reduction from 3-SAT to Subset Sum problem Planned maintenance scheduled April 23, 2019 at 23:30 UTC (7:30pm US/Eastern) Announcing the arrival of Valued Associate #679: Cesar Manara Unicorn Meta Zoo #1: Why another podcast?NAE SAT reduction to weighted MAX CUTHow to reduce from subset-sum problem?Constructing a promise problem equivalent to XSAT from subset sumQuestion on SAT reductionReduction of SUBSET-SUM to SET-PARTITIONSubset-sum variation, multiple sumsCNF-SAT reduction problem variantSubset sum NP-CompletnessKarp reduction from PARTITION to SUBSET SUMHow can I reduce Subset Sum to Almost Subset Sum?

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reduction from 3-SAT to Subset Sum problem



Planned maintenance scheduled April 23, 2019 at 23:30 UTC (7:30pm US/Eastern)
Announcing the arrival of Valued Associate #679: Cesar Manara
Unicorn Meta Zoo #1: Why another podcast?NAE SAT reduction to weighted MAX CUTHow to reduce from subset-sum problem?Constructing a promise problem equivalent to XSAT from subset sumQuestion on SAT reductionReduction of SUBSET-SUM to SET-PARTITIONSubset-sum variation, multiple sumsCNF-SAT reduction problem variantSubset sum NP-CompletnessKarp reduction from PARTITION to SUBSET SUMHow can I reduce Subset Sum to Almost Subset Sum?










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How to reduce 3-SAT to subset sum problem?










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      How to reduce 3-SAT to subset sum problem?







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          $begingroup$

          The trick to the reduction is to use numbers to encode statements about the 3CNF formula, crafting those numbers in such a way that you can later make an arithmetic proposition about the numbers that is only true if the original 3CNF formula is satisfiable. The reduction below is lifted directly from the lecture notes found at https://people.clarkson.edu/~alexis/PCMI/Notes/lectureB07.pdf .




          We reduce 3SAT to SUBSET-SUM. Consider a 3CNF formula with variables $x_1, . . . , x_n$ and clauses $c_1, . . . , c_r$. For each variable $x_i$, we will have two numbers $y_i$ and $z_i$ in the list. For each clause $c_j$, we will also have two numbers $s_j$ and $t_j$. We define all of these numbers by specifying their base 10 representations. The construction is best explained by an example and a picture. If the formula is $(x_1∨x_2∨overlinex_3)∧(overlinex_1∨x_2∨overlinex_3)$, then the base 10 representations of the numbers will look like this:



          beginarrayc
          & x_1 & x_2 & x_3 & c_1 & c_2 \
          hline
          y_1 & 1 & 0 & 0 & 1 & 0 \
          z_1 & 1 & 0 & 0 & 0 & 1 \
          y_2 & 0 & 1 & 0 & 1 & 1 \
          z_2 & 0 & 1 & 0 & 0 & 0 \
          y_3 & 0 & 0 & 1 & 0 & 0 \
          z_3 & 0 & 0 & 1 & 1 & 1 \
          hline
          s_1 & 0 & 0 & 0 & 1 & 0 \
          t_1 & 0 & 0 & 0 & 1 & 0 \
          s_2 & 0 & 0 & 0 & 0 & 1 \
          t_2 & 0 & 0 & 0 & 0 & 1 \
          hline
          k & 1 & 1 & 1 & 3 & 3 \
          endarray



          The number $y_i$ corresponds to the positive occurrences of $x_i$ in the formula while the number $z_i$ corresponds to its negative occurrences. It should be clear how to generalize this construction to an arbitrary 3CNF formula. And the list of numbers can clearly be constructed in polynomial time. We claim that a subset of these numbers adds to exactly $k$ if and only if the formula is satisfiable. A key point is that the sum of the numbers can be done column by column, independently, because carries will never occur.




          The $s$ value is crafted the same way for each clause; put a one in the digit position corresponding to that clause, and zeroes everywhere else. The $t$ value will be the same as the $s$ value for each clause.



          The $k$ value is always 1111... followed by 33333.... where the number of ones is the same as the number of distinct variables in the formula and the number of threes is the number of clauses in the formula. Note that the required sum $k$ has a one in each digit position corresponding to the variables. This means that any solution to the subset sum problem can include only encoded statements about either a positive instance of the variable or a negative instance in each clause, not both. Note also that sum $k$ has a three in the digit position corresponding to each clause. The $s$ and $t$ values for each clause will sum to two, but to complete the sum a third one will have to come from one of the $y$ or $z$ values. All three ones could come from the $y$ and $z$ values, but the fact that $s$ and $t$ will only sum to two for any clause guarantees that any empty clause in the 3CNF formula forces the subset sum problem to become unsatisfiable.






