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Data Mining in Finance

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丛书名： The Springer international series in engineering and computer science Ser.

2000年

作者： Boris Kovalerchuk Evgenii Vityaev

ISBN: (数字)9780306470189

ISBN: (纸本)9780792378044

Data Mining in Finance presents a comprehensive overview of major algorithmic approaches to predictive data mining, including statistical, neural networks, ruled-based, decision-tree, and fuzzy-logic methods, and then examines the suitability of these approaches to financial data mining. The book focuses specifically on relational data mining (RDM), which is a learning method able to learn more expressive rules than other symbolic approaches. RDM is thus better suited for financial mining, because it is able to make greater use of underlying domain knowledge. Relational data mining also has a better ability to explain the discovered rules - an ability critical for avoiding spurious patterns which inevitably arise when the number of variables examined is very large. The earlier algorithms for relational data mining, also known as inductive logic programming (ILP), suffer from a relative computational inefficiency and have rather limited tools for processing numerical data. Data Mining in Finance introduces a new approach, combining relational data mining with the analysis of statistical significance of discovered rules. This reduces the search space and speeds up the algorithms. The book also presents interactive and fuzzy-logic tools for `mining' the knowledge from the experts, further reducing the search space. Data Mining in Finance contains a number of practical examples of forecasting S&P 500, exchange rates, stock directions, and rating stocks for portfolio, allowing interested readers to start building their own models. This book is an excellent reference for researchers and professionals in the fields of artificial intelligence, machine learning, data mining, knowledge discovery, and applied mathematics.

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Video Object Extraction and Representation

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丛书名： The Springer international series in engineering and computer science Ser.

2000年

作者： S. Y. Kung I-Jong I-Jong Lin

ISBN: (数字)9780306470370

ISBN: (纸本)9780792379744

"If you have built castles in the air, your work need not be lost; that is where they should be. Now put the foundations under them. " - Henry David Thoreau, Walden Although engineering is a study entrenched firmly in belief of pr- matism, I have always believed its impact need not be limited to pr- matism. Pragmatism is not the boundaries that define engineering, just the (sometimes unforgiving) rules by which we sight our goals. This book studies two major problems of content-based video proce- ing for a media-based technology: Video Object Plane (VOP) Extr- tion and Representation, in support of the MPEG-4 and MPEG-7 video standards, respectively. After reviewing relevant image and video p- cessing techniques, we introduce the concept of Voronoi Ordered Spaces for both VOP extraction and representation to integrate shape infor- tion into low-level optimization algorithms and to derive robust shape descriptors, respectively. We implement a video object segmentation system with a novel surface optimization scheme that integrates Voronoi Ordered Spaces with existing techniques to balance visual information against predictions of models of a priori information. With these VOPs, we have explicit forms of video objects that give users the ability to - dress and manipulate video content. We outline a general methodology of robust data representation and comparison through the concept of complex partitioning mapped onto Directed Acyclic Graphs (DAGs).

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Real-Time Database Systems

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丛书名： The Springer international series in engineering and computer science Ser.

2000年

作者： Lam, Kam-Yiu Kuo, Tei-Wei Springer

ISBN: (数字)9780306469886

ISBN: (纸本)9780792372189

In recent years, tremendous research has been devoted to the design of database systems for real-time applications, called real-time database systems (RTDBS), where transactions are associated with deadlines on their completion times, and some of the data objects in the database are associated with temporal constraints on their validity. Examples of important applications of RTDBS include stock trading systems, navigation systems and computer integrated manufacturing. Different transaction scheduling algorithms and concurrency control protocols have been proposed to satisfy transaction timing data temporal constraints. Other design issues important to the performance of a RTDBS are buffer management, index accesses and I/O scheduling. Real-Time Database Systems: Architecture and Techniques summarizes important research results in this area, and serves as an excellent reference for practitioners, researchers and educators of real-time systems and database systems.

