The Netlab simulation software is designed to provide the central tools necessary for the simulation of theoretically well founded neural network algorithms for use in teaching, research and applications development.
It consists of a library of Matlab® functions and scripts based on the approach and techniques described in Neural Networks for Pattern Recognition by Christopher M. Bishop, (Oxford University Press, 1995). The functions come with on-line help, and further explanation is available via HTML files: the table of contents is contained in index.htm. The software has been written by Ian Nabney and Christopher Bishop. This first release of Netlab is a beta test version. If you have any comments, bug reports, or wish lists, please email us at i.t.nabney@aston.ac.uk. We also hope that other researchers would like to contribute to this library in the future.
The Netlab library includes software implementations of a wide range of data analysis techniques, many of which are not yet available in standard neural network simulation packages. Netlab works with Matlab version 5.0 and higher. It is not compat
ModelQuest is the most advanced data mining tool available today. If you want to significantly reduce the cost and time needed to create superior prediction models, consider these ModelQuest advantages: Outperforms neural net, decision tree, statistical, and other methods Includes multiple modeling technologies Highly automated and easy-to-use Greatly reduces development time and costs Provides intuitive analyses/reports Applies many innovative data mining techniques Over 4000 previous customers ModelQuest operates on Windows 95, 98, and NT . Prices starts at $6,950.
Prophet is a comprehensive data-analysis software package that makes entering, visualizing, and analyzing your data quick and easy, so you can concentrate on life science, not computer science. If you can use a mouse, you can use Prophet!
Data Analysis Prophet offers you advanced, easy-to-use software tools for data management and visualization, and statistical analysis - from simple descriptive statistics to multi-factor ANOVA, logistic regression, and non-linear modeling.
State-of-the-Art Interface Prophet has the look and feel of state-of-the-art Windows applications, with menu and mouse-style operations, Wizard-style dialogs, cut and paste capabilities across applications, and more.
California Scientific Software
BrainMaker v3.7 for Windows 95 and NT
The fastest neural network system is now even faster with MMX acceleration! BrainMaker Neural Network Software lets you use your computer for business and marketing forecasting, stock, bond, commodity, and futures prediction, pattern recognition, medical diagnosis, sports handicapping... almost any activity where you need special insight. The menu at the left contains short articles about a few of our customers and their applications of BrainMaker. We kept you in mind when we created BrainMaker. You get extremely sophisticated neural network software, great documentation, optional accelerator boards. But you don't need any special programming or computer skills. All you need is a PC or Mac and sample data to build your own neural network. With more than 25,000 systems sold, BrainMaker is the world's best-selling software for developing neural networks.
BioComp Profit 2000TM BioComp Profit is one of the world's most effective tools for market timing. Our customers are reporting in with 150% to 200% return on account for 1999 on the S&P500/E-Mini. One has even reported over 800%. This is not in back testing, but actual trading. Will they do it again in 2000? Can you? No one knows for sure, but with BioComp Profit, you have a clear advantage. Take a look at our Live Market Timing Models Want to know more about Profit? Download it Now ! Contact us to get involved today !
IntelliDemandTM IntelliDemand is a powerhouse demand forecasting solution used by theme parks, energy companies, catalog companies, computer manufacturers, banks and many others to foresee demand for products, services and energy accurately. IntelliDemand uses acclaimed neural network technology to predict demand days, weeks, months or even years into the future.
InAblersTM BioComp steps up with powerful and flexible "AI" component technology. More than just objects, more than just agents, InAblers are intelligent enabling software components that enable us to put together autonomous, real-time modeling, prediction, optimization and decision making solutions. InAblers are fully equipped with our neural network, genetic algorithms, Simunetics and other modeling and optimization technologies. We can craft a custom solution for you quickly.
NeuroGenetic Optimizer v2.6 Download your copy now. Our foundation neural network modeling tool builds optimized neural networks. Automatically designs up to 6 different neural network types and selects significant variables to maximize accuracy. Runs as a 5 input demo and can be activated it to the full product quickly with your purchase via a phone call or email!
