Front Matter - Soft Computing for Data Mining Applications

Efficient tools and algorithms for knowledge discovery in large data sets have been devised during the recent years. These methods exploit the capability of computers to search huge amounts of data in a fast and effective manner. However, the data to be analyzed is imprecise and afflicted with uncertainty. In the case of heterogeneous data sources such as text, audio and video, the data might moreover be ambiguous and partly conflicting. Besides, patterns and relationships of interest are usually vague and approximate. Thus, in order to make the information mining process more robust or say, human-like methods for searching and learning it requires tolerance towards imprecision, uncertainty and exceptions. Thus, they have approximate reasoning capabilities and are capable of handling partial truth. Properties of the aforementioned kind are typical soft computing. Soft computing techniques like Genetic

Mobile Ad Hoc Networks

Guiding readers through the basics of these rapidly emerging networks to more advanced concepts and future expectations, Mobile Ad hoc Networks: Current Status and Future Trends identifies and examines the most pressing research issues in Mobile Ad hoc Networks (MANETs). Containing the contributions of leading researchers, industry professionals, and academics, this forward-looking reference provides an authoritative perspective of the state of the art in MANETs. The book includes surveys of recent publications that investigate key areas of interest such as limited resources and the mobility of mobile nodes. It considers routing, multicast, energy, security, channel assignment, and ensuring quality of service. Also suitable as a text for graduate students, the book is organized into three sections: Fundamentals of MANET Modeling and Simulation—Describes how MANETs operate and perform through simulations and models Communication Protocols of MANETs—Presents cutting-edge research on key issues, including MAC layer issues and routing in high mobility Future Networks Inspired By MANETs—Tackles open research issues and emerging trends Illustrating the role MANETs are likely to play in future networks, this book supplies the foundation and insight you will need to make your own contributions to the field. It includes coverage of routing protocols, modeling and simulations tools, intelligent optimization techniques to multicriteria routing, security issues in FHAMIPv6, connecting moving smart objects to the Internet, underwater sensor networks, wireless mesh network architecture and protocols, adaptive routing provision using Bayesian inference, and adaptive flow control in transport layer using genetic algorithms

Training Manual on Advanced Analytical Tools for Social Science Research Vol.1

Applying appropriate analytical techniques form the backbone of any research endeavor in agriculture, fisheries, and allied sciences. Without proper knowledge of applying statistical/econometric tools, software, and derivation of inferences from the same, it would not be possible to gather relevant interpretations of the investigation. Hence, the importance of well-designed data collection protocol, analysis, and interpretation cannot be underestimated. Such inferences form the basis of sound policy planning and resource management. Technology advancements and the development of analytical software have made the data analysis process less laborious. A basic understanding of the application of advanced analytical tools and their interpretation increases the productivity and efficiency of social science researchers engaged in agriculture/animal/fisheries science research. Hence the Winter School on Advanced Analytical Tools for Social Science Research is designed to enhance the analytical skills of social science researchers from NARES by allowing them to familiarize with advanced analytical procedures and their practical applications. This Winter School is a step towards familiarizing recent analytical techniques in social science to derive quality research outputs. The course is designed to acquaint the participants with areas such as exploratory data analysis, sampling techniques, data classificatory techniques, non–parametric methods, econometric analysis, and time series modeling, etc. Lectures on GIS/Spatial modeling, scaling techniques, data mining and big data analytics, machine learning techniques, and ecosystem evaluation have also been touched upon. The course is more practical-oriented, with a greater emphasis on interpreting the results. It employs a combination of lectures and exercises using statistical software

Mobile Ad Hoc Networks

Guiding readers through the basics of these rapidly emerging networks to more advanced concepts and future expectations, Mobile Ad hoc Networks: Current Status and Future Trends identifies and examines the most pressing research issues in Mobile Ad hoc Networks (MANETs). Containing the contributions of leading researchers, industry professionals, and academics, this forward-looking reference provides an authoritative perspective of the state of the art in MANETs. The book includes surveys of recent publications that investigate key areas of interest such as limited resources and the mobility of mobile nodes. It considers routing, multicast, energy, security, channel assignment, and ensuring quality of service. Also suitable as a text for graduate students, the book is organized into three sections: Fundamentals of MANET Modeling and Simulation—Describes how MANETs operate and perform through simulations and models Communication Protocols of MANETs—Presents cutting-edge research on key issues, including MAC layer issues and routing in high mobility Future Networks Inspired By MANETs—Tackles open research issues and emerging trends Illustrating the role MANETs are likely to play in future networks, this book supplies the foundation and insight you will need to make your own contributions to the field. It includes coverage of routing protocols, modeling and simulations tools, intelligent optimization techniques to multicriteria routing, security issues in FHAMIPv6, connecting moving smart objects to the Internet, underwater sensor networks, wireless mesh network architecture and protocols, adaptive routing provision using Bayesian inference, and adaptive flow control in transport layer using genetic algorithms