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Wireless Personal Communications : Bluetooth and Other Technologies

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丛书名： The Springer international series in engineering and computer science Ser.Volume

2000年

作者： William H. Tranter Brian D. Woerner Jeffrey H. Reed Theodore S. Rappaport Max Robert

ISBN: (数字)9780306469862

ISBN: (纸本)9780792372141

This volume presents a broad range of topics in wireless communications, including perspectives from both industry and academia. It serves as a reflection of emerging technologies in wireless communications and features papers from world-renowned authors on the subject. A new tutorial on the emerging Bluetooth technology is also presented. This book may be used as a text for advanced courses on the subject should serve as a useful reference tool for graduate students, postgraduate researchers, academics, and anyone working in the research aspect of the wireless communications industry.

关键词： Personal communication service systems Bluetooth technology

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CMOS Data Converters for Communications 1

引用

丛书名： THE KLUWER international series IN engineering AND The Springer international series in engineering and computer science

2000年

作者： Gustavsson, Mikael Wikner, J. Jacob Tan, Nianxiong

ISBN: (数字)9780306473050

ISBN: (纸本)9780792377801

CMOS Data Converters for Communications distinguishes itself from other data converter books by emphasizing system-related aspects of the design and frequency-domain measures. It explains in detail how to derive data converter requirements for a given communication system (baseband, passband, and multi-carrier systems). The authors also review CMOS data converter architectures and discuss their suitability for communications. The rest of the book is dedicated to high-performance CMOS data converter architecture and circuit design. Pipelined ADCs, parallel ADCs with an improved passive sampling technique, and oversampling ADCs are the focus for ADC architectures, while current-steering DAC modeling and implementation are the focus for DAC architectures. The principles of the switched-current and the switched-capacitor techniques are reviewed and their applications to crucial functional blocks such as multiplying DACs and integrators are detailed. The book outlines the design of the basic building blocks such as operational amplifiers, comparators, and reference generators with emphasis on the practical aspects. To operate analog circuits at a reduced supply voltage, special circuit techniques are needed. Low-voltage techniques are also discussed in this book. CMOS Data Converters for Communications can be used as a reference book by analog circuit designers to understand the data converter requirements for communication applications. It can also be used by telecommunication system designers to understand the difficulties of certain performance requirements on data converters. It is also an excellent resource to prepare analog students for the new challenges ahead.

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Mobile Channel Characteristics 1

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丛书名： international series in engineering and computer science 555

2000年

作者： James K. Cavers

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Coding and Iterative Detection for Magnetic Recording Channels 1

引用

丛书名： The Springer international series in engineering and computer science

2000年

作者： Zining Wu

ISBN: (数字)9781461545651

ISBN: (纸本)9780792377177;9781461370611

The advent of the internet age has produced enormous demand for in creased storage capacity and for the consequent increases in the amount of information that can be stored in a small space. While physical and media improvements have driven the majority of improvement in modern storage systems, signal processing and coding methods have increasing ly been used to augment those improvements. Run-length-limited codes and partial-response detection methods have come to be the norm in an industry that once rejected any sophistication in the read or write pro cessing circuits. VLSI advances now enable increasingly sophisticated signal processing methods for negligible cost and complexity, a trend sure to continue even as disk access speeds progress to billions of bits per second and terabits per square inch in the new millennium of the in formation age. This new book representing the Ph. D. dissertation work of Stanford's recent graduate Dr. Zining Wu is an up-to-date and fo cused review of the area that should be of value to those just starting in this area and as well those with considerable expertise. The use of saturation recording, i. e. the mandated restriction of two-level inputs, creates interesting twists on the use of communica tion/transmission methods in recording.

关键词： Electrical engineering Signal, Image and Speech Processing

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Robust Speech Recognition in Embedded Systems and PC Applications 1

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丛书名： The Springer international series in engineering and computer science