Information Discovery Incorporated
Simulation and Modeling
MATLAB offers a unique simulation and prototyping environment. The powerful technical language is both concise and descriptive, allowing you to model complex systems with small sections of easy-to-follow code. MATLAB and companion products offer an array of tools for simulation and modeling, including: • A large collection of high-performance functions for mathematical computation, data analysis, equation solving, and visualization, all available as part of core MATLAB • Additional state-of-the-art algorithms in MATLAB add-on Toolboxes • Simulink and Stateflow block-diagram graphical design environments
Foundation Algorithms: MATLAB and Toolboxes MATLAB provides hundreds of functions for simulation and modeling, from basic matrix operations to ordinary differential equation solvers. These functions provide a solid foundation from which to simulate and model complex systems. Application-specific toolboxes, such as Optimization, Control System, Neural Network, and Statistics, allow you to quickly build simulations and models for applications across a range of disciplines, with limited coding from scratch. To visualize the simulation results as they calculate or for post-processing, built-in animation functions and fast graphics allow you to view model behavior for analysis, testing and debugging, and presentation purposes.
Mikuni&Berkeley R&D - NeuroLab is a neural network library for Extend (a graphical icon-based simulation program) and is a powerful and effective tool for understanding, designing and simulating artificial neural network systems. NeuroLab consists of more than 70 functional blocks and many example models. Implemented neural networks are Hopfield (regular and sparsely), perceptron, competitive (supervised and unsupervised), recurrent, context, feature map (2D to 1D and 2D to 2D), Boltzmann machine and single/multi-layer feed-forward networks.
NeuroDimensions - NeuroSolutions v3.0 is NeuroDimension's base product. This leading edge software combines a modular, icon-based network design interface with an implementation of advanced learning procedures, such as recurrent backpropagation and backpropagation through time. Some other notable features include C++ source code generation, customized components through DLLs, a comprehensive macro language, and Visual Basic accessibility through OLE Automation.
Triant Technologies - Used to sell Modelware-PRO. Now promotes a real time version of this. You may still be able to purchase Modelware-PRO, however I have not seen it advertised on their site. Modelware-PRO develops models based upon a variation on nearest-neighbor modeling.
prediction, classification, modeling, estimation, and optimization problems is just as likely to reach for neural network or genetic algorithm software as they are traditional modeling methods such as regression analysis. Neural nets have evolved from academic novelties into tools that offer users a competitive edge by enabling them to make accurate forecasts based on historical data. Genetic algorithms offer the same competitive edge for optimization problems. If you buy your modeling tools from Ward Systems Group, you get the additional advantage of free tech support from a company with 11 years' experience helping customers solve real problems!
Modern Neural Networks: Ward Systems Group’s neural network software contains state-of-the-art neural nets that can give you a competitive edge in solving prediction, classification, and estimation problems. The TurboProp2 algorithm is extremely fast and accurate. Most neural network models are built (trained) in 10 to 30 seconds on a 200 MHz Pentium (a matter of seconds on newer computers), compared to hours for older neural networks types. The genetic training method always trains everything in an out-of-sample mode; it is essentially doing a "one-hold-out" technique, also called "jackknife" or "cross validation". If you train using this method, you are essentially looking at the training set out-of-sample. This method is therefore extremely effective when you do not have many patterns on which to train.
This neural net software is easier to use than any other type of modeling software or techniques, even regression analysis. These products contain tutorial wizards. All users need to know is how to run programs in Windows 95, Windows 98, or Windows NT. NeuroShell® Predictor- forecasting software for predicting numeric amounts. NeuroShell® Classifier- classification software for examining your data and grouping similar patterns into categories. NeuroShell Trader®, NeuroShell Trader® Professional - trading software for anyone trading stocks, bonds, futures, commodities, currencies, derivatives, etc. NeuroShell® Run Time Server - The NeuroShell Run-Time Server allows you to distribute networks created with the NeuroShell Predictor or NeuroShell Classifier from either a simple interface, from your own computer programs, or from Excel spreadsheets. It contains an Active X control and a DLL. NeuroShell® 2 - has 16 of the classic architectures, including the venerable backpropagation, Kohonen, and polynomial (statistical) networks. GeneHunter® - is designed for solving optimization problems.
