Solving 'The Change-making problem' with a formula
The Change-making problem I have seen this problem appear on many coding challenge web sites. There are variations of the Change-making problem such as "The Coin Problem" or "The Coin Collector's Pr...
Patrick2788 My first thought was also to use a recursive Lambda. Seems like the easiest way to go; plus, iteration limits aren't a concern, as the amount is being reduced down to zero. I didn't research the fore-mentioned algorithms, but I'm guessing this is what's meant by the "Greedy" method:
I went to 2 decimal places here to include coins in the denominations. Again, I'm not entirely sure how the new GROUPBY function works, but perhaps it could be used to generate a summary of the denominations needed:
Your solution is very economical and elegant at the same. It performs very well up to a little over $200 million before it reaches recursion limits. I think it definitely takes after the greedy algorithim approach and could probably be used to solve similar problems which have multiple solutions.
I'll have to check the GROUPBY part later on my home computer. At work I'm without insider so no GROUPBY/PIVOTBY/PERCENTOF for me.
Patrick2788 Yes, I didn't take into account extremely large amounts, which will hit the recursion limits. To overcome this, and to reduce the number of iterations down to a bare minimum, the formula can be modified to take the maximum number of the maximum denominations each time around:
The greedy algorithm is good for solving this problem because currency denominations tend to be 1/5/10/20/50/100, etc. The flaws in the greedy are exposed when trying to solve similar problems with more diverse sets of integers.
For example,
Greedy makes the local optimal choice but the overall optimal choice is 30/30 for the 60 target. I modified my original Lambda to run a 2nd check where the highest integer is discarded from the matrix.
Patrick2788 Good stuff. There was a video shared by Diarmuid Early on YouTube a few months ago called "Recursive LAMBDAs to traverse a tree", where he walked through solving the Peg Game Excel challenge. Seems like the same logic could be applied here... in any case, you might find it interesting.
Just for fun, here's another "Greedy" LAMBDA function based on my previous reply, but with additional options that can output 4 different layouts. The generic syntax is:
denoms - The range containing the denomination values
images - [optional] The range containing the denomination images (if omitted, the function will return the denomination values by default)
list_mode - [optional] 0 or FALSE = summary report grouped by denomination (default); 1 or TRUE = complete list of all denominations
This function is highly efficient and can handle amounts greater that 1 trillion with ease (summary report). When list_mode is set to TRUE, it can only handle amounts up to 100 billion, due to the row limitations of TOCOL. The complete definition is:
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There are variations of the Change-making problem such as \"The Coin Problem\" or \"The Coin Collector's Pr...","body@stringLength":"3636","rawBody":"
The Change-making problem
I have seen this problem appear on many coding challenge web sites. There are variations of the Change-making problem such as \"The Coin Problem\" or \"The Coin Collector's Problem\", etc. For this task, I decided to use US currency (and even included denominations no longer in print to make things interesting.).
The Rules
You have a list of denominations available. Presume the amount of bills available is unlimited. Given an amount, return as few bills as possible to cover the amount due.
Methods
My research into this problem found the three most common approaches to this problem:
-generate all combinations = amount due and select the one with fewest elements
-Dynamic programming with a probabilistic convolution tree
-The Greedy algorithm
The first method has been discussed on this forum in several threads. The second method would require more research into making it transferrable to Excel. The Greedy algorithm stood out to me because it seemed like the most sensible way to tackle this problem.
My first thought was to create the Greedy algorithm as a recursive Lambda. I picked at it a bit and tried solutions, but it seemed contorted. Seemed like I was purposely disregarding more powerful functions available to make something work. I went with dynamic arrays...
I welcome any solutions using formulas, PowerQuery, and even Python in Excel. Please no AI contributions.
How would you solve the Change-making problem?
Workbooks attached: I have included (2) versions. ‘Image Version’ makes use of the 365 feature to place pictures in cell. I also included a version without images that returns the amounts as an array of numbers.
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Your solution is very economical and elegant at the same. It performs very well up to a little over $200 million before it reaches recursion limits. I think it definitely takes after the greedy algorithim approach and could probably be used to solve similar problems which have multiple solutions.
I'll have to check the GROUPBY part later on my home computer. At work I'm without insider so no GROUPBY/PIVOTBY/PERCENTOF for me.
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Your solution is very economical and elegant at the same. It performs very well up to a little over $200 million before it reaches recursion limits. I think it definitely takes after the greedy algorithim approach and could probably be used to solve similar problems which have multiple solutions.
I'll have to check the GROUPBY part later on my home computer. At work I'm without insider so no GROUPBY/PIVOTBY/PERCENTOF for me.
