A Knapsack Problem is defined as: Given a set of items, each with a weight and a value, determine which items to include in the collection so that the total weight is less than or equal to a given l...
It looks complicated but in concept it is easy. I check loop using REDUCE and check if that element is less than the weight limit, if so then I 'add' it to the list and re-call itself with the remainder of the elements. Each time I add a row and each row sums the Benefit in the first element. The last step is to sort by the Benefit and only Take/Return the highest value and pass that up the chain. There are a number of extra IFs and such because of making sure I don't strip off all the elements and such and in the beginning I check if the array is in a row or a column and swap it to make then columns if needed.
EDIT: I found some bug where the subcall must return an error or something in certain cases and I added an IFERROR() to the check. I also added some text/formatting that will be added only on the top call if that parameter is missing or set to false.
So I found this to be significantly faster in cases when all 5 objects are selected (i.e. the weights are all set below the total limit). I can only imagine that additional item list would also result in time improvements also.
On final note, this solution intentionally did not attempt to return all potential best solutions and just returns a best solution. In another words if there are more than 1 solution that returns the same maximum benefit, this solution will just return one of them.
Your solution seems to be the equivalent to the VBA solutions I found in research where 5 levels of nested loops were being used. To your credit, I think your solution is a lot more accurate. I played around with stepping through vba solutions line-by-line because I was wondering about the order the checks were being done in. I bagged the vba stuff when a few of the solutions returned 0 for an answer!
Writing recursive functions is tricky to me because one has to write with a sense of anticipation in mind. If I understand your solution, initiallly the checks on number of rows with Items, Weights, and Benefits is done because the array must be checked after the function has been run to see if the TRANSPOSE is needed. It's obvious the number of rows is 1 on the first pass but not on subsequent runs.
So I do that rows check because my brain and such was working that way when I wrote the first draft of the function and it failed because it only saw 1 row on the input so instead of trying to re-think it all I just converted horizontal data to vertical data. The nice thing about the recursion is that it will work for as many levels as Excel can handle (i.e. it doesn't have 5 fixed loops). The nice thing about my solution only looking for ONE max result (and not all solutions possible for the max result) is that it will go 'down' and 'up' the recursion ladder and keep returning 1 value after each tier. Actually thinking now, technically for that matter, even if I returned 'all' options it would still be 1 2-d array because of the REDUCE, but then I would have to 'add' the next up tier to every returned row ...
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A Knapsack Problem is defined as:
Given a set of items, each with a weight and a value, determine which items to include in the collection so that the total weight is less than or equal to a given limit and the total value is as large as possible. -Wikipedia
After studying 0 1 Knapsack Problems (A given item may only be selected once) and the techniques used to solve them, I sought to build formulas to solve a standard problem consisting of 5 items with various weights and benefits.
I considered generating a value matrix (array of arrays limitation - MAKEARRAY could only go so far) and creating a recursive Lambda (I couldn't conceptualize one and I didn't think it would be efficient memory-wise).
That challenge was all about generating the COMBINA results. The way I see an 0 1 Knapsack is essentially generating COMBIN results and then determining which combination is the greatest benefit without going over the capacity.
First, I created the 'Shuffle' function which takes a value produced from SEQUENCE and excludes any numbers >5 (total number of items) and removes values where a number repeats (e.g. 122 and 123 vs 321).
This is the most resource intensive part of the project because if SEQUENCE goes into 5 digits, REDUCE will struggle to stack. I added a check to determine if picking all 5 items exceeds the limit so there's no need to go into 5 digits with SEQUENCE!
'Solve' to be called within BYROW. This function checks the CombinMatrix and totals up the Benefit and Weight for each combination. It strings together the results in each cell.
The question for the community: Can you conceptualize an easier way to do this? Formula-based solutions only, please.
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A Knapsack Problem is defined as:
Given a set of items, each with a weight and a value, determine which items to include in the collection so that the total weight is less than or equal to a given limit and the total value is as large as possible. -Wikipedia
After studying 0 1 Knapsack Problems (A given item may only be selected once) and the techniques used to solve them, I sought to build formulas to solve a standard problem consisting of 5 items with various weights and benefits.
I considered generating a value matrix (array of arrays limitation - MAKEARRAY could only go so far) and creating a recursive Lambda (I couldn't conceptualize one and I didn't think it would be efficient memory-wise).
