A selection mechanism using multi-criteria evaluation and hierarhical classifying tree for resume data processing
The paper considers a problem of optimal feature selection for resume data processing by means of combining multicriteria evaluation technique and hierarhical classifying trees technology what makes it possible to build a selection mechanism without necessity to collect data for the learning purpose...
| Main Authors: | , , |
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| Format: | Article |
| Language: | English |
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Belarusian National Technical University
2021-08-01
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| Series: | Sistemnyj Analiz i Prikladnaâ Informatika |
| Subjects: | |
| Online Access: | https://sapi.bntu.by/jour/article/view/513 |
| _version_ | 1797873728940408832 |
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| author | O. V. German J. O. German S. Nasr |
| author_facet | O. V. German J. O. German S. Nasr |
| author_sort | O. V. German |
| collection | DOAJ |
| description | The paper considers a problem of optimal feature selection for resume data processing by means of combining multicriteria evaluation technique and hierarhical classifying trees technology what makes it possible to build a selection mechanism without necessity to collect data for the learning purposes of real applicants. Instead, the learning data are generated by means of the technique used in a full factorial experiment with quite a restricted number of samples. The suggested approach minimizes the number of the features used in selection the best candidates and does not use the quantitative ratings of candidates replacing them with multi-phases classifying procedure. These peculiarities of the suggested selection mechanism make it more flexible and form a basis for applying it in conditions characterized by vagueness and fuzziness of the applicant data. |
| first_indexed | 2024-04-10T01:20:48Z |
| format | Article |
| id | doaj.art-9797ef41b43a43cca4f67538599a63c1 |
| institution | Directory Open Access Journal |
| issn | 2309-4923 2414-0481 |
| language | English |
| last_indexed | 2024-04-10T01:20:48Z |
| publishDate | 2021-08-01 |
| publisher | Belarusian National Technical University |
| record_format | Article |
| series | Sistemnyj Analiz i Prikladnaâ Informatika |
| spelling | doaj.art-9797ef41b43a43cca4f67538599a63c12023-03-13T09:47:41ZengBelarusian National Technical UniversitySistemnyj Analiz i Prikladnaâ Informatika2309-49232414-04812021-08-0102343810.21122/2309-4923-2021-2-34-38386A selection mechanism using multi-criteria evaluation and hierarhical classifying tree for resume data processingO. V. German0J. O. German1S. Nasr2Белорусский государственный университет информатики и радиоэлектроникиБелорусский государственный университет информатики и радиоэлектроникиБелорусский государственный университет информатики и радиоэлектроникиThe paper considers a problem of optimal feature selection for resume data processing by means of combining multicriteria evaluation technique and hierarhical classifying trees technology what makes it possible to build a selection mechanism without necessity to collect data for the learning purposes of real applicants. Instead, the learning data are generated by means of the technique used in a full factorial experiment with quite a restricted number of samples. The suggested approach minimizes the number of the features used in selection the best candidates and does not use the quantitative ratings of candidates replacing them with multi-phases classifying procedure. These peculiarities of the suggested selection mechanism make it more flexible and form a basis for applying it in conditions characterized by vagueness and fuzziness of the applicant data.https://sapi.bntu.by/jour/article/view/513многокритериальный выбор решенийиерархические классифицирующие деревьявыбор атрибутов |
| spellingShingle | O. V. German J. O. German S. Nasr A selection mechanism using multi-criteria evaluation and hierarhical classifying tree for resume data processing Sistemnyj Analiz i Prikladnaâ Informatika многокритериальный выбор решений иерархические классифицирующие деревья выбор атрибутов |
| title | A selection mechanism using multi-criteria evaluation and hierarhical classifying tree for resume data processing |
| title_full | A selection mechanism using multi-criteria evaluation and hierarhical classifying tree for resume data processing |
| title_fullStr | A selection mechanism using multi-criteria evaluation and hierarhical classifying tree for resume data processing |
| title_full_unstemmed | A selection mechanism using multi-criteria evaluation and hierarhical classifying tree for resume data processing |
| title_short | A selection mechanism using multi-criteria evaluation and hierarhical classifying tree for resume data processing |
| title_sort | selection mechanism using multi criteria evaluation and hierarhical classifying tree for resume data processing |
| topic | многокритериальный выбор решений иерархические классифицирующие деревья выбор атрибутов |
| url | https://sapi.bntu.by/jour/article/view/513 |
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