2000年

作者： Jean-Claude Junqua

ISBN: (数字)9780306470271

ISBN: (纸本)9780792378730;9781475773408

provides a link between the technology and the application worlds. As speech recognition technology is now good enough for a number of applications and the core technology is well established around hidden Markov models many of the differences between systems found in the field are related to implementation variants. We distinguish between embedded systems and PC-based applications. Embedded applications are usually cost sensitive and require very simple and optimized methods to be viable.;reviews the problems of robust speech recognition, summarizes the current state of the art of robust speech recognition while providing some perspectives, and goes over the complementary technologies that are necessary to build an application, such as dialog and user interface technologies.;is divided into five chapters. The first one reviews the main difficulties encountered in automatic speech recognition when the type of communication is unknown. The second chapter focuses on environment-independent/adaptive speech recognition approaches and on the mainstream methods applicable to noise robust speech recognition. The third chapter discusses several critical technologies that contribute to making an application usable. It also provides some design recommendations on how to design prompts, generate user feedback and develop speech user interfaces. The fourth chapter reviews several techniques that are particularly useful for embedded systems or to decrease computational complexity. It also presents some case studies for embedded applications and PC-based systems. Finally, the fifth chapter provides a future outlook for robust speech recognition, emphasizing the areas that the author sees as the most promising for the future.;serves as a valuable reference and although not intended as a formal University textbook, contains some material that can be used for a course at the graduate or undergraduate level. It is a good complement for the book entitled;co

关键词： Electronics and Microelectronics, Instrumentation Electrical engineering computer science, general Signal, Image and Speech Processing

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Knowledge Discovery for Business Information Systems 1

引用

丛书名： The Springer international series in engineering and computer science Ser.

2000年

作者： Witold Abramowicz, Jozef M. Zurada

ISBN: (数字)9780306469916

ISBN: (纸本)9780792372431

Current database technology and computer hardware allow us to gather, store, access, and manipulate massive volumes of raw data in an efficient and inexpensive manner. In addition, the amount of data collected and warehoused in all industries is growing every year at a phenomenal rate. Nevertheless, our ability to discover critical, non-obvious nuggets of useful information in data that could influence or help in the decision making process, is still limited. Knowledge discovery (KDD) and Data Mining (DM) is a new, multidisciplinary field that focuses on the overall process of information discovery from large volumes of data. The field combines database concepts and theory, machine learning, pattern recognition, statistics, artificial intelligence, uncertainty management, and high-performance computing. To remain competitive, businesses must apply data mining techniques such as classification, prediction, and clustering using tools such as neural networks, fuzzy logic, and decision trees to facilitate making strategic decisions on a daily basis. Knowledge Discovery for Business Information Systems contains a collection of 16 high quality articles written by experts in the KDD and DM field from the following countries: Austria, Australia, Bulgaria, Canada, China (Hong Kong), Estonia, Denmark, Germany, Italy, Poland, Singapore and USA.

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Verilog Quickstart: A Practical Guide to Simulation and Synthesis in Verilog, 2nd Edition (The international series in engineering and computer science) 2nd

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丛书名： The international series in engineering and computer science

1999年

作者： James M. Lee

ISBN: (纸本)9780306470486;9780792385158;0792385152

From the Publisher: Verilog™ Quickstart , Second Edition, has been revised and updated in accordance with the new IEEE 1364-1999 standard, much of which applies to synthesizable Verilog. New examples have been included as well as additional material added throughout. Verilog™ Quickstart , Second Edition, focuses on the most commonly used elements of the Verilog Hardware Description Language used by designers for simulation and synthesis of ASICS and FPGAs. This book makes learning Verilog easy by following a well proven approach used in the author's classes for many years. Verilog™ Quickstart , Second Edition, is a basic, practical, introductory textbook for professionals and students alike. This book explains how a designer can be more effective through the use of the Verilog Hardware Description Language to simulate and document a design. Verilog™ Quickstart , Second Edition, presents some of the formal Verilog syntax and definitions and then shows practical uses. This book does not oversimplify the Verilog language nor does it emphasize theory. Verilog™ Quickstart , Second Edition, has over 100 examples that are used to illustrate aspects of the language. The later chapters focus on working with modeling style and explaining why and when one would use different elements of the language. Another feature of the book is the chapter on state machine modeling. There is a chapter on test benches and testing strategy as well as a chapter on debugging. Verilog™ Quickstart , Second Edition, is designed to teach the Verilog language, to show the designer how to model in Verilog and to explain the basics of using Verilog simulators. Theaccompanying disk contains over 100 runable Verilog examples from the book.

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