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The omnipresence of case-based reasoning in science and application

David W. Aha
1998 Knowledge-Based Systems  
A surprisingly large number of research disciplines have contributed towards the development of knowledge on lazy problem solving, which i s c haracterized by its storage of ground cases and its demand  ...  This paper lists pointers to some contributions in some related disciplines that o er insights for CBR research.  ...  The lesson for CBR researchers is that query-speci c approaches for CBR may impact the design of indexing strategies. Planning can also be viewed as a lazy task.  ... 
doi:10.1016/s0950-7051(98)00066-5 fatcat:lryu7rvpfjdbvjy2tragxf4egi

Military Facility Cost Estimation System Using Case-Based Reasoning in Korea

Sae-Hyun Ji, Moonseo Park, Hyun-Soo Lee, Joseph Ahn, Namho Kim, Bosik Son
2011 Journal of computing in civil engineering  
Consequently, this research can be a CBR application example of construction cost estimation and a basis for further research into the development of cost estimate systems.  ...  For example, in the case of military projects in Korea, significant differences have been reported between estimations made using this method and the actual costs.  ...  Acknowledgments This research was supported by grants (R&D06CIT-A03 and 05CIT-01) from the Korea Ministry of Land, Transport, and Marine Affairs and the Ministry of Defense.  ... 
doi:10.1061/(asce)cp.1943-5487.0000082 fatcat:c3brc6ie4vaalhshl5tbo5hjmu

The AAAI Spring Symposia

Nancy Green, Jennifer Chu-Carroll, David Kortenkamp, Alan C. Schultz, Michael H. Coen, Dragomir R. Radev, Eduard H. Hovy, Peter Haddawy, Steve Hanks, Eugene C. Freuder, Charlie Ortiz, Sandip Sen
1999 The AI Magazine  
The synergy exhibited between CBR and MBR or CSR is typical of multimodal reasoning. Not all projects involved CBR of course.  ...  developed to help make careful choices in high-stakes situations such as making large business investments, planning military strategy, and choosing among medical treatment alternatives.  ... 
doi:10.1609/aimag.v20i3.1469 dblp:journals/aim/GreenCKSCRHHHFOS99 fatcat:vtmbz4daifgermhkwfgqc7rity

Improving Efficiency of Self-Configurable Autonomic Systems Using Clustered CBR Approach

Malik Jahan KHAN, Mian Muhammad AWAIS, Shafay SHAMAIL
2010 IEICE transactions on information and systems  
A larger case-base reduces the efficiency in terms of computational cost.  ...  The comparison of performance of the conventional CBR approach and clustered CBR approach has been presented in terms of their Accuracy, Recall and Precision (ARP) and computational efficiency.  ...  Conclusion and Future Work Conventional CBR based systems present an efficiency bottleneck in terms of computational cost, and especially for self-managing applications.  ... 
doi:10.1587/transinf.e93.d.3005 fatcat:qt5cfqu4j5he7pekkrriffhcya

Case-Base Maintenance [chapter]

2004 Foundations of Soft Case-Based Reasoning  
In terms of processing, lazy-learning methods typically incur a greater on-line performance cost, but they have a much lower cost for incremental learning of new examples.  ...  The Metamorphoses project relates the three types of CBR implementation, discusses their typical strengths and weaknesses, and describes practical strategies for building corporate CBR memories to meet  ... 
doi:10.1002/0471644676.ch5 fatcat:wfgsccjlq5b6lhmmajwcvpuv7a

A CBR-Based and MAHP-Based Customer Value Prediction Model for New Product Development

Yu-Jie Zhao, Xin-xing Luo, Li Deng
2014 The Scientific World Journal  
To overcome the limitations of previous research, Chan et al. proposed a dynamic decision support system to predict the customer lifetime value (CLV) for new product development.  ...  This study not only introduces the realization of CBR and MAHP, but also elaborates C&M-CVPM's three main modules.  ...  Acknowledgments The authors would like to express their sincere thanks to the Central South University for its financial support of this research work under project that is supported by the Innovation  ... 
doi:10.1155/2014/459765 pmid:25162050 pmcid:PMC4138884 fatcat:nt2sbkilbfd5jl5aomqr2xhxqe

Cross-Layer Metrics for Reliable Routing in Wireless Mesh Networks

Stefano Paris, Cristina Nita-Rotaru, Fabio Martignon, Antonio Capone
2013 IEEE/ACM Transactions on Networking  
Wireless Mesh Networks (WMNs) have emerged as a flexible and low-cost network infrastructure, where heterogeneous mesh routers managed by different users collaborate to extend network coverage.  ...  This paper proposes a novel routing metric, EFW (Expected Forwarded Counter), and two further variants, to cope with the problem of selfish behavior (i.e., packet dropping) of mesh routers in a WMN.  ...  ACKNOWLEDGMENT This work was funded by the Italian PRIN 2009 project GATECOM and by the European Commission through the FP7 project FLAVIA.  ... 
doi:10.1109/tnet.2012.2230337 fatcat:732fnqytnnghvn5sgxngunquni

Hybrid intelligent parameter estimation based on grey case-based reasoning for laminar cooling process

