S[i]
  while (t  0) {
K - c(0)
for (j in 1:(i-1)) {
  K - c(K, K+S[j])
  if (t %in% K) break
}
inds - c(inds, j)
t - t - S[j]
  }
  break
}
  }
  return(inds)
}

# former example
amount - 4748652
products - 
c(30500,30500,30500,30500,42000,42000,42000,42000,
  42000,42000,42000,42000,42000,42000,71040,90900,
  76950,35100,71190,53730,456000,70740,70740,533600,
  83800,59500,27465,28000,28000,28000,28000,28000,
  26140,49600,77000,123289,27000,27000,27000,27000,
  27000,27000,8,33000,33000,55000,77382,48048,
  51186,4,35000,21716,63051,15025,15025,15025,
  15025,80,111,59700,25908,829350,1198000,1031655)

# prepare set
prods - products[products = amount]  # no elements  amount
prods - sort(prods, decreasing=TRUE)  # decreasing order

# now find one solution
system.time(is - solveSubsetSum(prods, amount))
#  user  system elapsed 
# 0.320   0.032   0.359 

prods[is]
#  [1]   70740   70740   71190   76950   77382   8   83800
#  [8]   90900  456000  533600  829350 111 1198000

sum(prods[is]) == amount
# [1] TRUE

Note that running times and memory needs will be much higher when more
summands are needed.  To mention that too: I have not tested the code
extensively.

Regards
Hans Werner

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PLEASE do read the posting guide http://www.R-project.org/posting-guide.html
and provide commented, minimal, self-contained, reproducible code.


Re: [R] Subset sum problem.

2009-12-08 Thread Geert Janssens
Thank you for your reply.

Unfortunately, I don't have any experience with this kind of mathematics. I 
don't understand what the wiki page tries to tell me.

Please don't misinterpret his, but I simply don't have the time to learn a) 
how to interpret the math description on wikipedia and b) how that translates 
into a new environment for me. I tried what I could, but just like all 
volunteers on this list, my time is limited. I do have a practical use for a 
subset sum solving algorithm and R seems like a quite capable package. But for 
my novice eyes it looks I'll need to understand more of it than entering a 
simple formula which needs time I currently don't have.

That's why I asked if someone had solved it before, and was willing to share 
his/her program with me. I would be very grateful if someone can help me here.

Regards,

Geert

On Monday 7 December 2009, guohao.hu...@gmail.com wrote:
 The problem is NP-Complete and the real problem is how you can solve it.
 According to the wiki page, you can use the bottom algorithm(Polynomial
 time approximate algorithm) to solve your problems.
 If you had trouble with writing R code, you can read ``R-introduction''.

 regards



 Guo-Hao Huang



__
R-help@r-project.org mailing list
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PLEASE do read the posting guide http://www.R-project.org/posting-guide.html
and provide commented, minimal, self-contained, reproducible code.


Re: [R] Subset sum problem.

2009-12-08 Thread David Winsemius


On Dec 8, 2009, at 8:29 AM, Geert Janssens wrote:


Thank you for your reply.

Unfortunately, I don't have any experience with this kind of  
mathematics. I

don't understand what the wiki page tries to tell me.

Please don't misinterpret his, but I simply don't have the time to  
learn a)
how to interpret the math description on wikipedia and b) how that  
translates

into a new environment for me. I tried what I could, but just like all
volunteers on this list, my time is limited. I do have a practical  
use for a
subset sum solving algorithm and R seems like a quite capable  
package. But for
my novice eyes it looks I'll need to understand more of it than  
entering a

simple formula which needs time I currently don't have.


Dangerously close to:

library(fortunes)
fortune(brain surgery)


That's why I asked if someone had solved it before, and was willing  
to share
his/her program with me. I would be very grateful if someone can  
help me here.


An implementation was described in the last few months on this list.


Regards,
Geert

On Monday 7 December 2009, guohao.hu...@gmail.com wrote:
The problem is NP-Complete and the real problem is how you can  
solve it.
According to the wiki page, you can use the bottom  
algorithm(Polynomial

time approximate algorithm) to solve your problems.
If you had trouble with writing R code, you can read ``R- 
introduction''.


regards

   Guo-Hao Huang


David Winsemius, MD
Heritage Laboratories
West Hartford, CT

__
R-help@r-project.org mailing list
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PLEASE do read the posting guide http://www.R-project.org/posting-guide.html
and provide commented, minimal, self-contained, reproducible code.


Re: [R] Subset sum problem.

2009-12-08 Thread Geert Janssens
On Tuesday 8 December 2009, David Winsemius wrote:
 On Dec 8, 2009, at 8:29 AM, Geert Janssens wrote:
  Thank you for your reply.
 
  Unfortunately, I don't have any experience with this kind of
  mathematics. I
  don't understand what the wiki page tries to tell me.
 