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Patrick2788 My first thought was also to use a recursive Lambda. Seems like the easiest way to go; plus, iteration limits aren't a concern, as the amount is being reduced down to zero. I didn't research the fore-mentioned algorithms, but I'm guessing this is what's meant by the \"Greedy\" method:
I went to 2 decimal places here to include coins in the denominations. Again, I'm not entirely sure how the new GROUPBY function works, but perhaps it could be used to generate a summary of the denominations needed:
My first thought was also to use a recursive Lambda. Seems like the easiest way to go; plus, iteration limits aren't a concern, as the amount is being reduced down to zero. I didn't research the fore-mentioned algorithms, but I'm guessing this is what's meant by the \"Greedy\" method:
I went to 2 decimal places here to include coins in the denominations. Again, I'm not entirely sure how the new GROUPBY function works, but perhaps it could be used to generate a summary of the denominations needed:
For the workbook with images, the final output could be:
=LET(\n due, CHANGEDUE(Amt_Due, denominations),\n total, SUM(due),\n IFNA(VSTACK(HSTACK(\"Amount tendered:\", total, IF(total = Amt_Due, \"☑\", \"X\")), WRAPROWS(XLOOKUP(due, denominations, BillPix), 4)), \"\")\n)","author":{"__ref":"User:user:2095049"},"isEscalated":null,"postTime":"2024-03-21T18:32:29.902-07:00","solution":false,"customFields":[],"attachments":{"__typename":"AttachmentConnection","edges":[{"__typename":"AttachmentEdge","cursor":"MjUuM3wyLjF8b3w1fF9OVl98MQ","node":{"__ref":"Attachment:{\"id\":\"attachment:message4093900AttachmentNumber1\",\"url\":\"https://techcommunity.microsoft.com/t5/s/gxcuf89792/attachments/gxcuf89792/ExcelGeneral/224743/1/Solving%20the%20Change-making%20problem%20(No%20Images).xlsx\"}"}}],"pageInfo":{"__typename":"PageInfo","hasNextPage":false,"endCursor":null,"hasPreviousPage":false,"startCursor":null}},"repliesCount":4},"Revision:revision:4094283_1":{"__typename":"Revision","id":"revision:4094283_1","lastEditTime":"2024-03-22T06:23:35.459-07:00"},"QueryVariables:ReplyList:message:4094283:1":{"__typename":"QueryVariables","id":"ReplyList:message:4094283:1","value":{"id":"message:4094283","first":10,"sorts":{"postTime":{"direction":"DESC"}},"repliesFirst":3,"repliesFirstDepthThree":1,"repliesSorts":{"postTime":{"direction":"DESC"}},"useAvatar":true,"useAuthorLogin":true,"useAuthorRank":true,"useBody":true,"useKudosCount":true,"useTimeToRead":false,"useMedia":false,"useReadOnlyIcon":false,"useRepliesCount":true,"useSearchSnippet":false,"useAcceptedSolutionButton":true,"useSolvedBadge":false,"useAttachments":false,"attachmentsFirst":5,"useTags":false,"useNodeAncestors":false,"useUserHoverCard":false,"useNodeHoverCard":false,"useModerationStatus":true,"usePreviewSubjectModal":false,"useMessageStatus":true}},"ROOT_MUTATION":{"__typename":"Mutation"},"CachedAsset:text:en_US-components/community/NavbarDropdownToggle-1745505307000":{"__typename":"CachedAsset","id":"text:en_US-components/community/NavbarDropdownToggle-1745505307000","value":{"ariaLabelClosed":"Press the down arrow to open the menu"},"localOverride":false},"CachedAsset:text:en_US-shared/client/components/users/UserAvatar-1745505307000":{"__typename":"CachedAsset","id":"text:en_US-shared/client/components/users/UserAvatar-1745505307000","value":{"altText":"{login}'s avatar","altTextGeneric":"User's avatar"},"localOverride":false},"CachedAsset:text:en_US-shared/client/components/ranks/UserRankLabel-1745505307000":{"__typename":"CachedAsset","id":"text:en_US-shared/client/components/ranks/UserRankLabel-1745505307000","value":{"altTitle":"Icon for {rankName} rank"},"localOverride":false},"CachedAsset:text:en_US-components/attachments/AttachmentView/AttachmentViewChip-1745505307000":{"__typename":"CachedAsset","id":"text:en_US-components/attachments/AttachmentView/AttachmentViewChip-1745505307000","value":{"errorTitle":"Failed!","previewFile":"Preview File","downloadFile":"Download File {name}","removeFile":"Remove File {name}","errorBadExtension":"This file does not have a valid extension. \"{extensions}\" are the valid extensions.","errorFileEmpty":"This file is empty or does not exist.","errorTooLarge":"The maximum file size is: {maxFileSize}.","errorTooMany":"Too many attachments. 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Patrick2788 Yes, I didn't take into account extremely large amounts, which will hit the recursion limits. To overcome this, and to reduce the number of iterations down to a bare minimum, the formula can be modified to take the maximum number of the maximum denominations each time around:
","body@stripHtml({\"removeProcessingText\":false,\"removeSpoilerMarkup\":false,\"removeTocMarkup\":false,\"truncateLength\":200})@stringLength":"208","kudosSumWeight":1,"postTime":"2024-03-22T08:25:38.953-07:00","lastPublishTime":"2024-03-22T10:16:43.392-07:00","metrics":{"__typename":"MessageMetrics","views":1817},"visibilityScope":"PUBLIC","placeholder":false,"originalMessageForPlaceholder":null,"isEscalated":null,"solution":false,"entityType":"FORUM_REPLY","eventPath":"category:microsoft365/category:products-services/category:communities/community:gxcuf89792board:ExcelGeneral/message:4093166/message:4094420","replies":{"__typename":"MessageConnection","pageInfo":{"__typename":"PageInfo","hasNextPage":false,"endCursor":null,"hasPreviousPage":false,"startCursor":null},"edges":[{"__typename":"MessageEdge","cursor":"MjUuM3wyLjF8aXwzfDEzMjowfGludCw0MDk0OTMwLDQwOTQ5MzA","node":{"__ref":"ForumReplyMessage:message:4094930"}}]},"customFields":[],"attachments":{"__typename":"AttachmentConnection","edges":[{"__typename":"AttachmentEdge","cursor":"MjUuM3wyLjF8b3w1fF9OVl98MQ","node":{"__ref":"Attachment:{\"id\":\"attachment:message4094420AttachmentNumber1\",\"url\":\"https://techcommunity.microsoft.com/t5/s/gxcuf89792/attachments/gxcuf89792/ExcelGeneral/224797/1/Solving%20the%20Change-making%20problem%20(No%20Images).xlsx\"}"}}],"pageInfo":{"__typename":"PageInfo","hasNextPage":false,"endCursor":null,"hasPreviousPage":false,"startCursor":null}}},"ModerationData:moderation_data:4094930":{"__typename":"ModerationData","id":"moderation_data:4094930","status":"APPROVED","rejectReason":null,"isReportedAbuse":false,"rejectUser":null,"rejectTime":null,"rejectActorType":null},"ForumReplyMessage:message:4094930":{"__typename":"ForumReplyMessage","uid":4094930,"id":"message:4094930","revisionNum":1,"author":{"__ref":"User:user:428790"},"readOnly":false,"repliesCount":1,"depth":4,"hasGivenKudo":false,"subscribed":false,"board":{"__ref":"Forum:board:ExcelGeneral"},"parent":{"__ref":"ForumReplyMessage:message:4094420"},"conversation":{"__ref":"Conversation:conversation:4093166"},"subject":"Re: Solving 'The Change-making problem' with a formula","moderationData":{"__ref":"ModerationData:moderation_data:4094930"},"body":"
The greedy algorithm is good for solving this problem because currency denominations tend to be 1/5/10/20/50/100, etc. The flaws in the greedy are exposed when trying to solve similar problems with more diverse sets of integers.
For example,
Greedy makes the local optimal choice but the overall optimal choice is 30/30 for the 60 target. I modified my original Lambda to run a 2nd check where the highest integer is discarded from the matrix.
I may need to test more target values, but it's held up so far.
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Patrick2788 Good stuff. There was a video shared by Diarmuid Early on YouTube a few months ago called \"Recursive LAMBDAs to traverse a tree\", where he walked through solving the Peg Game Excel challenge. Seems like the same logic could be applied here... in any case, you might find it interesting.
Just for fun, here's another \"Greedy\" LAMBDA function based on my previous reply, but with additional options that can output 4 different layouts. The generic syntax is:
denoms - The range containing the denomination values
images - [optional] The range containing the denomination images (if omitted, the function will return the denomination values by default)
list_mode - [optional] 0 or FALSE = summary report grouped by denomination (default); 1 or TRUE = complete list of all denominations
This function is highly efficient and can handle amounts greater that 1 trillion with ease (summary report). When list_mode is set to TRUE, it can only handle amounts up to 100 billion, due to the row limitations of TOCOL. The complete definition is:
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