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Focusing Solutions for Data Mining
In the first part, this book analyzes the knowledge discovery process in order to understand the relations between knowledge discovery steps and focusing. The part devoted to the development of focusing solutions opens with an analysis of the state of the art, then introduces the relevant techniques, and finally culminates in implementing a unified approach as a generic sampling algorithm, which is then integrated into a commercial data mining system. The last part evaluates specific focusing solutions in various application domains. The book provides various appendicies enhancing easy accessibility. The book presents a comprehensive introduction to focusing in the context of data mining and knowledge discovery. It is written for researchers and advanced students, as well as for professionals applying data mining and knowledge discovery techniques in practice.
Risk Measurement, Econometrics and Neural Networks
This book comprises the articles of the 6th Econometric Workshop in Karlsruhe, Germany. In the first part approaches from traditional econometrics and innovative methods from machine learning such as neural nets are applied to financial issues. Neural Networks are successfully applied to different areas such as debtor analysis, forecasting and corporate finance. In the second part various aspects from Value-at-Risk are discussed. The proceedings describe the legal framework, review the basics and discuss new approaches such as shortfall measures and credit risk.
Data Mining
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Advances in Case-Based Reasoning
This book constitutes the refereed proceedings of the 8th European Conference on Case-Based Reasoning, ECCBR 2004, held in Fethiye, Turkey in September 2006. The book presents 31 revised full papers and 5 revised application papers together with 2 invited papers and 2 abstracts of invited talks. The coverage represents snapshot of current current issues in case-based reasoning, ranging from theoretical and methodological issues to advanced applications in various fields.
Credit Risk
New developments in measuring, evaluating and managing credit risk are discussed in this volume. Addressing both practitioners in the banking sector and resesarch institutions, the book provides a manifold view on one of the most-discussed topics in finance. Among the subjects treated are important issues, such as: the consequences of the new Basel Capital Accord (Basel II), different applications of credit risk models, and new methodologies in rating and measuring credit portfolio risk. The volume provides an overview of recent developments as well as future trends: a state-of-the-art compendium in the area of credit risk.
Principles of Data Mining and Knowledge Discovery
This book constitutes the refereed proceedings of the 4th European Conference on Principles and Practice of Knowledge Discovery in Databases, PKDD 2000, held in Lyon, France in September 2000. The 86 revised papers included in the book correspond to the 29 oral presentations and 57 posters presented at the conference. They were carefully reviewed and selected from 147 submissions. The book offers topical sections on new directions, rules and trees, databases and reward-based learning, classification, association rules and exceptions, instance-based discovery, clustering, and time series analysis.
Intelligent Information and Database Systems
The three-volume set LNAI 7196, LNAI 7197 and LNAI 7198 constitutes the refereed proceedings of the 4th Asian Conference on Intelligent Information and Database Systems, ACIIDS 2012, held in Kaohsiung, Taiwan in March 2012. The 161 revised papers presented were carefully reviewed and selected from more than 472 submissions. The papers included cover the following topics: intelligent database systems, data warehouses and data mining, natural language processing and computational linguistics, semantic Web, social networks and recommendation systems, collaborative systems and applications, e-bussiness and e-commerce systems, e-learning systems, information modeling and requirements engineering, information retrieval systems, intelligent agents and multi-agent systems, intelligent information systems, intelligent internet systems, intelligent optimization techniques, object-relational DBMS, ontologies and knowledge sharing, semi-structured and XML database systems, unified modeling language and unified processes, Web services and semantic Web, computer networks and communication systems.
Datamining und Computational Finance
Der Schwerpunkt des siebten Karlsruher Ökonometrie-Workshops lag auf der Anwendung Neuronaler Netze bei Finanzzeitreihen, dem Einsatz von Datamining und Maschinellen Lernverfahren bei Fragestellungen des Finanzbereichs und quantitativen Methoden zur Beurteilung von Markt- und Länderrisiken. Das Spektrum ausgewählter Referate in diesem Buch, u.a. auch von international renommierten Experten, reicht von allgemeinen Betrachtungen zur Prognose mit Neuronalen Netzen und empirischen Ergebnissen für Wechselkurse, Rentenmärkte und Absatzzahlen über die Beurteilung von Marktrisiken und die Kreditüberwachung mit Maschinellen Lernverfahren bis zur Ermittlung und Einschätzung von Länderrisiken. Dieser Band berichtet über die aktuelle Entwicklung in diesen Gebieten und bietet ein Forum für Diskussionen.
Text Mining
Text Mining – Theoretical Aspects and Applications presents contributions from researchers from different disciplines. Each of them is studying the problem of mining text according to his scientific background: artificial intelligence, computational linguistics, document analysis, machine learning, information retrieval, pattern recognition. Their common goal is to analyse huge text collections in real world applications in order to support knowledge-intensive processes.
Illegal Immigration and Economic Welfare
Illegal immigration is a problem to not only a labor importing country but also to a labor exporting country, since the implementation of strict immigration policies, i.e., border patrol and employer sanctions, affects both economies. The purpose of this book is to complement previous studies on deportable aliens. The effects of such enforcement policies on the income or welfare of the foreign (labor exporting) country, the home (labor importing) country, and the combined (global) income of the two countries are examined.