That challenge was all about generating the COMBINA results. The way I see an 0 1 Knapsack is essentially generating COMBIN results and then determining which combination is the greatest benefit without going over the capacity.
First, I created the 'Shuffle' function which takes a value produced from SEQUENCE and excludes any numbers >5 (total number of items) and removes values where a number repeats (e.g. 122 and 123 vs 321).
This is the most resource intensive part of the project because if SEQUENCE goes into 5 digits, REDUCE will struggle to stack. I added a check to determine if picking all 5 items exceeds the limit so there's no need to go into 5 digits with SEQUENCE!
'Solve' to be called within BYROW. This function checks the CombinMatrix and totals up the Benefit and Weight for each combination. It strings together the results in each cell.
The question for the community: Can you conceptualize an easier way to do this? Formula-based solutions only, please.
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Your solution seems to be the equivalent to the VBA solutions I found in research where 5 levels of nested loops were being used. To your credit, I think your solution is a lot more accurate. I played around with stepping through vba solutions line-by-line because I was wondering about the order the checks were being done in. I bagged the vba stuff when a few of the solutions returned 0 for an answer!
Writing recursive functions is tricky to me because one has to write with a sense of anticipation in mind. If I understand your solution, initiallly the checks on number of rows with Items, Weights, and Benefits is done because the array must be checked after the function has been run to see if the TRANSPOSE is needed. It's obvious the number of rows is 1 on the first pass but not on subsequent runs.
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Your solution seems to be the equivalent to the VBA solutions I found in research where 5 levels of nested loops were being used. To your credit, I think your solution is a lot more accurate. I played around with stepping through vba solutions line-by-line because I was wondering about the order the checks were being done in. I bagged the vba stuff when a few of the solutions returned 0 for an answer!
Writing recursive functions is tricky to me because one has to write with a sense of anticipation in mind. If I understand your solution, initiallly the checks on number of rows with Items, Weights, and Benefits is done because the array must be checked after the function has been run to see if the TRANSPOSE is needed. It's obvious the number of rows is 1 on the first pass but not on subsequent runs.
Timings
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0.3086526
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Patrick2788 So I went with the recursive call option:
It looks complicated but in concept it is easy. I check loop using REDUCE and check if that element is less than the weight limit, if so then I 'add' it to the list and re-call itself with the remainder of the elements. Each time I add a row and each row sums the Benefit in the first element. The last step is to sort by the Benefit and only Take/Return the highest value and pass that up the chain. There are a number of extra IFs and such because of making sure I don't strip off all the elements and such and in the beginning I check if the array is in a row or a column and swap it to make then columns if needed.
EDIT: I found some bug where the subcall must return an error or something in certain cases and I added an IFERROR() to the check. I also added some text/formatting that will be added only on the top call if that parameter is missing or set to false.
So I found this to be significantly faster in cases when all 5 objects are selected (i.e. the weights are all set below the total limit). I can only imagine that additional item list would also result in time improvements also.
On final note, this solution intentionally did not attempt to return all potential best solutions and just returns a best solution. In another words if there are more than 1 solution that returns the same maximum benefit, this solution will just return one of them.
It looks complicated but in concept it is easy. I check loop using REDUCE and check if that element is less than the weight limit, if so then I 'add' it to the list and re-call itself with the remainder of the elements. Each time I add a row and each row sums the Benefit in the first element. The last step is to sort by the Benefit and only Take/Return the highest value and pass that up the chain. There are a number of extra IFs and such because of making sure I don't strip off all the elements and such and in the beginning I check if the array is in a row or a column and swap it to make then columns if needed.
EDIT: I found some bug where the subcall must return an error or something in certain cases and I added an IFERROR() to the check. I also added some text/formatting that will be added only on the top call if that parameter is missing or set to false.
So I found this to be significantly faster in cases when all 5 objects are selected (i.e. the weights are all set below the total limit). I can only imagine that additional item list would also result in time improvements also.
On final note, this solution intentionally did not attempt to return all potential best solutions and just returns a best solution. In another words if there are more than 1 solution that returns the same maximum benefit, this solution will just return one of them.
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No doubt this could be refined, though the basic outline is there.
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The nice thing about the recursion is that it will work for as many levels as Excel can handle (i.e. it doesn't have 5 fixed loops). The nice thing about my solution only looking for ONE max result (and not all solutions possible for the max result) is that it will go 'down' and 'up' the recursion ladder and keep returning 1 value after each tier. 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