Ein Fixpunkt-Kalkül zur Charakterisierung interaktiven Verhaltens von Informationssystemen

The dynamics of an information system (IS) is characterized not only by its computational behavior, but also by its interactive behavior. Interactive dynamics forms an integral part of most information systems. Despite this, an understanding of the interactive nature of an IS is still low. Interaction impacts expressiveness of an IS at such fundamental levels that Wegner [Weg97, Weg99a] came with a contention saying interactive behavior cannot be modeled by Turing Machines (TMs). A TM is considered the foundational model of computation. It models computable functions that map between problem and solution domains. However, a TM models only non-interactive mappings. A mapping between a problem and a solution domain that is interactive in nature can change its direction of computation resulting from intermediate interactions. Based on this contention, Wegner proposes interaction (rather than computation) as the fundamental framework for IS modeling [Weg99]. In this thesis, we address Wegner's contention and the nature of interactive dynamics. An information system is modeled as a collection of semantic processes or Problem Solving Processes (PSPs). If these PSPs are interactive in nature, they are called open systems; and if they are non-interactive, such an IS is called a closed system. Intuitively, open system dynamics are known to be richer than closed system dynamics. We make this distinction precise in this thesis. Interaction is shown to be made up of three properties: computation, persistence of state across computations, and channel sensitivity. Persistence of state and channel sensitivity each contribute to richer behavioral semantics than just computation. This is shown by introducing a concept called the solution space of a semantic process. A solution space is the abstract domain characterized by the process dynamics. Interactive solution spaces are found to be richer than algorithmic solution spaces and also interactive solution spaces require at least a three-valued system of logic for their characterization. The earlier question of interactive behavior as applied to IS design is then revisited. Interactive dynamics of an IS characterize the IS functionality. We call the solution space of interactive IS behavior as its interaction space. The interaction space of an IS is contrasted with the object space of the IS which is concerned with the IS structure and state maintenance dynamics. The interaction space has a degree of autonomy with respect to the object space. This aspect is often not acknowledged in IS design, resulting in the intermixing of structural and functionality concerns. Separating these concerns can avoid certain conflicting problems in IS design, as well as provide better maintainability. We call this the "dual" nature of open systems. Based on this insight we propose an IS design paradigm called dualism, where an IS model is made up of an object schema, characterizing the IS structure and an interaction schema, characterizing the IS functionality. The interaction schema is characterized by a three-valued system of logic, representing a set of obligated (or liveness) behavior, permitted (or possible) behavior and forbidden behavior. The system should perform the obligated behavior to be termed functional; it may perform any of the permitted behavior and it may not perform forbidden behavior. An analysis of the dynamics of any real world system can make these three-valued characteristics apparent. Domain theory is used to propose solution space concept, and deontic logic is used to represent the three modalities of interactive IS behavior.Die Dynamik von Informationssystemen wird nicht nur durch das Verhalten der Berechnungen, sondern insbesondere durch das interaktive Verhalten charakterisiert. Demzufolge ist die Charakterisierung der Interaktion ein integraler Bestandteil der Modellierung von Informationssystemen. Obwohl dies allgemein anerkannt ist, wird die interaktive Natur von Informationsssytemen immer noch nicht verstanden. Die Interaktion von Informationssystemen ist so komplex, dass Wegner [Weg97, Weg99a] zu der Schlussfolgerung kam, dass das interaktive Verhalten von Informationssystemen nicht durch Turing Maschinen (TM) charakterisiert werden kann. Die Turing Maschine wird als eines der grundlegenden Modelle der Berechnung angesehen. Turing Maschinen modellieren berechenbare Funktionen, die zwischen Problemen und Lösungsräumen Abbildungen herstellen. Doch modellieren