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Real-time retrieval for case-based reasoning in interactive multiagent-based simulations

Pierre De Loor, Romain Bénard, Pierre Chevaillier
2011 Expert systems with applications  
The aim of this paper is to present the principles and results about case-based reasoning adapted to real- time interactive simulations, more precisely concerning retrieval mechanisms.  ...  Each agent uses a case base of local situations and, from this base, it can choose an action in order to interact with other auton- omous agents or users' avatars.  ...  Precision and recall under time pressure (in milliseconds) for classical and per-Precision and recall under the number of authorized tests on perceptions for linear Base and tree Base similarity Each  ... 
doi:10.1016/j.eswa.2010.10.048 fatcat:26gihec4hvb3fidvn44bi3aqs4

Quality Improvements for Trace Links between Source Code and Requirements

Paul Hübner
2016 Requirements Engineering: Foundation for Software Quality  
The quality according to precision and recall of these techniques is still not satisfying. [Principal ideas/ results] Precision and recall can be improved by providing more data as used in IR.  ...  Furthermore, we use the interaction logs of developers for trace link creation between the artifacts the developers touched.  ...  Another reason for this problem is the dependency between recall and precision when using IR-based recovery techniques.  ... 
dblp:conf/refsq/Hubner16 fatcat:gyyiamkeczgsxgi4bbsk7pyyma

BioPPISVMExtractor: A protein–protein interaction extractor for biomedical literature using SVM and rich feature sets

Zhihao Yang, Hongfei Lin, Yanpeng Li
2010 Journal of Biomedical Informatics  
in precision.  ...  This paper presents a SVM-based system, named BioPPISVMExtractor, to identify protein-protein interactions in biomedical literature.  ...  Acknowledgments This work is supported by grant from the Natural Science Foundation of China (No. 60373095 and 60673039) and the National High Tech Research and Development Plan of China (2006AA01Z151)  ... 
doi:10.1016/j.jbi.2009.08.013 pmid:19706337 fatcat:rwb6ukl535dozaxtp3asbfrjna

Challenges in Using Interaction Data for Trace Link Creation

Paul Hübner, Barbara Paech
2018 Softwaretechnik-Trends  
For that we could show that IL creates trace links with perfect precision and has a better recall than IR.  ...  Thus, we develop an interaction based trace link creation approach (IL) aiming to create trace links with perfect precision.  ...  Thus we started to investigate in the reasons for that bad precision and how to countervail it.  ... 
dblp:journals/stt/HubnerP18 fatcat:nugeetxaezc7tgfwia3oph2mim

Detection of Gene Interactions Based on Syntactic Relations

Mi-Young Kim
2008 Journal of Biomedicine and Biotechnology  
To improve recall without sacrificing precision, this paper proposes a three-phase method for detecting gene interactions based on syntactic relations.  ...  In particular, syntactic relations among linguistic information are good for detecting gene interactions. However, previous systems give a reasonably good precision but poor recall.  ...  However, the experimental results for the LLL05 data gave a reasonable precision but poor recall.  ... 
doi:10.1155/2008/371710 pmid:18385820 pmcid:PMC2277490 fatcat:wvrha35u6zhk5h4njpjq7eoxea

Personal TVware: An Infrastructure to Support the Context-Aware Recommendation for Personalized Digital TV

Fábio Santos da Silva, Luiz Gustavo Pacola Alves, Graça Bressan
2012 Journal of clean energy technologies  
The results indicate that consider both user's profile and context can provide better recommendations. Index Terms-Context-awareness, interactive digital TV, recommender systems, ubiquitous computing.  ...  The coming of the Digital TV will bring a significant increase in the number TV programs offered by TV operators.  ...  case-based reasoning technique [4] .  ... 
doi:10.7763/ijcte.2012.v4.437 fatcat:xs4hw54vhfc23e32eyzcpkghxu

Interaction-based creation and maintenance of continuously usable trace links between requirements and source code

Paul Hübner, Barbara Paech
2020 Empirical Software Engineering  
We also present a TM process for I L Com based on two approaches from our SLR. In the evaluation study, we show that precision of I L Com created links is above 90% and recall almost at 80%.  ...  In the SLR, we discuss 16 approaches. Our approach is the first trace link creation approach with very good precision and recall and integrated trace maintenance.  ...  The images or other third party material in this article are included in the article's Creative Commons licence, unless indicated otherwise in a credit line to the material.  ... 
doi:10.1007/s10664-020-09831-w fatcat:gzhrnu4hbffhjl74cjwrtb3cge

Detecting Protein-Protein Interactions in Biomedical Texts Using a Parser and Linguistic Resources [chapter]

Gerold Schneider, Kaarel Kaljurand, Fabio Rinaldi
2009 Lecture Notes in Computer Science  
We conduct an evaluation showing that we achieve acceptable recall and good precision, and we discuss the importance of transparent words for the task.  ...  We describe the task of automatically detecting interactions between proteins in biomedical literature.  ...  When asked for the decision if D3 interacts with CD28, based on the following example sentence, we found it hard to decide and agreed to opt for 'no' in difficult cases.  ... 
doi:10.1007/978-3-642-00382-0_33 fatcat:fcuofyrgr5advkk267xqnx35ve

