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![Fast training of classification type networks Nuclass7
by Neural Decision Lab LLC]()
Nuclass7 v7.06a by Neural Decision Lab LLC
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Program type: Freeware
Developer Name: Neural Decision Lab LLC
Release Date: 2006-01-11
System requirements:
Windows2000, WinXP
Windows 2000 or XP, 32MB RAM, 25MB hard disk space
Limitations:
Program cost: $0 (click to order)
NuClass_setup.zip
File size: 14469Kb
Install support: Install Only
Program language: English
What is new: Faster algorithms, Improved feature selection
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Freeware for fast training, validation, and application of neural and conventional classifiers including multilayer perceptron, functional link network, piecewise linear network, self organizing map and K-Means. C source provided for applying trained networks. Extensive help. User-supplied txt-format training data files, containing rows of numbers, can be of any size. Pruning for approximate structural risk minimization.
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| Description of Nuclass7 v7.06a
Freeware for fast training, validation, and application of classification type networks including the multilayer perceptron (MLP), functional link network, piecewise linear network, and nearest neighbor classifier. The self organizing map (SOM) and K-Means clustering are also included. Fast pruning algorithms create a nested sequence of different size networks, to facilitate structural risk minimization. C source code for applying trained networks is provided, so users can use networks in their own applications. User-supplied txt-format training data files, containing rows of numbers, can be of any size. Example training data is also provided. Fast VB Graphics for network classification error and SOM cluster formation are included. Extensive help files are provided in the software. Nuclass7 is highly automated and requires very few parameter choices by the user. This version runs significantly faster. Advanced features include network sizing and feature selection. Training data can be compressed using the discrete Karhunen-Loeve" transform (KLT). This Basic version of Nuclass7 limits the MLP to 10 hidden units, the PLN to 10 clusters, and the NNC to 50 clusters. Upgradable to the commercial version, which lacks these limitations. The regression/approximation version of this software, called Numap7, is also available. Nuclass7 was developed by the Image Processing and Neural Networks Lab of Univ. of Texas at Arlington, and by Neural Decision Lab LLC. |
| Links, related to Nuclass7 | nuclass7 - neural network - multilayer perceptron - fast training - validation - classification - nearest neighbor classifier - oksima team - ukraine |
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