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A Recruitment bot that uses K-Nearest Neighbors Algorithm to determine whether you should hire the applicant or not

Java 100.00%
java knn-algorithm knn recruitment-bot recruitment-platform recruitment knearest-neighbor-algorithm

knn-recruitmentbot's Introduction

knn-recruitmentbot

A Recruitment bot that uses K-Nearest Neighbors Algorithm to determine whether you should hire the applicant or not

It uses the data in sample_data.txt as sample to find the older applicants with scores near to new applicant.

Candidate.java

Candidate class with scores(social, algorithm, gpa, age) out of 5 and hired( 1 for hired, 0 for not hired). It also has a distance property that will be objects Euclidean distance to new applicant's scores.

Program.java

It takes scores of the candidate and k number for k-nearest neighbors algorithm from user, calculates the Euclidean distance of each applicant's score.

Then it sorts the applicants by Euclidean distance to new candidate with merge sort, searches the k-nearest neighbors and if more than half of that applicants are hired, it hires the new applicant.

AccuracyTest.java

It tests the accuracy of the program by executing the program on each applicant from the sample data. In this case, accuracy was 99.8% .

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