intelligent data engineering and learning ideal 98 perspectives on financial engineering and data mining

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Ordinary Shares Exotic Methods

Author : Francis Eng-Hock Tay
ISBN : 9789814488099
Genre : Business & Economics
File Size : 90. 35 MB
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Exotic methods refer to specific functions within general soft computing methods such as genetic algorithms, neural networks and rough sets theory. They are applied to ordinary shares for a variety of financial purposes, such as portfolio selection and optimization, classification of market states, forecasting of market states and data mining. This is in contrast to the wide spectrum of work done on exotic financial instruments, wherein advanced mathematics is used to construct financial instruments for hedging risks and for investment. In this book, particular aspects of the general method are used to create interesting applications. For instance, genetic niching produces a family of portfolios for the trader to choose from. Support vector machines, a special form of neural networks, forecast the financial markets; such a forecast is on market states, of which there are three — uptrending, mean reverting and downtrending. A self-organizing map displays in a vivid manner the states of the market. Rough sets with a new discretization method extract information from stock prices. Contents: Financial Forecasting Problem and Data Mining TechniquesGenetic Algorithms and Genetic NichingPortfolio Selection and Optimization Using Genetic OperatorsThe Rough Sets Theory Basics and Its Applications in Economic and Financial ForecastingTime Series Forecasting Using Rough Sets TheoryA Review of Support Vector Machines in Regression EstimationApplication of Support Vector Machines in Financial Time Series ForecastingOther Methods and Their Applications Readership: Researchers and practitioners in soft computing and artificial intelligence, as well as graduate students in related areas. Keywords:

Database And Expert Systems Applications

Author : Abdelkader Hameurlain
ISBN : 9783540461463
Genre : Computers
File Size : 78. 2 MB
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th 2002 DEXA, the 13 International Conference on Database and Expert Systems Applications was held on September 2–6, 2002, at the Université Aix–Marseille II, France. The quickly growing field of information systems required the establishment of more specialized discussion platforms (the DaWaK conference, EC-Web conference, eGOV conference and DEXA workshops), and there were held in parallel with DEXA, also in Aix-en-Provence. The resulting book was prepared with great effort. Starting with the preparation of submitted papers, the papers went through the reviewing process. The accepted papers were revised to final versions by their authors and arranged to the conference program. This year 241 papers were submitted and our thanks go to all who have contributed. The program committee and the supporting reviewers produced altogether about 730 referee reports, on average three reports per paper, and selected 89 papers for presentation. The papers presented here encompass the extensive domain of databases; together with the other conferences and workshops of the DEXA event cluster a vast part of applied computer science was covered. In this way DEXA has blazed the trail. At this point we would like to acknowledge to all institutions which actively supported this conference and made it possible. These are: • IUT (Université Aix – Marseille II), • FAW, • DEXA Association, • the Austrian Computer Society, • and Microsoft Research

Ideal 98

Author : Lei Xu
ISBN : 9814021237
Genre : Business & Economics
File Size : 50. 61 MB
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"Over 50 original contributions in this proceedings represent some of the most recent development in data engineering: Data Processing, Data Analysis, and knowledge acquisition, with a particular focus on Financial Engineering and Data Mining." "This proceedings is ideal for researchers, scientists, engineers, as well as other professionals who are interested intelligent data engineering."--BOOK JACKET.Title Summary field provided by Blackwell North America, Inc. All Rights Reserved

Intelligent Data Engineering And Automated Learning Ideal 2000 Data Mining Financial Engineering And Intelligent Agents

Author : Kwong S. Leung
ISBN : 9783540444916
Genre : Computers
File Size : 26. 56 MB
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X Table of Contents Table of Contents XI XII Table of Contents Table of Contents XIII XIV Table of Contents Table of Contents XV XVI Table of Contents K.S. Leung, L.-W. Chan, and H. Meng (Eds.): IDEAL 2000, LNCS 1983, pp. 3›8, 2000. Springer-Verlag Berlin Heidelberg 2000 4 J. Sinkkonen and S. Kaski Clustering by Similarity in an Auxiliary Space 5 6 J. Sinkkonen and S. Kaski Clustering by Similarity in an Auxiliary Space 7 0.6 1.5 0.4 1 0.2 0.5 0 0 10 100 1000 10000 10 100 1000 Mutual information (bits) Mutual information (bits) 8 J. Sinkkonen and S. Kaski 20 10 0 0.1 0.3 0.5 0.7 Mutual information (mbits) Analyses on the Generalised Lotto-Type Competitive Learning Andrew Luk St B&P Neural Investments Pty Limited, Australia Abstract, In generalised lotto-type competitive learning algorithm more than one winner exist. The winners are divided into a number of tiers (or divisions), with each tier being rewarded differently. All the losers are penalised (which can be equally or differently). In order to study the various properties of the generalised lotto-type competitive learning, a set of equations, which governs its operations, is formulated. This is then used to analyse the stability and other dynamic properties of the generalised lotto-type competitive learning.

Soft Computing Applications In Industry

Author : Bhanu Prasad
ISBN : 9783540774655
Genre : Mathematics
File Size : 46. 52 MB
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Softcomputing techniques play a vital role in the industry. This book presents several important papers presented by some of the well-known scientists from all over the globe. The main techniques of soft computing presented include ant-colony optimization, artificial immune systems, artificial neural networks, Bayesian models. The book includes various examples and application domains such as bioinformatics, detection of phishing attacks, and fault detection of motors.

Data Mining And Multi Agent Integration

Author : Longbing Cao
ISBN : 1441905227
Genre : Computers
File Size : 87. 74 MB
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Data Mining and Multi agent Integration aims to re?ect state of the art research and development of agent mining interaction and integration (for short, agent min ing). The book was motivated by increasing interest and work in the agents data min ing, and vice versa. The interaction and integration comes about from the intrinsic challenges faced by agent technology and data mining respectively; for instance, multi agent systems face the problem of enhancing agent learning capability, and avoiding the uncertainty of self organization and intelligence emergence. Data min ing, if integrated into agent systems, can greatly enhance the learning skills of agents, and assist agents with predication of future states, thus initiating follow up action or intervention. The data mining community is now struggling with mining distributed, interactive and heterogeneous data sources. Agents can be used to man age such data sources for data access, monitoring, integration, and pattern merging from the infrastructure, gateway, message passing and pattern delivery perspectives. These two examples illustrate the potential of agent mining in handling challenges in respective communities. There is an excellent opportunity to create innovative, dual agent mining interac tion and integration technology, tools and systems which will deliver results in one new technology.

Foundations Of Intelligent Systems

Author : Mohand-Said Hacid
ISBN : 3540258787
Genre : Computers
File Size : 59. 22 MB
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