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            $begingroup$

            The trick to the reduction is to use numbers to encode statements about the 3CNF formula, crafting those numbers in such a way that you can later make an arithmetic proposition about the numbers that is only true if the original 3CNF formula is satisfiable. The reduction below is lifted directly from the lecture notes found at https://people.clarkson.edu/~alexis/PCMI/Notes/lectureB07.pdf .




            We reduce 3SAT to SUBSET-SUM. Consider a 3CNF formula with variables $x_1, . . . , x_n$ and clauses $c_1, . . . , c_r$. For each variable $x_i$, we will have two numbers $y_i$ and $z_i$ in the list. For each clause $c_j$, we will also have two numbers $s_j$ and $t_j$. We define all of these numbers by specifying their base 10 representations. The construction is best explained by an example and a picture. If the formula is $(x_1∨x_2∨overlinex_3)∧(overlinex_1∨x_2∨overlinex_3)$, then the base 10 representations of the numbers will look like this:



            beginarrayc
            & x_1 & x_2 & x_3 & c_1 & c_2 \
            hline
            y_1 & 1 & 0 & 0 & 1 & 0 \
            z_1 & 1 & 0 & 0 & 0 & 1 \
            y_2 & 0 & 1 & 0 & 1 & 1 \
            z_2 & 0 & 1 & 0 & 0 & 0 \
            y_3 & 0 & 0 & 1 & 0 & 0 \
            z_3 & 0 & 0 & 1 & 1 & 1 \
            hline
            s_1 & 0 & 0 & 0 & 1 & 0 \
            t_1 & 0 & 0 & 0 & 1 & 0 \
            s_2 & 0 & 0 & 0 & 0 & 1 \
            t_2 & 0 & 0 & 0 & 0 & 1 \
            hline
            k & 1 & 1 & 1 & 3 & 3 \
            endarray



            The number $y_i$ corresponds to the positive occurrences of $x_i$ in the formula while the number $z_i$ corresponds to its negative occurrences. It should be clear how to generalize this construction to an arbitrary 3CNF formula. And the list of numbers can clearly be constructed in polynomial time. We claim that a subset of these numbers adds to exactly $k$ if and only if the formula is satisfiable. A key point is that the sum of the numbers can be done column by column, independently, because carries will never occur.




            The $s$ value is crafted the same way for each clause; put a one in the digit position corresponding to that clause, and zeroes everywhere else. The $t$ value will be the same as the $s$ value for each clause.



            The $k$ value is always 1111... followed by 33333.... where the number of ones is the same as the number of distinct variables in the formula and the number of threes is the number of clauses in the formula. Note that the required sum $k$ has a one in each digit position corresponding to the variables. This means that any solution to the subset sum problem can include only encoded statements about either a positive instance of the variable or a negative instance in each clause, not both. Note also that sum $k$ has a three in the digit position corresponding to each clause. The $s$ and $t$ values for each clause will sum to two, but to complete the sum a third one will have to come from one of the $y$ or $z$ values. All three ones could come from the $y$ and $z$ values, but the fact that $s$ and $t$ will only sum to two for any clause guarantees that any empty clause in the 3CNF formula forces the subset sum problem to become unsatisfiable.






            share|cite|improve this answer









            $endgroup$

















              2












              $begingroup$

              The trick to the reduction is to use numbers to encode statements about the 3CNF formula, crafting those numbers in such a way that you can later make an arithmetic proposition about the numbers that is only true if the original 3CNF formula is satisfiable. The reduction below is lifted directly from the lecture notes found at https://people.clarkson.edu/~alexis/PCMI/Notes/lectureB07.pdf .




              We reduce 3SAT to SUBSET-SUM. Consider a 3CNF formula with variables $x_1, . . . , x_n$ and clauses $c_1, . . . , c_r$. For each variable $x_i$, we will have two numbers $y_i$ and $z_i$ in the list. For each clause $c_j$, we will also have two numbers $s_j$ and $t_j$. We define all of these numbers by specifying their base 10 representations. The construction is best explained by an example and a picture. If the formula is $(x_1∨x_2∨overlinex_3)∧(overlinex_1∨x_2∨overlinex_3)$, then the base 10 representations of the numbers will look like this:



              beginarrayc
              & x_1 & x_2 & x_3 & c_1 & c_2 \
              hline
              y_1 & 1 & 0 & 0 & 1 & 0 \
              z_1 & 1 & 0 & 0 & 0 & 1 \
              y_2 & 0 & 1 & 0 & 1 & 1 \
              z_2 & 0 & 1 & 0 & 0 & 0 \
              y_3 & 0 & 0 & 1 & 0 & 0 \
              z_3 & 0 & 0 & 1 & 1 & 1 \
              hline
              s_1 & 0 & 0 & 0 & 1 & 0 \
              t_1 & 0 & 0 & 0 & 1 & 0 \
              s_2 & 0 & 0 & 0 & 0 & 1 \
              t_2 & 0 & 0 & 0 & 0 & 1 \
              hline
              k & 1 & 1 & 1 & 3 & 3 \
              endarray



