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Fractal Dimension for Data Mining  (Make Corrections)  
Krishna Kumaraswamy Center for Automated Learning and...



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Abstract: In this project, we introduce the concept of intrinsic "fractal" dimension of a data set and show how this can be used to aid in several data mining tasks. We are interested in answering questions about the performance of a method and also in comparing between the methods quickly. In particular, we discuss two specific problems -- dimensionality reduction and vector quantization. In each of these problems, we show how the performance of a method is related to the fractal dimension of the... (Update)

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BibTeX entry:   (Update)

@misc{ skkumar-fractal,
  author = "Krishna Kumaraswamy Skkumar",
  title = "Fractal Dimension for Data Mining",
  url = "citeseer.ist.psu.edu/752942.html" }
Citations (may not include all citations):
2177   Programs for Machine Learning (context) - Quinlan - 1992
2133   Pattern Classification and Scene Analysis (context) - Duda, Hart - 1973
1662   Neural Networks for Pattern Recognition (context) - Bishop - 1995
897   Introduction to Statistical Pattern Recognition (context) - Fukunaga - 1990
568   Indexing by latent semantic analysis - Deerwester, Dumais et al. - 1990
534   An Algorithm for Vector Quantizer Design (context) - Linde, Buzo et al. - 1980
372   Information Theory and Reliable Communication (context) - Gallager - 1968
350   Kluwer Academic Publishers (context) - Gersho, Gray et al. - 1992
163   Semantic compression and pattern extraction with fascicles (context) - Ng, Jagadish et al. - 1999
101   Adaptive Control Processes (context) - Bellman - 1961
101   Beyond uniformity and independence: Analysis of R- trees usi.. - Faloutsos, Kamel - 1994
86   Rate Distortion Theory (context) - Berger - 1971
85   The EM algorithm for mixtures of factor analyzers - Ghahramani, Hinton - 1997
52   Image Coding Using Vector Quantization: A Review (context) - Nasrabadi, King - 1988
46   IEEE Transactions on Information Theory (context) - Lloyd, quantization - 1982
45   Fast feature selection using the fractal dimension - Traina, Traina et al. - 2000
44   Multitask learning - Caruana - 1997
30   Source Coding Theory (context) - Gray - 1990
18   Ratio rules: A new paradigm for fast (context) - Korn - 1998
15   Vector quantization (context) - Abut - 1990
14   Proximity searching in metric spaces (context) - Chavez, Navarro et al. - 2001
7   Probability density estimation in higher dimensions (context) - Scott, Thompson - 1983
7   Principal Component Analysis (context) - Joli - 1986
4   Chaos and Power Laws (context) - Schroeder, Chaos - 1991
4   Advances in Neural Information Processing Systems (context) - DeMers, Cottrell et al. - 1993
2   Towards a systematics for protein subcellular location: Quan.. - Murphy, Boland et al. - 2000

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