  Please don't misinterpret his, but I simply don't have the time to
  learn a)
  how to interpret the math description on wikipedia and b) how that
  translates
  into a new environment for me. I tried what I could, but just like all
  volunteers on this list, my time is limited. I do have a practical
  use for a
  subset sum solving algorithm and R seems like a quite capable
  package. But for
  my novice eyes it looks I'll need to understand more of it than
  entering a
  simple formula which needs time I currently don't have.

 Dangerously close to:

 library(fortunes)
 fortune(brain surgery)

I understand. The problem in this case is easily described, but not easily 
solved. When I started to look for a solution, I didn't realize that.

  That's why I asked if someone had solved it before, and was willing
  to share
  his/her program with me. I would be very grateful if someone can
  help me here.

 An implementation was described in the last few months on this list.

I did find The 'Subset matching' challenge thread before asking any 
questions myself
(https://stat.ethz.ch/pipermail/r-help/2009-October/216604.html)

That's where I learned the Subset sum name in the first place, which I used 
to search further. The thread itself does not provide a solution in R, unless 
I'm really mistaking.

If you were thinking of another thread on the list, I sure could use a hint on 
what keywords to search for.

I also tried google in various incantations, but R is not really a useful 
search term in google... I find lots of theoretical descriptions of the subset 
sum problem, but no implementation in R.

Geert

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PLEASE do read the posting guide http://www.R-project.org/posting-guide.html
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Re: [R] Subset sum problem.

2009-12-08 Thread David Winsemius


On Dec 8, 2009, at 9:14 AM, Geert Janssens wrote:


On Tuesday 8 December 2009, David Winsemius wrote:

On Dec 8, 2009, at 8:29 AM, Geert Janssens wrote:

Thank you for your reply.

Unfortunately, I don't have any experience with this kind of
mathematics. I don't understand what the wiki page tries to tell me.

Please don't misinterpret his, but I simply don't have the time to
learn a) how to interpret the math description on wikipedia and b)  
how that
translates into a new environment for me. I tried what I could,  
but just like all

volunteers on this list, my time is limited. I do have a practical
use for a subset sum solving algorithm and R seems like a quite  
capable
package. But for my novice eyes it looks I'll need to understand  
more of it than

entering a simple formula which needs time I currently don't have.


Dangerously close to:

library(fortunes)
fortune(brain surgery)

I understand. The problem in this case is easily described, but not  
easily

solved. When I started to look for a solution, I didn't realize that.


That's why I asked if someone had solved it before, and was willing
to share his/her program with me. I would be very grateful if  
someone can

help me here.


An implementation was described in the last few months on this list.


I did find The 'Subset matching' challenge thread before asking any
questions myself
(https://stat.ethz.ch/pipermail/r-help/2009-October/216604.html)



That's the one. I didn't test the code that the OP offered. He said it  
was inefficient but implied that it did the job. Inefficiency is  
pretty much what you would expect after considering the combinatoric  
explosion that would occur, so I thought the request for code was  
satisfied.


That's where I learned the Subset sum name in the first place,  
which I used
to search further. The thread itself does not provide a solution in  
R, unless

I'm really mistaking.

If you were thinking of another thread on the list, I sure could use  
a hint on

what keywords to search for.

I also tried google in various incantations, but R is not really a  
useful
search term in google... I find lots of theoretical descriptions of  
the subset

sum problem, but no implementation in R.


When I search with Google, I use r-project, since that is a  
reasonably specific term that would be found in citations and links to  
the website.




Geert


David Winsemius, MD
Heritage Laboratories
West Hartford, CT

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Re: [R] Subset sum problem.

2009-12-07 Thread guohao.huang

The problem is NP-Complete and the real problem is how you can solve it.
According to the wiki page, you can use the bottom algorithm(Polynomial time 
approximate algorithm) to solve your problems.

If you had trouble with writing R code, you can read ``R-introduction''.

regards



   Guo-Hao Huang



--
From: Geert Janssens janssens-ge...@telenet.be
Sent: Monday, December 07, 2009 10:56 PM
To: r-help@r-project.org
Subject: [R] Subset sum problem.


Hi,

I'm quite new to the R-project. I was suggested to look into it because I 
am

trying to solve the Subset sum problem, which basically is:
Given a set of integers and an integer s, does any non-empty subset sum to 
s?

(See http://en.wikipedia.org/wiki/Subset_sum_problem)

I have been searching the web for quite some time now (which is how I
eventually discovered that my problem is called subset sum), but I can't 
seem
to find an easily applicable implementation. I did search the list 
archive,

the R website and used the help.search and apropos function. I'm afraid
nothing obvious showed up for me.

Has anybody tackled this issue before in R ? If so, I would be very 
grateful

if you could share your solution with me.

Thank you very much.

Geert

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R-help@r-project.org mailing list
https://stat.ethz.ch/mailman/listinfo/r-help
PLEASE do read the posting guide 
http://www.R-project.org/posting-guide.html

and provide commented, minimal, self-contained, reproducible code.



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PLEASE do read the posting guide http://www.R-project.org/posting-guide.html
and provide commented, minimal, self-contained, reproducible code.