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Neural Network-Based Decision Support for Incomplete Database Systems: Knowledge Acquisition and Performance Analysis (1993)  (Make Corrections)  (1 citation)
B. Jin, A.R. Hurson, L. L. Miller
Conference on Analysis of Neural Network Applications



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Abstract: This paper investigates the design and implementation of a knowledge acquisition module as a part of a decision support system for handling large incomplete databases. Maybe algebra and attribute maybe algebra operations were introduced and implemented as extensions to the relational algebra operations. These operations give a user the opportunity to investigate the set of data containing null values (i.e. incomplete tuples) to draw his/her own conclusions. However, some of these operations may ... (Update)

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...of parameters. Then the incomplete case is fed to the network and the output provides an approximation of the missing data value [BF95, Jin93, Lam94, SS95] This approach also takes into account all the available information from the data. In addition to that, the computation...

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BibTeX entry:   (Update)

Jin B: Neural network-based decision support for incomplete databases, The Pennsylvania State University, 1993. (PhD thesis). UMI Order No 9414306. http://citeseer.ist.psu.edu/jin93neural.html   More

@inproceedings{ jin91neural,
    author = "B. Jin and A. R. Hurson and L. L. Miller",
    title = "Neural Network-Based Decision Support for Incomplete Database Systems: Knowledge Acquisition and Performance Analysis",
    booktitle = "Conference on Analysis of Neural Network Applications",
    pages = "62--75",
    year = "1991",
    url = "citeseer.ist.psu.edu/jin93neural.html" }
Citations (may not include all citations):
1491   Learning Internal Representations by Error Propagation (context) - Rumelhart, Hinton et al. - 1986
185   Principles of Database Systems (context) - Ullman - 1982
134   Extending the Database Relational Model to Capture Meaning (context) - Codd - 1979
48   On Semantic Issues Connected with Incomplete Information Dat.. (context) - Lipski - 1979
11   A Foundation of Codd's Relational Maybe-Operations (context) - Biskup - 1983
7   Null Values in a Relational Database (context) - Grant - 1977
5   Applicable and Inapplicable (context) - Codd - 1986
3   Learning Phenomena in Layered Neural Networks (context) - Widrow, Winter et al. - 1987
2   State of the Art in Neural Computing (context) - Kohonen - 1987
1   An Introduction to Computing with Neural Nets (context) - Lippermann - 1987
1   Maybe Algebra and Incomplete Data in Database Machine ASLM (context) - Pakzad, Hurson et al. - 1990
1   Designing Appropriate Learning Rules for Connectionist Syste.. (context) - Below - 1987
1   Database Machine Architecture for Supporting Incomplete Info.. (context) - Hurson, Miller - 1987
1   A Neural Network Digit Recognizer (context) - Burr - 1986
1   A Reconfigurable Architecture for A VLSI Implementation of A.. (context) - Jin, Raggad - 1990
1   Neural Networks, Potential Assistants To Knowledge Engineers (context) - Lendaris - 1988
1   A Neural Network-Based Decision Support System for Incomplet.. (context) - Hurson, Jin - 1991
1   Relational views in a database system: support for queries (context) - Zaniolo - 1977

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