Advances In Data Mining: Applications in Image Mining, by Petra P. (ed.)

By Petra P. (ed.)

This ebook constitutes the completely refereed post-proceedings of the 4th commercial convention on information Mining, ICDM 2004, held in Leipzig, Germany on July 2004.The convention was once serious about complex facts mining functions in photo mining, medication and bioinformatics, administration and environmental keep an eye on, and telecommunications. The 18 revised complete papers provided have been rigorously chosen in the course of rounds of reviewing and development. The papers are geared up in topical sections on case-based reasoning, photo mining, purposes in method regulate and coverage, clustering and organization ideas, telecomunications, and medication and biotechnology.

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This method is called Beta learning (BL). Then, lateral connections derived from the Rectified Gaussian Distribution are added to the Beta architecture [3]. These enforce a greater sparcity in the weight vectors. After presenting the Beta-cooperative network, the case-based reasoning system is employed and finally the results obtained with it are outlined. 2 Beta-Cooperative Learning The model used in this study is based, as mentioned above, on the Negative Feedback Network [4], Consider an N-dimensional input vector, x, and a M-dimensional output vector, with being the weight linking input to output and let be the learning rate.

CSD expresses local color structure in an image using an 8 × 8-structuring element. It is implemented as first scanning the image by an 8 × 8 pixel block, counting the number of blocks containing each Braving the Semantic Gap 53 color, and then generating a color histogram using the hue-min-max-difference (HMMD) color space. CSD has been found to be quite useful for the retrieval of natural images. Homogeneous Texture Descriptor (HTD). HTD presents a quantitative characterization of texture for similarity-based image-to-image matching.

An Introduction to the Bootstrap , Chapman and Hall, New York(1993). 26. , Zacks S. :Modern Industrial Statistics: Design and Control of Quality and Reliability, Duxbury Press, San Francisco(1998). 27. Cheng, C. : A Fuzzy Inference System for Similarity Assessment in Case-Based Reasoning systems: An Application to Product Design, Mathematical and Computer Modeling 38 (2003) 385-394. 28. , Hoffman, M. : Similarity-based Reasoning about Diagnosis of Analog Circuits, ACM 1988. 29. : Similarity, Separability and the triangle inequality.

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