Neural Network Applications in Polygraph Scoring—A Scoping Review
Polygraph tests have been used for many years as a means of detecting deception, but their accuracy has been the subject of much debate. In recent years, researchers have explored the use of neural networks in polygraph scoring to improve the accuracy of deception detection. The purpose of this scop...
| Main Authors: | , , |
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| Format: | Article |
| Language: | English |
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MDPI AG
2023-10-01
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| Series: | Information |
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| Online Access: | https://www.mdpi.com/2078-2489/14/10/564 |
| _version_ | 1797573533560209408 |
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| author | Dana Rad Nicolae Paraschiv Csaba Kiss |
| author_facet | Dana Rad Nicolae Paraschiv Csaba Kiss |
| author_sort | Dana Rad |
| collection | DOAJ |
| description | Polygraph tests have been used for many years as a means of detecting deception, but their accuracy has been the subject of much debate. In recent years, researchers have explored the use of neural networks in polygraph scoring to improve the accuracy of deception detection. The purpose of this scoping review is to offer a comprehensive overview of the existing research on the subject of neural network applications in scoring polygraph tests. A total of 57 relevant papers were identified and analyzed for this review. The papers were examined for their research focus, methodology, results, and conclusions. The scoping review found that neural networks have shown promise in improving the accuracy of polygraph tests, with some studies reporting significant improvements over traditional methods. However, further research is needed to validate these findings and to determine the most effective ways of integrating neural networks into polygraph testing. The scoping review concludes with a discussion of the current state of the field and suggestions for future research directions. |
| first_indexed | 2024-03-10T21:10:26Z |
| format | Article |
| id | doaj.art-0203b22a80ee4bb8b105ebae635e4ad9 |
| institution | Directory Open Access Journal |
| issn | 2078-2489 |
| language | English |
| last_indexed | 2024-03-10T21:10:26Z |
| publishDate | 2023-10-01 |
| publisher | MDPI AG |
| record_format | Article |
| series | Information |
| spelling | doaj.art-0203b22a80ee4bb8b105ebae635e4ad92023-11-19T16:48:15ZengMDPI AGInformation2078-24892023-10-01141056410.3390/info14100564Neural Network Applications in Polygraph Scoring—A Scoping ReviewDana Rad0Nicolae Paraschiv1Csaba Kiss2Doctoral School of Systems Engineering, Petroleum-Gas University of Ploiești, 100680 Ploiești, RomaniaDoctoral School of Systems Engineering, Petroleum-Gas University of Ploiești, 100680 Ploiești, RomaniaFaculty of Psychology and Educational Sciences, Hyperion University of Bucharest, 030615 Bucharest, RomaniaPolygraph tests have been used for many years as a means of detecting deception, but their accuracy has been the subject of much debate. In recent years, researchers have explored the use of neural networks in polygraph scoring to improve the accuracy of deception detection. The purpose of this scoping review is to offer a comprehensive overview of the existing research on the subject of neural network applications in scoring polygraph tests. A total of 57 relevant papers were identified and analyzed for this review. The papers were examined for their research focus, methodology, results, and conclusions. The scoping review found that neural networks have shown promise in improving the accuracy of polygraph tests, with some studies reporting significant improvements over traditional methods. However, further research is needed to validate these findings and to determine the most effective ways of integrating neural networks into polygraph testing. The scoping review concludes with a discussion of the current state of the field and suggestions for future research directions.https://www.mdpi.com/2078-2489/14/10/564polygraph testingintelligent scoringneural networks |
| spellingShingle | Dana Rad Nicolae Paraschiv Csaba Kiss Neural Network Applications in Polygraph Scoring—A Scoping Review Information polygraph testing intelligent scoring neural networks |
| title | Neural Network Applications in Polygraph Scoring—A Scoping Review |
| title_full | Neural Network Applications in Polygraph Scoring—A Scoping Review |
| title_fullStr | Neural Network Applications in Polygraph Scoring—A Scoping Review |
| title_full_unstemmed | Neural Network Applications in Polygraph Scoring—A Scoping Review |
| title_short | Neural Network Applications in Polygraph Scoring—A Scoping Review |
| title_sort | neural network applications in polygraph scoring a scoping review |
| topic | polygraph testing intelligent scoring neural networks |
| url | https://www.mdpi.com/2078-2489/14/10/564 |
| work_keys_str_mv | AT danarad neuralnetworkapplicationsinpolygraphscoringascopingreview AT nicolaeparaschiv neuralnetworkapplicationsinpolygraphscoringascopingreview AT csabakiss neuralnetworkapplicationsinpolygraphscoringascopingreview |