Consultant-2: pre- and post processing of machine learning applications.

Sleeman, D.; Rissakis, M.; Craw, S.; Graner, N.; Sharma, S.

doi:10.1006/ijhc.1995.1035

Retrieval, reuse, revision and retention in case-based reasoning. (2005)
Journal Article
DE MANTARAS, R.L., MCSHERRY, D., BRIDGE, D., LEAKE, D., SMYTH, B., CRAW, S., FALTINGS, B., MAHER, M.L., COX, M.T., FORBUS, K., KEANE, M., AAMODT, A. and WATSON, I. 2005. Retrieval, reuse, revision and retention in case-based reasoning. Knowledge engineering review [online], 20(3), pages 215-240. Available from: https://doi.org/10.1017/S0269888906000646

Case-based reasoning (CBR) is an approach to problem solving that emphasizes the role of prior experience during future problem solving (i.e., new problems are solved by reusing and if necessary adapting the solutions to similar problems that were so... Read More about Retrieval, reuse, revision and retention in case-based reasoning..

Design, innovation and case-based reasoning. (2005)
Journal Article
GOEL, A. and CRAW, S. 2005. Design, innovation and case-based reasoning. Knowledge engineering review [online], 20(3), pages 271-276. Available from:https://doi.org/10.1017/S0269888906000609

The design task is especially appropriate for applying, integrating, exploring and pushing the boundaries of case-based reasoning. In this paper, we briefly review the challenges that design poses for case-based reasoning and survey research on case-... Read More about Design, innovation and case-based reasoning..

Case-based reasoning for matching SMARTHOUSE technology to people's needs. (2004)
Journal Article
WIRATUNGA, N., CRAW, TAYLOR, B. and DAVIS, G. 2004. Case-based reasoning for matching SMARTHOUSE technology to people's needs. Knowledge-based systems [online], 17 (2-4), pages 139-146. Available from: https://doi.org/10.1016/j.knosys.2004.03.009

SMARTHOUSE technology offers devices that help the elderly and people with disabilities to live independently in their homes. This paper presents our experiences from a pilot project applying case-based reasoning techniques to match the needs of the... Read More about Case-based reasoning for matching SMARTHOUSE technology to people's needs..

Abduction in semantic space: towards a logic of discovery. (2004)
Journal Article
BRUZA, P., SONG, D. and MCARTHUR, R. 2004. Abduction in semantic space: towards a logic of discovery. Logic journal of the IGPL [online], 12(2), pages 97-109. Available from: https://doi.org/10.1093/jigpal/12.2.97

Diminishing awareness is a consequence of the information explosion: disciplines are becoming increasingly specialized; individuals are becoming ever more insular. This paper considers how awareness can be enhanced via abductive knowledge discovery t... Read More about Abduction in semantic space: towards a logic of discovery..

Facilitating DL-based hybrid reasoning with inference fusion. (2003)
Journal Article
HU, B., ARANA, I. and COMPATANGELO, E. 2003. Facilitating DL-based hybrid reasoning with inference fusion. Knowledge-based systems [online], 16(5-6): proceedings of the 22nd British Computer Society Specialist Group on Artificial Intelligence (SGAI) international conference on knowledge-based systems and applied artificial intelligence (ES2002), 10-12 December 2002, Cambridge, UK, pages 253-260. Available from: https://doi.org/10.1016/S0950-7051(03)00026-1

We present an extension to DL-based taxonomic reasoning by means of inference fusion, i.e. the dynamic combination of inferences from distributed heterogeneous reasoners. Our approach integrates results from a DL-based system with results from a cons... Read More about Facilitating DL-based hybrid reasoning with inference fusion..

Towards context-sensitive information inference. (2003)
Journal Article
SONG, D. and BRUZA, P.D. 2003. Towards context-sensitive information inference. Journal of the Association for Information Science and Technology [online], 54(4), pages 321-334. Available from: https://doi.org/10.1002/asi.10213

Humans can make hasty, but generally robust judgements about what a text fragment is, or is not, about. Such judgements are termed information inference. This article furnishes an account of information inference from a psychologistic stance. By draw... Read More about Towards context-sensitive information inference..