NeuroShell® Engine - This is an Active X control that contains the neural and genetic training methods that we have used ourselves in the NeuroShell Predictor, the NeuroShell Classifier, and the NeuroShell Trader. They are available to be integrated into your own computer programs for both training and firing neural networks. The NeuroShell Engine is only for the most serious neural network users, and only those who are programmers or have programmers on staff.
NeuralWare - NeuralWorks Predict is a state-of-the-art development environment for developing and deploying real-time applications in forecasting, modeling and classification automatically. NeuralWorks Predict requires no knowledge of neural network technology to develop good solutions. Instead, it lets you quickly prototype and integrate neural network models into solutions that yield tomorrow's performance today. This powerful system combines neural network technology with fuzzy logic, statistics and genetic algorithms to identify solutions. For advanced and expert users, NeuralWorks Predict provides direct access and control of automated features at a very low level.
Attrasoft - Has shareware and commercial software. Possibly not a simple backpropagation structure. Has a stock prediction tutorial for the software.
NeuroDynamics - offers neural network and pattern recognition technologies.
Z-Solutions - Z Solutions' Pathfinder Neural Network System
Meridian Marketing - O'INCA Design Framework is a software development platform for building "intelligent" (expert and adaptive) systems. It allows for integration of fuzzy logic, neural network and user-defined modules in a single framework. It combines graphical user interface (GUI), design validation, simulation & debugging, C code generation, and design documentation facilities. Since O'INCA provides fuzzy logic & neural network algorithms and high-level simulation & debugging features, it frees the user from tedious, low-level programming tasks. The user can explore new ideas and O'INCA will translate design concepts into applications.
Partek - Partek's Advanced Analysis Module provides several advanced statistical tools to allow you to delve further into your multi-dimensional data: Principal Components Analysis, Cluster Analysis, Multi-Dimensional Scaling, Correspondence Analysis. Partek's Modeling Tools Module provides several powerful tools that allow you to build predictive models of your data: Variable Selection Module, Multi-Layer Perceptron (MLP) Neural Network, Multi-Prototype Classifier, Discriminant Analysis, Receiver Operating Characteristic (ROC) Analysis, Cross-Validation, Jackknife, & Bootstrap, Partek Black Boxes
DataMetrix - DataMetrix presents a major innovation in time series analysis and forecasting. For the first time high accuracy forecasting can be completely automated even for multi-series problems. If you work in finance, economics, marketing, sales or logisitics our solutions can improve your results. Already many of the leading international investment banks are using our systems to help them forecast and analyse some of the most complex financial problems.
Wolfram Research - Produces Mathematica software.
Group Fractales (FRACLAB) - Has a fractal analysis package.
Neural Connection software from SPSS - Sells SPSS-Diamond and other advanced modeling and statistical packages.
Neural Bench Software - Looks like a Russian software firm.
Braincel - Makes a neural net package that is called from inside an Excel spreadsheet.
Accurate Automation Corporation - Accurate Automation Corporation’s Neural Network Tools NNTTM™ allows rapid prototyping of neural network solutions and integration into real world applications.
International Neural Machines - (INM) is a progressive company which applies neural network technology to real-world problems. Using this technology INM is able to provide innovative solutions to a diverse set of client needs, including imaging, speech, medical, and financial applications.
Dynamind Software from Neurodynamx (as distince from Neurodynamics) - DynaMind® Developer Pro makes neural networks more accessible with a comprehensive development environment.
System Dynamics - Makes 'E' software. A genetic programming (evolutionary programming algorithm) software. Unlike standard genetic algorithms, E software evolves explicit programming code.
NeuNet-PRO - NeuNet Pro neural network software lets you use your computer for pattern recognition, data mining, business and market forecasting, medical diagnosis, sports handicapping... almost any activity where you need to make a prediction based on your data.
