Book
Recommender Systems Evaluator: A Framework for Evaluating the Performance of Recommender Systems
| العنوان: | Recommender Systems Evaluator: A Framework for Evaluating the Performance of Recommender Systems |
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| المؤلفون: | dos Santos, Paulo V.G., Tardiole Kuehne, Bruno, Batista, Bruno G., Leite, Dionisio M., Peixoto, Maycon L.M., Moreira, Edmilson Marmo, Reiff-Marganiec, Stephan |
| المساهمون: | University of Derby, Federal University of Itajubá, Itajubá, Brazil, Federal University of Mato Grosso do Sul (UFMS), Ponta Porã, Brazil, Federal University of Bahia (UFBA), Salvador, Brazil, University of Campinas, Campinas, Brazil |
| بيانات النشر: | Springer |
| سنة النشر: | 2021 |
| المجموعة: | UDORA - The University of Derby Online Research Archive |
| مصطلحات موضوعية: | Recommender Systems, Collaborative Filtering, Parameter Optimization, Performance Evaluation |
| الوصف: | Recommender systems are filters that suggest products of interest to customers, which may positively impact sales. Nowadays, there is a multitude of algorithms for recommender systems, and their performance varies widely. So it is crucial to choose the most suitable option given a situation, but it is not a trivial task. In this context, we propose the Recommender Systems Evaluator (RSE): a framework aimed to accomplish an offline performance evaluation of recommender systems. We argue that the usage of a proper methodology is crucial when evaluating the available options. However, it is frequently overlooked, leading to inconsistent results. To help appraisers draw reliable conclusions, RSE is based on statistical concepts and displays results intuitively. A comparative study of classical recommendation algorithms is presented as an evaluation, highlighting RSE’s critical features. |
| نوع الوثيقة: | book part |
| وصف الملف: | application/octet-stream; application/rdf+xml |
| اللغة: | unknown |
| ردمك: | 978-3-030-70416-2 3-030-70416-5 |
| Relation: | https://repository.derby.ac.uk/item/9352z/recommender-systems-evaluator-a-framework-for-evaluating-the-performance-of-recommender-systems; https://repository.derby.ac.uk/download/b430d8874206767801e43cdb9b9243fae2222e4ae144d1c9edcc1d879ee7b680/1980/license.txt; https://repository.derby.ac.uk/download/74b7c8110039d9663442f0b132cfc6c0f3cbd41746bd3b5fe2b053e6c378e667/701/license_rdf; https://doi.org/10.1007/978-3-030-70416-2_43; dos Santos, Paulo V.G., Tardiole Kuehne, Bruno, Batista, Bruno G., Leite, Dionisio M., Peixoto, Maycon L.M., Moreira, Edmilson Marmo and Reiff-Marganiec, Stephan 2021. Recommender Systems Evaluator: A Framework for Evaluating the Performance of Recommender Systems. in: Springer. |
| DOI: | 10.1007/978-3-030-70416-2_43 |
| الاتاحة: | https://doi.org/10.1007/978-3-030-70416-2_43 https://repository.derby.ac.uk/download/b430d8874206767801e43cdb9b9243fae2222e4ae144d1c9edcc1d879ee7b680/1980/license.txt https://repository.derby.ac.uk/download/74b7c8110039d9663442f0b132cfc6c0f3cbd41746bd3b5fe2b053e6c378e667/701/license_rdf |
| رقم الانضمام: | edsbas.8DEF9A88 |
| قاعدة البيانات: | BASE |
| ردمك: | 9783030704162 3030704165 |
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| DOI: | 10.1007/978-3-030-70416-2_43 |