Application of aboutness to functional benchmarking in information retrieval. (2001)
Journal Article
WONG, K.-F., SONG, D., BRUZA, P. and CHENG, C.-H. 2001. Application of aboutness to functional benchmarking in information retrieval. ACM transactions on information systems, 19(4), pages 337-370. Available from: https://doi.org/10.1145/502795.502796

Experimental approaches are widely employed to benchmark the performance of an information retrieval (IR) system. Measurements in terms of recall and precision are computed as performance indicators. Although they are good at assessing the retrieval... Read More about Application of aboutness to functional benchmarking in information retrieval..

Maintaining retrieval knowledge in a case-based reasoning system. (2001)
Journal Article
CRAW, S., JARMULAK, J. and ROWE, R. 2001. Maintaining retrieval knowledge in a case-based reasoning system. Computational intelligence [online], 17(2), pages 346-363. Available from: https://doi.org/10.1111/0824-7935.00149

The knowledge stored in a case base is central to the problem solving of a case-based reasoning (CBR) system. Therefore, case-base maintenance is a key component of maintaining a CBR system. However, other knowledge sources, such as indexing and simi... Read More about Maintaining retrieval knowledge in a case-based reasoning system..

Aboutness from a commonsense perspective. (2000)
Journal Article
BRUZA, P.D., SONG, D.W. and WONG, K.F. 2000. Aboutness from a commonsense perspective. Journal of the Association for Information Science and Technology [online], 51(12), pages 1090-1105. Available from: https://doi.org/10.1002/1097-4571(2000)9999:9999<::AID-ASI1026>3.0.CO;2-Y

Information retrieval (IR) is driven by a process which decides whether a document is about a query. Recent attempts spawned from logic-based information retrieval theory have formalized properties characterizing aboutness, but no consensus has yet b... Read More about Aboutness from a commonsense perspective..

Knowledge modelling for a generic refinement framework. (1999)
Journal Article
BOSWELL, R. and CRAW, S. 1999. Knowledge modelling for a generic refinement framework. Knowledge-based systems [online], 12(5-6), pages 317-325. Available from: https://doi.org/10.1016/S0950-7051(99)00018-0

Refinement tools assist with debugging the knowledge-based system (KBS), thus easing the well-known knowledge acquisition bottleneck, and the more recently recognised maintenance overhead. The existing refinement tools were developed for specific rul... Read More about Knowledge modelling for a generic refinement framework..

Refinement complements verification and validation. (1996)
Journal Article
CRAW, S. 1996. Refinement complements verification and validation. International journal of human computer studies [online], 44(2), pages 245-256. Available from: https://doi.org/10.1006/ijhc.1996.0012

Knowledge based systems are being applied in ever increasing numbers. The development of knowledge acquisition tools has eased the Knowledge Acquisition Bottleneck. More recently there has been a demand for mechanisms to assure the quality of knowled... Read More about Refinement complements verification and validation..

Executive information systems: an evaluation of current UK practice. (1996)
Journal Article
ALLISON, I.K. 1996. Executive information systems: an evaluation of current UK practice. International journal of information management [online], 16(1), pages 27-38. Available from: https://doi.org/10.1016/0268-4012(95)00059-3

In a recent survey amongst senior executives in the UK, using data as a corporate resource was ranked as the second most important information systems management issue. Managers are becoming ever more dependent on information, on which to base busine... Read More about Executive information systems: an evaluation of current UK practice..

Refinement in response to validation. (1995)
Journal Article
CRAW, S. and SLEEMAN, D. 1995. Refinement in response to validation. Expert systems with applications, 8(3), pages 343-349. Available from: https://doi.org/10.1016/0957-4174(94)E0025-P

Knowledge-based systems (KBSs) are being applied in ever increasing numbers. In parallel with the development of knowledge acquisition tools is the demand for mechanisms to assure their quality, particularly in safety critical applications. Quality a... Read More about Refinement in response to validation..

Consultant-2: pre- and post processing of machine learning applications. (1995)
Journal Article
SLEEMAN, D., RISSAKIS, M., CRAW, S., GRANER, N. and SHARMA, S., 1995. Consultant-2: pre- and post processing of machine learning applications. International journal of human computer studies [online], 43(1), pages 43-63. Available from: https://doi.org/10.1006/ijhc.1995.1035

The knowledge acquisition bottleneck in the development of large knowledge-based applications has not yet been resolved. One approach which has been advocated is the systematic use of Machine Learning (ML) techniques. However, ML technology poses dif... Read More about Consultant-2: pre- and post processing of machine learning applications..

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