OntoGene in BioCreative II

Fabio Rinaldi, Thomas Kappeler, Kaarel Kaljurand, Gerold Schneider, Manfred Klenner, Simon Clematide, Michael Hess, Jean-Marc von Allmen, Pierre Parisot, Martin Romacker, Therese Vachon
2008 Genome Biology  
The remaining proteins are then combined according to a number of lexico-syntactic filters, which deliver high-precision results while maintaining reasonable recall.  ...  in scientific articles, and detection of the experimental method that was used to confirm the interaction.  ...  Acknowledgements We thank the organizers of BioCreative for their efforts in setting up and running this extremely challenging and forward-looking research enterprise.  ... 
doi:10.1186/gb-2008-9-s2-s13 pmid:18834491 pmcid:PMC2559984 fatcat:bhpef524xvhx3pyusu7cjczh6a

Advanced empirical testing

Joachim Baumeister
2011 Knowledge-Based Systems  
We present enhanced notions generalizing the standard test case, and we show appropriate extensions of the measures precision and recall, that work on these test case notions.  ...  In this paper, we motivate that the classic notions of a test case and the corresponding measures are not sufficient in many application scenarios.  ...  Wolfgang Lotz for contributing constructive comments and suggestions during the evaluation phases of the Digitalys CareMate project, and Marc-Oliver Ochlast for helping with the implementation of the final  ... 
doi:10.1016/j.knosys.2010.07.008 fatcat:uf6gyp24cnfpbod4ngw6mze33u

Using Case Based Reasoning, in the Student Graduation Prediction System (CBR)

Untung Rahardja
2022 ADI Journal on Recent Innovation (AJRI)  
The K-Nearest Neighbor (KNN) method and algorithm were developed using Case-Based Reasoning (CBR).  ...  The experimental results show that the stability of the data accuracy value on CBS using the KNN algorithm is found in the 90% training data scenario and 10% test data, namely 90.24% with the closest neighbors  ...  Precision 0.780 0.795 0.800 0.800 0.800 Recall 1.000 0.969 1.000 1.000 1.000 Using Case Based Reasoning… ■ 63 Powered by TCPDF (  ... 
doi:10.34306/ajri.v4i1.759 fatcat:wlaobbplnnhozb4bujchxgp3ra

Results of the Ontology Alignment Evaluation Initiative 2013

Bernardo Cuenca Grau, Zlatan Dragisic, Kai Eckert, Jérôme Euzenat, Alfio Ferrara, Roger Granada, Valentina Ivanova, Ernesto Jiménez-Ruiz, Andreas Oskar Kempf, Patrick Lambrix, Andriy Nikolov, Heiko Paulheim (+5 others)
2013 International Semantic Web Conference  
OAEI campaigns aim at comparing ontology matching systems on precisely defined test cases.  ...  These test cases can use ontologies of different nature (from simple thesauri to expressive OWL ontologies) and use different modalities, e.g., blind evaluation, open evaluation and consensus.  ...  We thank Christian Meilicke for help with incoherence evaluation within the conference and his support of the anatomy test case.  ... 
dblp:conf/semweb/GrauD0EFGIJKLNPRSSSZ13 fatcat:svm6wkyw35fk5k4nmt66kwaouq

DEEPER: A Full Parsing Based Approach to Protein Relation Extraction [chapter]

Timur Fayruzov, Martine De Cock, Chris Cornelis, Véronique Hoste
2008 Lecture Notes in Computer Science  
machine learning algorithms in deciding whether a sentence describes a protein interaction or not.  ...  Lexical variance in biomedical texts poses a challenge to automatic protein relation mining.  ...  When p is set to 1, a sentence is only retrieved if the classier has absolute condence that it describes a protein interaction. In this case typically the precision is high while the recall is low.  ... 
doi:10.1007/978-3-540-78757-0_4 fatcat:nvrmmvojzfh77n642465eozcsa

AgreementMakerLight results for OAEI 2013

Daniel Faria, Catia Pesquita, Emanuel Santos, Isabel F. Cruz, Francisco M. Couto
2013 International Semantic Web Conference  
Nevertheless, AML was fairly successful in other tracks as well, showing that in many ontology matching tasks, a lightweight approach based solely on element-level matching can compete with more complex  ...  AgreementMakerLight (AML) is an automated ontology matching framework based on element-level matching and the use of external resources as background knowledge.  ...  The results show that AML's interactive selection algorithm was effective, gaining both precision and recall in comparison with the conference results.  ... 
dblp:conf/semweb/FariaPSCC13 fatcat:hew4a6govfhgfgtim72n4az6i4

Discovery of protein-protein interactions using a combination of linguistic, statistical and graphical information

James W Cooper, Aaron Kershenbaum
2005 BMC Bioinformatics  
This combination of linguistic and statistical approaches appears to provide the highest precision and recall thus far reported in detecting protein-protein relations using text analytic approaches.  ...  Applying these techniques to 12,300 abstracts, a precision of 0.61 and a recall of 0.97 were obtained, (f = 0.74) and when allowing for two-hop and three-hop relations discovered by graphical analysis,  ...  The noun phrase and verb data were stored in a DB2 database, along with the document number, sentence number and offset, so that the verb co-occurrences listed in Table 1 could be deduced.  ... 
doi:10.1186/1471-2105-6-143 pmid:15941473 pmcid:PMC1164402 fatcat:v6rz6xmjxbecrbbx4ofgfen5dy
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