Chesire Engineering - Neuralyst for Excel. Add a neural network to your Excel spreadsheet models. Never has it been easier. Load up your data, configure the network and go. You probably already know how to get your data into Excel, and that's all you need to do. Neuralyst works with your data right from the spreadsheet. The commands to configure and run the network appear right on the Excel menu.
Eudaptics - SOMine Lite is a data mining tool for applications of Self-Organizing Maps. It includes full pre- and postprocessing, association and recall (prediction), accelerated algorithm, full visual approach, in-depth analysis of map features and values, including statistics, filtering and cluster search, system state monitoring and wizard-guide. SOMine Pro is a data mining package with full integration capability, OLE and database interface. Features include SOMine Lite with enhanced clustering options, dependency analysis, automatic splitting of nominal variables, and others. SOMine Pro will be released end '98.
Trajan Software - Trajan 3.0 is our Windows-based Neural Network simulation package, a fully-featured professional Windows-based Neural Network simulation package. Major features: Simple, intuitive interface, Supports numerous types of Neural Network, The fastest state-of-the-art training algorithms, Unique advanced algorithms for Automatic Network Design and Input Selection, Extensive graphical and statistical feedback, Integrated pre- and post-processing, Embedded usage (including training) in other packages.
SAS Neural Network - The following neural network architectures are available in the SAS Data Mining Solution: Generalized linear model (GLIM), Multilayer perception (MLP) (the default), which is often the best architecture for prediction problems. Radial basis function (RBF), which is often best for clustering problems, Equal-width RBF, Normalized RBF, Normalized equal-width RBF
havFmNet - havBpNet++: C++ class library implementing Feedforward, Simple Recurrent (Sequential) and Random-Order Recurrent nets trained by Backpropagation. havBpNet:J JAVA class library implementing Feedforward, Simple Recurrent (Sequential) and Random-Order Recurrent nets trained by Backpropagation. The JAVA version of our popular havBpNet++ class library
American Heuristics Corporation - Adaptive Temporal Correlation Networks.
Introducing ADAPTx, the next generation software for modeling complex dynamical systems from measured data. ADAPTx automatically determines optimal statistical models in a robust and stable computation. The accuracy of the fitted model is described by computed accuracy bounds. This complete procedure is entirely automated, or you may wish to use the interactive menus to investigate the effect of making choices other than those considered statistically optimal by ADAPTx.
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We represent the new generation of Neural Net products, which includes the power tools for traders, investors and brokers. This application changes your imagination about artificial intelligence in such a field, as stock-market predictions.
Advanced structures, algorithms and modern research make possible to represent a very powerful, useful application, specially designed for hi-end computer systems, such as Pentium III and dual-processors systems (this versions coming soon).
Applications, based on neural net technology, are more effective, than the most professional traders. They make heuristic analysis of stock market, predicting a direction of development of the market and giving signals of purchase / sale of securities on some time interval.
The professional trader, using the given program, can predict with the most exact degree of probability changes of a situation in the exchange market.
The given program has proved to be highly effective in the most risky securities markets. Original development of algorithms and structures enables to use results of work of the program even in most highly risky operations in unstable and analytically unpredictable markets.
This highly professional application allows to reduce risk at decision making in the market in many times. The series of the tests which have been carried out by professional traders, have allowed us to improve in the optimum image internal structure of neural net models, and with the use of the newest algorithms to achieve excellent results in problems of a prediction of movement of the market.
DESIRE/2000 now includes all the neural-network-modeling features of DESIRE/ NEUNET and can solve up to 10,000 first-order differential equations with fixed- and variable-step Runge-Kutta rules, or 200 differential equations with variable-order/ variable-step Gear and Adams rules. Models can additionally comprise tens of thousands of difference equations; you can combine scalar and vector equations. DESIRE/2000 can simulate complicated plants controlled with multiple neural networks and/or fuzzy logic,[1,5] or take Monte Carlo statistics on hundreds of replicated models in a single computer run.[3] Compilation still takes under 100 ms, so that the results of interactive model changes appear immediately.
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