Classification of incomplete data using the fuzzy ARTMAP neural network

The fuzzy ARTMAP neural network is used to classify data that is incomplete in one or more ways. These include a limited number of training cases, missing components, missing class labels, and missing classes. Modifications for dealing with such incomplete data are introduced, and performance is assessed on an emitter identification task using a database of radar pulses.

[1]  Stephen Grossberg,et al.  A comparison of classifiers for radar emitter type identification , 1999 .

[2]  A. G. Self Electronic Intelligence: the Analysis of Radar Signals , 1985 .

[3]  Stephen Grossberg,et al.  Fuzzy ART: Fast stable learning and categorization of analog patterns by an adaptive resonance system , 1991, Neural Networks.

[4]  Gail A. Carpenter,et al.  Threshold Determination for ARTMAP-FD Familiarity Discrimination , 1997 .

[5]  Gail A. Carpenter,et al.  ARTMAP-IC and medical diagnosis: Instance counting and inconsistent cases , 1998, Neural Networks.

[6]  Roderick J. A. Little,et al.  Statistical Analysis with Missing Data , 1988 .

[7]  W. D. Ross,et al.  Incremental Art: A Neural Network System for Recognition by Incremental Feature Extraction , 1994 .

[8]  ‫ﻣﺒﺘﻨ‬ ‫ﺍﻟﮕﻮﺭﻳﺘﻤﻲ‬ ‫ﻲ‬ ‫ﺍﺗﻮﻣﺎﺗ‬ ‫ﺑﺮ‬ ‫ﺎ‬ ‫ﻫﺎ‬ ‫ﻱ‬ ‫ﻳ‬ ‫ﺎﺩﮔ‬ ‫ﻴ‬ ‫ﺑﺮﺍ‬ ‫ﺮ‬ ‫ﻱ‬ ‫ﺗﻨﻈﻴﻢ‬ ‫ﺩﺭ‬ ‫ﻣﺮﺍﻗﺒﺖ‬ ‫ﭘﺎﺭﺍﻣﺘﺮ‬ ‫ﺷﺒﻜﻪ‬ Fuzzy Artmap ‫ﺍﻧﺠﻴﺪﻧﻲ‬ ‫ﻣﺠﻴﺪ‬ , 2022 .

[9]  Rajeev Sharma,et al.  Advances in Neural Information Processing Systems 11 , 1999 .

[10]  Richard G. Wiley Electronic intelligence : the analysis of radar signals , 1982 .

[11]  Stephen Grossberg,et al.  Fuzzy ARTMAP: A neural network architecture for incremental supervised learning of analog multidimensional maps , 1992, IEEE Trans. Neural Networks.

[12]  Stephen Grossberg,et al.  Familiarity Discrimination of Radar Pulses , 1998, NIPS.

[13]  Ayhan Demiriz,et al.  Semi-Supervised Clustering Using Genetic Algorithms , 1999 .

[14]  James C. Bezdek,et al.  Partially supervised clustering for image segmentation , 1996, Pattern Recognit..

[15]  B. Ripley,et al.  Pattern Recognition , 1968, Nature.