              The number $y_i$ corresponds to the positive occurrences of $x_i$ in the formula while the number $z_i$ corresponds to its negative occurrences. It should be clear how to generalize this construction to an arbitrary 3CNF formula. And the list of numbers can clearly be constructed in polynomial time. We claim that a subset of these numbers adds to exactly $k$ if and only if the formula is satisfiable. A key point is that the sum of the numbers can be done column by column, independently, because carries will never occur.




              The $s$ value is crafted the same way for each clause; put a one in the digit position corresponding to that clause, and zeroes everywhere else. The $t$ value will be the same as the $s$ value for each clause.



              The $k$ value is always 1111... followed by 33333.... where the number of ones is the same as the number of distinct variables in the formula and the number of threes is the number of clauses in the formula. Note that the required sum $k$ has a one in each digit position corresponding to the variables. This means that any solution to the subset sum problem can include only encoded statements about either a positive instance of the variable or a negative instance in each clause, not both. Note also that sum $k$ has a three in the digit position corresponding to each clause. The $s$ and $t$ values for each clause will sum to two, but to complete the sum a third one will have to come from one of the $y$ or $z$ values. All three ones could come from the $y$ and $z$ values, but the fact that $s$ and $t$ will only sum to two for any clause guarantees that any empty clause in the 3CNF formula forces the subset sum problem to become unsatisfiable.






              share|cite|improve this answer









              $endgroup$















                2












                2








                2





                $begingroup$

                The trick to the reduction is to use numbers to encode statements about the 3CNF formula, crafting those numbers in such a way that you can later make an arithmetic proposition about the numbers that is only true if the original 3CNF formula is satisfiable. The reduction below is lifted directly from the lecture notes found at https://people.clarkson.edu/~alexis/PCMI/Notes/lectureB07.pdf .




                We reduce 3SAT to SUBSET-SUM. Consider a 3CNF formula with variables $x_1, . . . , x_n$ and clauses $c_1, . . . , c_r$. For each variable $x_i$, we will have two numbers $y_i$ and $z_i$ in the list. For each clause $c_j$, we will also have two numbers $s_j$ and $t_j$. We define all of these numbers by specifying their base 10 representations. The construction is best explained by an example and a picture. If the formula is $(x_1∨x_2∨overlinex_3)∧(overlinex_1∨x_2∨overlinex_3)$, then the base 10 representations of the numbers will look like this:



                beginarrayc
                & x_1 & x_2 & x_3 & c_1 & c_2 \
                hline
                y_1 & 1 & 0 & 0 & 1 & 0 \
                z_1 & 1 & 0 & 0 & 0 & 1 \
                y_2 & 0 & 1 & 0 & 1 & 1 \
                z_2 & 0 & 1 & 0 & 0 & 0 \
                y_3 & 0 & 0 & 1 & 0 & 0 \
                z_3 & 0 & 0 & 1 & 1 & 1 \
                hline
                s_1 & 0 & 0 & 0 & 1 & 0 \
                t_1 & 0 & 0 & 0 & 1 & 0 \
                s_2 & 0 & 0 & 0 & 0 & 1 \
                t_2 & 0 & 0 & 0 & 0 & 1 \
                hline
                k & 1 & 1 & 1 & 3 & 3 \
                endarray



                The number $y_i$ corresponds to the positive occurrences of $x_i$ in the formula while the number $z_i$ corresponds to its negative occurrences. It should be clear how to generalize this construction to an arbitrary 3CNF formula. And the list of numbers can clearly be constructed in polynomial time. We claim that a subset of these numbers adds to exactly $k$ if and only if the formula is satisfiable. A key point is that the sum of the numbers can be done column by column, independently, because carries will never occur.




                The $s$ value is crafted the same way for each clause; put a one in the digit position corresponding to that clause, and zeroes everywhere else. The $t$ value will be the same as the $s$ value for each clause.



