How can a solution be represented in a job sequencing problem?
A solution can be represented in two main ways: as a variable-size subset of selected jobs (e.g., ), or as a fixed-size binary vector where each position corresponds to a job and the value indicates whether the job is done (1) or not (0) (e.g., ).
Conditions
- The problem involves selecting a subset of jobs from a given set.
- The representation must clearly indicate which jobs are included in the solution.
Reasoning, step by step
- Identify the set of all available jobs.
- Method 1 (Subset): List the specific jobs chosen for the solution. The size varies based on the number of selected jobs.
- Method 2 (Binary Vector): Create a vector of length equal to the total number of jobs. Set the bit to 1 if the corresponding job is selected, and 0 otherwise.
- Verify that both representations convey the same selection information.
Example
For jobs , , , , selecting and can be written as (subset) or (binary vector).
Common misconceptions
- Assuming the binary vector size changes based on the number of selected jobs.
- Confusing the order of jobs in the subset representation with the fixed positions in the binary vector representation.
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