Associative neural network

The 2D model was built from a wide array of descriptors, including also E-state indices, by Simulations Plus [89], The model is based on the associative neural network ensembles [86, 87] constructed from n=9658 compounds selected from the BioByte StarList [10] of ion-corrected experimental logP values. The model produced MAE = 0.24, r = 0.96 (R. Fraczkiewicz, personal communication). 

Tetko, I. V., Tandiuk, V. Y. Application of associative neural networks for prediction of lipophilicity in ALOGPS 2.1 program. 

Tetko, I. V. Neural network studies. 4. Introduction to associative neural networks. J. Chem. Inf. Comput. Sci. 2002, 42, 717-728. 

Associative neural networks (ASNN) Aqueous solubility, octanol-water partition (logP, logD) Quantitative Error No [13-15]... 

Tetko, I.V. Associative neural network. Neural Process. Lett. 2002, 16 (2), 187-199. 

Methods Using 2D and ID Descriptors A good number of articles on aqueous solubility used a nonlinear method of data analysis, in particular, for methods developed with ID and 2D descriptors. Huuskonen [16] used E-state indexes [52,53] and several other topological indexes, with a total of 30 indexes, to develop his models. The predicted results for the 413 test set, SE = 0.71, calculated with MLRA were improved with a neural network, resulting in SE = 0.6. Tetko [17] noticed that E-state indexes represent a complete system of descriptors for molecules, and thus only these descriptors are sufficient to develop the aqueous solubility model. Indeed the model developed by the authors using exclusively E-state indexes provides similar results when compared to the model of Huuskonen [16]. Later on, the model was redeveloped using the Associative Neural Network (ASNN) method [54],... 

Tetko IV. Neural network studies 4. Introduction to associative neural networks. 

SANZ, X PERERA, R, HUERTA, C. (2007) Fault diagnosis of rotating machinery based on auto-associative neural networks and wavelet transforms. Joiunal of Sound and Vibration, 302 (4-5), pp. 981-999. 

Atul Sethi, Siddharth Arora, Abhishek Ballaney, Frequency domain analysis of ECG signals using auto-associative neural networks, International Conference on Biomedical and Pharmaceutical Engineering 2006 (ICBPE 2006), 531-536... 

---