                The $k$ value is always 1111... followed by 33333.... where the number of ones is the same as the number of distinct variables in the formula and the number of threes is the number of clauses in the formula. Note that the required sum $k$ has a one in each digit position corresponding to the variables. This means that any solution to the subset sum problem can include only encoded statements about either a positive instance of the variable or a negative instance in each clause, not both. Note also that sum $k$ has a three in the digit position corresponding to each clause. The $s$ and $t$ values for each clause will sum to two, but to complete the sum a third one will have to come from one of the $y$ or $z$ values. All three ones could come from the $y$ and $z$ values, but the fact that $s$ and $t$ will only sum to two for any clause guarantees that any empty clause in the 3CNF formula forces the subset sum problem to become unsatisfiable.






                share|cite|improve this answer









                $endgroup$



                The trick to the reduction is to use numbers to encode statements about the 3CNF formula, crafting those numbers in such a way that you can later make an arithmetic proposition about the numbers that is only true if the original 3CNF formula is satisfiable. The reduction below is lifted directly from the lecture notes found at https://people.clarkson.edu/~alexis/PCMI/Notes/lectureB07.pdf .




                We reduce 3SAT to SUBSET-SUM. Consider a 3CNF formula with variables $x_1, . . . , x_n$ and clauses $c_1, . . . , c_r$. For each variable $x_i$, we will have two numbers $y_i$ and $z_i$ in the list. For each clause $c_j$, we will also have two numbers $s_j$ and $t_j$. We define all of these numbers by specifying their base 10 representations. The construction is best explained by an example and a picture. If the formula is $(x_1∨x_2∨overlinex_3)∧(overlinex_1∨x_2∨overlinex_3)$, then the base 10 representations of the numbers will look like this:



                beginarrayc
                & x_1 & x_2 & x_3 & c_1 & c_2 \
                hline
                y_1 & 1 & 0 & 0 & 1 & 0 \
                z_1 & 1 & 0 & 0 & 0 & 1 \
                y_2 & 0 & 1 & 0 & 1 & 1 \
                z_2 & 0 & 1 & 0 & 0 & 0 \
                y_3 & 0 & 0 & 1 & 0 & 0 \
                z_3 & 0 & 0 & 1 & 1 & 1 \
                hline
                s_1 & 0 & 0 & 0 & 1 & 0 \
                t_1 & 0 & 0 & 0 & 1 & 0 \
                s_2 & 0 & 0 & 0 & 0 & 1 \
                t_2 & 0 & 0 & 0 & 0 & 1 \
                hline
                k & 1 & 1 & 1 & 3 & 3 \
                endarray



                The number $y_i$ corresponds to the positive occurrences of $x_i$ in the formula while the number $z_i$ corresponds to its negative occurrences. It should be clear how to generalize this construction to an arbitrary 3CNF formula. And the list of numbers can clearly be constructed in polynomial time. We claim that a subset of these numbers adds to exactly $k$ if and only if the formula is satisfiable. A key point is that the sum of the numbers can be done column by column, independently, because carries will never occur.




                The $s$ value is crafted the same way for each clause; put a one in the digit position corresponding to that clause, and zeroes everywhere else. The $t$ value will be the same as the $s$ value for each clause.



                The $k$ value is always 1111... followed by 33333.... where the number of ones is the same as the number of distinct variables in the formula and the number of threes is the number of clauses in the formula. Note that the required sum $k$ has a one in each digit position corresponding to the variables. This means that any solution to the subset sum problem can include only encoded statements about either a positive instance of the variable or a negative instance in each clause, not both. Note also that sum $k$ has a three in the digit position corresponding to each clause. The $s$ and $t$ values for each clause will sum to two, but to complete the sum a third one will have to come from one of the $y$ or $z$ values. All three ones could come from the $y$ and $z$ values, but the fact that $s$ and $t$ will only sum to two for any clause guarantees that any empty clause in the 3CNF formula forces the subset sum problem to become unsatisfiable.







                share|cite|improve this answer












                share|cite|improve this answer



                share|cite|improve this answer










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                Kyle JonesKyle Jones

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                    ValueError: Expected n_neighbors <= n_samples, but n_samples = 1, n_neighbors = 6 (SMOTE) The 2019 Stack Overflow Developer Survey Results Are InCan SMOTE be applied over sequence of words (sentences)?ValueError when doing validation with random forestsSMOTE and multi class oversamplingLogic behind SMOTE-NC?ValueError: Error when checking target: expected dense_1 to have shape (7,) but got array with shape (1,)SmoteBoost: Should SMOTE be ran individually for each iteration/tree in the boosting?solving multi-class imbalance classification using smote and OSSUsing SMOTE for Synthetic Data generation to improve performance on unbalanced dataproblem of entry format for a simple model in KerasSVM SMOTE fit_resample() function runs forever with no result