{"product_id":"pattern-recognition-using-neural-networks","title":"Pattern Recognition Using Neural Networks","description":"\u003cp\u003ePattern Recognition Using Neural Networks covers traditional linear pattern recognition and its nonlinear extension via neural networks. The approach is algorithmic for easy implementation on a computer, which makes this a refreshing what-why-and-how text that contrasts with the theoretical approach and pie-in-the-sky hyperbole of many books on neural networks. It covers the standard decision-theoretic pattern recognition of clustering via minimum distance,\n\u003cbr\u003egraphical and structural methods, and Bayesian discrimination.   Pattern recognizers evolve across the sections into perceptrons, a layer of perceptrons, multiple-layered perceptrons, functional\n\u003cbr\u003elink nets, and radial basis function networks. Other networks covered in the process are learning vector quantization networks, self-organizing maps, and recursive neural networks. Backpropagation is derived in complete detail for one and two hidden layers for both unipolar and bipolar sigmoid activation functions. The more efficient fullpropagation, quickpropagation, cascade correlation, and various methods such as strategic search, conjugate gradients, and genetic algorithms are described.\n\u003cbr\u003eAdvanced methods are also described, including the full training algorithms for radial basis function networks and random vector functional link nets, as well as competitive learning networks and fuzzy\n\u003cbr\u003eclustering algorithms. Special topics covered include: feature engineering data engineering neural engineering of network architectures validation and verification of the trained networks   This textbook is ideally suited for a senior undergraduate or graduate course in pattern recognition or neural networks for students in computer science, electrical engineering, and computer engineering. It is also a useful reference and\n\u003cbr\u003eresource for researchers and professionals.\u003c\/p\u003e","brand":"Oxford University Press","offers":[{"title":"Default Title","offer_id":44156535308526,"sku":"9780195079203","price":364.04,"currency_code":"AUD","in_stock":true}],"url":"https:\/\/bookland.com.au\/products\/pattern-recognition-using-neural-networks","provider":"Book Land AU","version":"1.0","type":"link"}