Guishan Xing, Jinliang Ding, Tianyou Chai, Puya Afshar, Hong Wang
2012 Engineering applications of artificial intelligence  
The proposed method can be used in real-time temperature control of hot-rolled strip and has potential for parameter estimation of different types of cooling process.  ...  In this paper, a hybrid intelligent parameter estimation algorithm is proposed for predicting the strip temperature during laminar cooling process.  ...  Acknowledgements This work was supported in part by the Chinese National Fundamental Research Program (2009CB320601), the NSF of China (61020106003, 60821063 and 60904079), the 111 project (B08015), CICADA  ... 
doi:10.1016/j.engappai.2011.10.007 fatcat:hjqmmr64pbg5nmy7q672sy4zmy

Methods, architecture, evaluation and usability of a case-based antibiotics advisor

Lothar Gierl, Dagmar Steffen, Dusan Ihracky, Rainer Schmidt
2003 Computer Methods and Programs in Biomedicine  
In this paper, we discuss the usability of an antibiotics therapy adviser, with a broad, complex spectrum of functions which we have developed within the ICONS project.  ...  of the system and the interpretation of laboratory results.  ...  Fig. 1 . 1 The CBR cycle developed by Aamodt. Fig. 2 . 2 Overview of the modules in ICONS. Fig. 3 . 3 Antibiotics selection strategy.  ... 
doi:10.1016/s0169-2607(02)00121-9 pmid:12941518 fatcat:czgsuxusyfb2pcig7hwmd72n54

Fuzzy Case-Based Reasoning Models for Software Cost Estimation [chapter]

Ali Idri, Alain Abran, T. M. Khoshgoftaar
2004 Studies in Fuzziness and Soft Computing  
Finally, the known development-effort values of historical (previously developed similar) projects is used to derive, i.e., case adaptation, an estimate for the new project.  ...  Providing a timely estimation of the likely software development effort has been the focus of intensive research investigations in the field of software engineering, especially software project management  ...  In Section 3.3, we briefly outline the principles of fuzzy sets and linguistic quantifiers, whereas in Section 3.4, we summarize some research studies of using CBR for the development cost estimation problem  ... 
doi:10.1007/978-3-540-44405-3_3 fatcat:7jmrmurqmjg3tljlgd4ofcweee

A multiple-paradigm system for rangeland pest management

John D. Hastings, L.Karl Branting, Jeffrey A. Lockwood
1996 Computers and Electronics in Agriculture  
The process description is implemented in CARMA, a computer system for advising ranchers about the best response to rangeland grasshopper infestations.  ...  The goal of this approach is to enable computer systems to optimize the use of the diverse and incomplete knowledge sources and to produce patterns of reasoning that resemble those of human decision-makers  ...  Acknowledgements This research was supported in part by grants from the University of Wyoming College of Agriculture and by a Faculty Grant-in-Aid from the University of Wyoming Office of Research.  ... 
doi:10.1016/s0168-1699(96)00027-0 fatcat:noyl6palzjf43efm4r7bm4ntyq

An EM Framework for Online Incremental Learning of Semantic Segmentation [article]

Shipeng Yan, Jiale Zhou, Jiangwei Xie, Songyang Zhang, Xuming He
2021 arXiv   pre-print
Incremental learning of semantic segmentation has emerged as a promising strategy for visual scene interpretation in the open- world setting.  ...  incremental learning step that balances the stability-plasticity of the model.  ...  CBRS [11] develops an class-balancing sampling strategy to deal with class-imbalanced stream of images.  ... 
arXiv:2108.03613v1 fatcat:4nkv33yszjc5pmrgtxc5mrqnrq

Using Competitive Intelligence to Develop an Automated Visa Approval System [chapter]

Katherine M. Shelfer, June M. Verner
2003 IFIP Advances in Information and Communication Technology  
The use of competitive intelligence techniques identified the need for an automated visa approval system to streamline straightforward visa decisions that allows analysts more time for problematic applications  ...  However, automation of visa approvals raises issues related to human rights, data quantity and quality, choice of models and the correct interpretation of contextualized results.  ...  Values of the observed variables can be entered and the probabilities of the other variables can then be computed based on the evidence.  ... 
doi:10.1007/978-0-387-35617-4_3 fatcat:dbviizwtjfgspgan3akqouwwdq

Case-based maintenance: Structuring and incrementing the case base

Brigitte Chebel-Morello, Mohamed Karim Haouchine, Noureddine Zerhouni
2015 Knowledge-Based Systems  
CBR systems cannot be preserved without scanning the case base. For this reason, the latter must undergo maintenance operations.  ...  To avoid performance degradation and maintain the quality of results obtained by the case-based reasoning (CBR) systems, maintenance becomes necessary, especially for those systems designed to operate  ...  Prototyping is often treated as an integral part of the system design process, where it is believed to reduce project risk and cost.  ... 
doi:10.1016/j.knosys.2015.07.034 fatcat:3ztb4q6p7jg3dbcngm5d5ejs6m

Toward an Agile Approach to Managing the Effect of Requirements on Software Architecture during Global Software Development

Abdulaziz Alsahli, Hameed Khan, Sultan Alyahya
2016 Scientific Programming  
Thus, a better approach is needed to tailor knowledge for better change management of requirements and architecture during global software development (GSD).The objective of this research is to introduce  ...  The approach makes use of Case-Based Reasoning (CBR) and agile practices. Agile practices make our approach iterative, whereas CBR stores requirements and makes them reusable.  ...  Acknowledgments The authors are grateful to the Research Centre (RC), College of Computer and Information Sciences (CCIS) for extending to them all categories of support and continuous assistance during  ... 
doi:10.1155/2016/8198039 fatcat:kpcans6pqvbsham25axingkwvu
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