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Daniel Graupe – Principles of Artificial Neural Networks (2nd Ed.)
Daniel Graupe – Principles of Artificial Neural Networks (2nd Ed.)
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Description
Artificial neural networks are most suitable for solving problems that are complex, ill-defined, highly nonlinear, of many and different variables, and/or stochastic. Such problems are abundant in medicine, in finance, in security and beyond.This volume covers the basic theory and architecture of the major artificial neural networks. Uniquely, it presents 18 complete case studies of applications of neural networks in various fields, ranging from cell-shape classification to micro-trading in finance and to constellation recognition all with their respective source codes.
These case studies demonstrate to the readers in detail how such case studies are designed and executed and how their specific results are obtained.The book is written for a one-semester graduate or senior-level undergraduate course on artificial neural networks. It is also intended to be a self-study and a reference text for scientists, engineers and for researchers in medicine, finance and data mining.
CONTENTS:
Introduction and Role of Artificial Neural NetworksFundamentals of Biological Neural NetworksBasic Principles of ANNs and Their Early StructuresThe PerceptronThe MadalineBack PropagationHopfield NetworksCounter PropagationLarge Scale Memory Storage and Retrieval (LAMSTAR) NetworkAdaptive Resonance TheoryThe Cognitron and the NeocognitronStatistical TrainingRecurrent (Time Cycling) Back Propagation Networks
Readership: Graduate and advanced senior students in artificial intelligence, pattern recognition & image analysis, neural networks, computational economics and finance, and biomedical engineering.
What is forex?
Quite simply, it’s the global market that allows one to trade two currencies against each other.
If you think one currency will be stronger versus the other, and you end up correct, then you can make a profit.
If you’ve ever traveled to another country, you usually had to find a currency exchange booth at the airport, and then exchange the money you have in your wallet into the currency of the country you are visiting.
Foreign Exchange
You go up to the counter and notice a screen displaying different exchange rates for different currencies.
An exchange rate is the relative price of two currencies from two different countries.
You find “Japanese yen” and think to yourself, “WOW! My one dollar is worth 100 yen?! And I have ten dollars! I’m going to be rich!!!”
When you do this, you’ve essentially participated in the forex market!
You’ve exchanged one currency for another.
Or in forex trading terms, assuming you’re an American visiting Japan, you’ve sold dollars and bought yen.
Currency Exchange
Before you fly back home, you stop by the currency exchange booth to exchange the yen that you miraculously have left over (Tokyo is expensive!) and notice the exchange rates have changed.
It’s these changes in the exchange rates that allow you to make money in the foreign exchange market.
Salepage : Daniel Graupe – Principles of Artificial Neural Networks (2nd Ed.)
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