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As a means of increasing efficiency and performance, cosine similarity is used to calculate the number of vectot cosine angles in documents and to construct a hierarchical clustering method for them. The fowling methoc demonstrates cosine similarity in the proposed system: 9. Result Threshold

Table 1 As a means of increasing efficiency and performance, cosine similarity is used to calculate the number of vectot cosine angles in documents and to construct a hierarchical clustering method for them. The fowling methoc demonstrates cosine similarity in the proposed system: 9. Result Threshold

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5.Dataset Used
5.Dataset Used
In words, if any sentence( s) has one similarity measure, or both, exceeds the threshold of each measure is considered a plagiarized sentence. For document D. the adaptive threshold work in the following algorithm: Algorithem4. hybrid system 11.Experiments and Discussion To facilitate comprehension of the proposed system, researchers will outline its components and compare it to another system's dataset, PAN-PC-2011. The method of plagiarism between the source and suspect documents in the data set will be explained in the same step-by-step fashion as the algorithm above. an all the stages will be run on each item in each folder of the suspect folder that contains the resource folder, so the procedure of each step will be conducted in a one-to-many fashion. The implementation method is to take a document from the suspect folder and pass it on to all the source folders, and this process was used to evaluate the proposed system's algorithm's efficiency and to extract the error rate for the purpose of evaluation in order to obtain an accurate result. The best result of the two measurements used in the proposed system (cosine and Jaccard) is r. When the experiment is conducted on a data set, the hybrid system established on the Jaccard threshold (0.2) and the Cosine
In words, if any sentence( s) has one similarity measure, or both, exceeds the threshold of each measure is considered a plagiarized sentence. For document D. the adaptive threshold work in the following algorithm: Algorithem4. hybrid system 11.Experiments and Discussion To facilitate comprehension of the proposed system, researchers will outline its components and compare it to another system's dataset, PAN-PC-2011. The method of plagiarism between the source and suspect documents in the data set will be explained in the same step-by-step fashion as the algorithm above. an all the stages will be run on each item in each folder of the suspect folder that contains the resource folder, so the procedure of each step will be conducted in a one-to-many fashion. The implementation method is to take a document from the suspect folder and pass it on to all the source folders, and this process was used to evaluate the proposed system's algorithm's efficiency and to extract the error rate for the purpose of evaluation in order to obtain an accurate result. The best result of the two measurements used in the proposed system (cosine and Jaccard) is r. When the experiment is conducted on a data set, the hybrid system established on the Jaccard threshold (0.2) and the Cosine
Figure 8. Plagiarism Algorithms Comparison And the Figure 8 is Plagiarism Algorithms Comparison
Figure 8. Plagiarism Algorithms Comparison And the Figure 8 is Plagiarism Algorithms Comparison
Several PD methods and their findings have been reported in the literature in recent years. The findings of the suggested approach are compared to some of the approaches mentioned in the literature in this section. Table 3.3 compares the detection measurement in the confusion matrix obtained by the proposed method to that obtained in prior investigations. Our proposed strategy appears to be superior to others based on the stated results. Table2. Comparison with Previous Studies
Several PD methods and their findings have been reported in the literature in recent years. The findings of the suggested approach are compared to some of the approaches mentioned in the literature in this section. Table 3.3 compares the detection measurement in the confusion matrix obtained by the proposed method to that obtained in prior investigations. Our proposed strategy appears to be superior to others based on the stated results. Table2. Comparison with Previous Studies
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