Genetic algorithms in relevance feedback: a second test and new contributions

Cristina Lopez-Pujalte; Vicente P. Guerrero-Bote; Felix de Moya-Anegon

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Genetic algorithms in relevance feedback: a second test and new contributions

机译：相关反馈中的遗传算法：第二次测试和新的贡献

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The present work is the continuation of an earlier study which reviewed the literature on relevance feedback genetic techniques that follow the vector space model (the model that is most commonly used in this type of application), and implemented them so that they could be compared with each other as well as with one of the best traditional methods of relevance feedback―the Ide dec-hi method. We here carry out the comparisons on more test collections (Cranfield, CISI, Medline, and NPL), using the residual collection method for their evaluation as is recommended in this type of technique. We also add some fitness functions of our own design.

机译：本工作是先前研究的延续，该研究回顾了遵循向量空间模型（这种类型的应用程序中最常用的模型）的相关反馈遗传技术的文献，并对其进行了实现，以便可以将它们与以及最佳的传统相关性反馈方法之一-Ide dec-hi方法。我们在此对更多测试集合（Cranfield，CISI，Medline和NPL）进行比较，使用这种技术推荐的残差收集方法进行评估。我们还添加了一些自己设计的健身功能。

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来源
《Information Processing & Management》 |2003年第5期|p.669-687|共19页
作者
Cristina Lopez-Pujalte; Vicente P. Guerrero-Bote; Felix de Moya-Anegon;
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作者单位

Library and Information Science Faculty, University of Extremadura, Alcazaba de Badajoz (Antiguo Hospital Militar), 06071 Badajoz, Spain;

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原文格式 PDF
正文语种 eng
中图分类图书馆学、图书馆事业;情报学、情报工作;
关键词
genetic algorithms; relevance feedback; information retrieval; test collections; automatic indexing;

机译：遗传算法;相关反馈;信息检索;测试集合;自动索引;

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专利

1. Order-Based Fitness Functions for Genetic Algorithms Applied to Relevance Feedback [J] . Cristina Lopez-Pujalte, Vicente P. Guerrero-Bote, Felix de Moya-Anegon Journal of the American Society for Information Science . 2003,第2期

机译：遗传算法在相关反馈中的基于序的适应度函数
2. Relevance feedback techniques and genetic algorithm for image retrieval based on multiple features [J] . Qi-ming Fu, Quan Liu, Xiao-yan Wang, International Journal of Modelling, Identification and Control . 2011,第4期

机译：基于多特征的相关反馈技术和遗传算法
3. Distance-based relevance feedback using a hybrid interactive genetic algorithm for image retrieval [J] . Miguel Arevalillo-Herraez, Francesc J. Ferri, Salvador Moreno-Picot Applied Soft Computing . 2011,第2期

机译：使用混合交互式遗传算法的基于距离的相关性反馈图像检索
4. Pseudo-Relevance Feedback for Information Retrieval in Medicine Using Genetic Algorithms [C] . Lanh Nguyen, Tru Cao Asian conference on intelligent information and database systems . 2018

机译：基于遗传算法的医学信息伪相关反馈
5. Active relevance feedback algorithms. [D] . Xu, Zuobing. 2008

机译：主动相关性反馈算法。
6. Evaluation of Term Ranking Algorithms for Pseudo-Relevance Feedback in MEDLINE Retrieval [O] . Sooyoung Yoo, Jinwook Choi 2011

机译：MEDLINE检索中伪相关反馈的术语排序算法的评估
7. Genetic algorithms in relevance feedback: a second test and new contributions [O] . Cristina Lopez-Pujalte, Vicente P. Guerrero-bote, Felix de Moya-Anegon 2003

机译：相关反馈中的遗传算法：第二次测试和新贡献
8. Machine Learning Approach to Inductive Query by Examples: An Experiment Using Relevance Feedback, ID3, Genetic Algorithms, and Simulated Annealing. [R] . A. Lyer G. Shankaranarayanan H. Chen L. She 1998

机译：通过实例进行归纳查询的机器学习方法：使用相关反馈，ID3，遗传算法和模拟退火的实验。

Genetic algorithms in relevance feedback: a second test and new contributions

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