Turing Maschinen nur nicht interaktive Abbildungen. Eine Abbildung zwischen einem Problem und einem Lösungsraum, der essentiell interaktiv ist, kann zur Laufzeit das Resultat der Abbildung und die Abbildung aufgrund von Interaktionen selbst ändern. Auf der Grundlage dieser Beobachtung schlug Wegner vor, die Interaktion als grundlegendes Paradigma von Informationssystemen anstelle von Berechnungen anzunehmen. In dieser Dissertation werden Wegners Vermutung und die Natur des Verhaltens von Interaktion untersucht. Ein Informationssystem wird als eine Kollektion von semantischen Prozessen bzw. Problemlösungsprozessen (PLPs) modelliert. Wenn PLPs essentiell interaktiv sind, werden Systeme dieser Art offene Systeme genannt. Wenn sie nicht interaktiv sind, werden Informationssysteme geschlossene Systeme genannt. Intuitiv kann angenommen werden, dass offene Systeme ein reicheres Verhalten haben als geschlossene Systeme. In dieser Dissertation wird diese Unterscheidung präzisiert. Interaktion basiert auf folgenden drei Eigenschaften: Berechnung, Persistenz von Zustandsveränderungen und Kanalabhängigkeit. Die Persistenz von Zustandsveränderungen und Kanalabhängigkeit ist von der Ausdruckskraft her stärker als die Berechnung. Das wird in der Dissertation durch die Einführung des Lösungsraumes von semantischen Prozessen gezeigt. Ein Lösungsraum ist eine abstrakte Domäne, die durch Prozessdynamik charakterisiert wird. Interaktive Lösungsräume sind demzufolge ausdrucksstärker als algorithmische Lösungsräume. Deshalb erfordert die Darstellung des interaktiven Lösungsraumes eine mindestens dreiwertige Logik. In der Arbeit werden sowohl Fragestellungen, die bereits für Informationssysteme ausreichend untersucht schienen, kritisch hinterfragt, als auch die interaktive Dynamik von Informationssystemen charakterisiert. Der Lösungsraum eines interaktiven Informationssystemes wird demzufolge um den Interaktionsraum erweitert. Dem Interaktionsraum steht der Objektraum des Informationssystemes gegenüber, der durch die Struktur und durch die Zustandsveränderungen des Informationssystemes beschrieben ist. Der Interaktionsraum ist bis zu einem gewissen Grad unabhängig vom Objektraum. Dieser Aspekt wurde bislang für den Entwurf von Informationssystemen nicht berücksichtigt, so dass strukturelle und funktionale Charakterisierungen vermischt wurden. Wenn man diese Charakteristiken separiert, kann man Konflikte, die üblicherweise beim Informationssystementwurf entstehen, vermeiden und dadurch eine bessere Pflege der Informationssysteme erreichen. Wir nennen diesen Zusammenhang den Dualismus von offenen Systemen. Basierend auf diesen Erkenntnissen schlagen wir als Paradigma für den Entwurf von Informationssystemen den Dualismus vor, der erfordert, dass ein Informationssystem durch ein Objektschema charakterisiert wird, das die Struktur darstellt und durch ein Interaktionsschema, das die Funktionaliät darstellt. Das Interaktionsschema wird durch eine dreiwertige Logik charakterisiert, die zum einen das obligatorische Verhalten, zum zweiten das erlaubte Verhalten und zum dritten das verbotene Verhalten charakterisiert. Ein System sollte dem obligatorischen Verhalten genügen, kann entsprechend dem erlaubten Verhalten Zustandsänderungen besitzen, darf allerdings keine Zustandsänderungen zulassen, die als verboten charakterisiert sind. Die Analysis der Dynamik von Systemen in realen Anwendungen zeigt die Sinnfältigkeit dieser dreiwertigen Charakterisierung. Die Domäntheorie ist benutzt worden, um den Lösungsraum zu charakterisieren. Mit deontischer Logik können die drei Modalitäten eines interaktiven Informationssystemes charakterisiert werden

Safety and Reliability - Safe Societies in a Changing World

The contributions cover a wide range of methodologies and application areas for safety and reliability that contribute to safe societies in a changing world. These methodologies and applications include: - foundations of risk and reliability assessment and management - mathematical methods in reliability and safety - risk assessment - risk management - system reliability - uncertainty analysis - digitalization and big data - prognostics and system health management - occupational safety - accident and incident modeling - maintenance modeling and applications - simulation for safety and reliability analysis - dynamic risk and barrier management - organizational factors and safety culture - human factors and human reliability - resilience engineering - structural reliability - natural hazards - security - economic analysis in risk managemen