Anomaly Detection And Fault Localization Using Runtime State Models

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Anomaly Detection and Fault Localization Using Runtime State Models

Author : Cheng, Xi
Publisher :
ISBN 13 :
Total Pages : 91 pages
Book Rating : 4.:/5 (973 download)

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Book Synopsis Anomaly Detection and Fault Localization Using Runtime State Models by : Cheng, Xi

Download or read book Anomaly Detection and Fault Localization Using Runtime State Models written by Cheng, Xi and published by . This book was released on 2016 with total page 91 pages. Available in PDF, EPUB and Kindle. Book excerpt: Software systems are impacting every aspect of our daily lives, making software failures expensive, even life endangering. Despite rigorous testing, software bugs inevitably exist, especially in complex systems. Existing tools to aid debugging, such as tracing, profiling, and logging facilities, reveal the behavior of a program's execution; however, they require the developers to manually correlate the data to diagnose faults. This work is the first to introduce the Runtime State Model, a summarization of a program's behavior, for software anomaly detection and fault localization. A Runtime State Model is constructed from variables' value change events of an execution. It consists of a set of states, and state transitions, where a state is a set of variables with their current values, and a state transition is induced by a variable's value change. Comparisons between states from difference executions can be conducted to detect software anomalies. Deviations from the healthy states also help explain and locate faults in the source code. To automate this process, we implement Xtract, a facility that automatically extracts runtime traces from the Java Virtual Machines and constructs Runtime State Models for multiple simultaneous Java applications. Our evaluation provides evidence that Runtime State Models might be effective in detecting and locating injected faults to a RUBiS server with Xtract.

Embedded Software Verification and Debugging

Author : Djones Lettnin
Publisher : Springer
ISBN 13 : 1461422663
Total Pages : 220 pages
Book Rating : 4.4/5 (614 download)

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Book Synopsis Embedded Software Verification and Debugging by : Djones Lettnin

Download or read book Embedded Software Verification and Debugging written by Djones Lettnin and published by Springer. This book was released on 2017-04-17 with total page 220 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book provides comprehensive coverage of verification and debugging techniques for embedded software, which is frequently used in safety critical applications (e.g., automotive), where failures are unacceptable. Since the verification of complex systems needs to encompass the verification of both hardware and embedded software modules, this book focuses on verification and debugging approaches for embedded software with hardware dependencies. Coverage includes the entire flow of design, verification and debugging of embedded software and all key approaches to debugging, dynamic, static, and hybrid verification. This book discusses the current, industrial embedded software verification flow, as well as emerging trends with focus on formal and hybrid verification and debugging approaches.

Service-Oriented Computing – ICSOC 2020 Workshops

Author : Hakim Hacid
Publisher : Springer Nature
ISBN 13 : 3030763528
Total Pages : 660 pages
Book Rating : 4.0/5 (37 download)

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Book Synopsis Service-Oriented Computing – ICSOC 2020 Workshops by : Hakim Hacid

Download or read book Service-Oriented Computing – ICSOC 2020 Workshops written by Hakim Hacid and published by Springer Nature. This book was released on 2021-05-29 with total page 660 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book constitutes revised and selected papers from the scientific satellite events held in conjunction with the18th International Conference on Service-Oriented Computing, ICSOC 2020. The conference was held virtually during December 14-17, 2020. A total of 125 submissions were received for the satellite events. The volume includes 9 papers from the PhD Symposium Track, 4 papers from the Demonstration Track, and 45 papers from the following workshops: International Workshop on Artificial Intelligence for IT Operations (AIOps) International Workshop on Cyber Forensics and Threat Investigations Challenges in Emerging Infrastructures (CFTIC 2020) 2nd Workshop on Smart Data Integration and Processing (STRAPS 2020) International Workshop on AI-enabled Process Automation (AI-PA 2020) International Workshop on Artificial Intelligence in the IoT Security Services (AI-IOTS 2020)

Predictive Maintenance in Dynamic Systems

Author : Edwin Lughofer
Publisher : Springer
ISBN 13 : 3030056457
Total Pages : 567 pages
Book Rating : 4.0/5 (3 download)

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Book Synopsis Predictive Maintenance in Dynamic Systems by : Edwin Lughofer

Download or read book Predictive Maintenance in Dynamic Systems written by Edwin Lughofer and published by Springer. This book was released on 2019-02-28 with total page 567 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book provides a complete picture of several decision support tools for predictive maintenance. These include embedding early anomaly/fault detection, diagnosis and reasoning, remaining useful life prediction (fault prognostics), quality prediction and self-reaction, as well as optimization, control and self-healing techniques. It shows recent applications of these techniques within various types of industrial (production/utilities/equipment/plants/smart devices, etc.) systems addressing several challenges in Industry 4.0 and different tasks dealing with Big Data Streams, Internet of Things, specific infrastructures and tools, high system dynamics and non-stationary environments . Applications discussed include production and manufacturing systems, renewable energy production and management, maritime systems, power plants and turbines, conditioning systems, compressor valves, induction motors, flight simulators, railway infrastructures, mobile robots, cyber security and Internet of Things. The contributors go beyond state of the art by placing a specific focus on dynamic systems, where it is of utmost importance to update system and maintenance models on the fly to maintain their predictive power.

Formal Concept Analysis

Author : Bernhard Ganter
Publisher : Springer Science & Business Media
ISBN 13 : 3540278915
Total Pages : 359 pages
Book Rating : 4.5/5 (42 download)

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Book Synopsis Formal Concept Analysis by : Bernhard Ganter

Download or read book Formal Concept Analysis written by Bernhard Ganter and published by Springer Science & Business Media. This book was released on 2005-07-14 with total page 359 pages. Available in PDF, EPUB and Kindle. Book excerpt: Formal concept analysis has been developed as a field of applied mathematics based on the mathematization of concept and concept hierarchy. It thereby allows us to mathematically represent, analyze, and construct conceptual structures. The formal concept analysis approach has been proven successful in a wide range of application fields. This book constitutes a comprehensive and systematic presentation of the state of the art of formal concept analysis and its applications. The first part of the book is devoted to foundational and methodological topics. The contributions in the second part demonstrate how formal concept analysis is successfully used outside of mathematics, in linguistics, text retrieval, association rule mining, data analysis, and economics. The third part presents applications in software engineering.

Trusted Computing and Information Security

Author : Huanguo Zhang
Publisher : Springer
ISBN 13 : 981135913X
Total Pages : 410 pages
Book Rating : 4.8/5 (113 download)

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Book Synopsis Trusted Computing and Information Security by : Huanguo Zhang

Download or read book Trusted Computing and Information Security written by Huanguo Zhang and published by Springer. This book was released on 2019-01-08 with total page 410 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book constitutes the refereed proceedings of the Chinese Conference on Trusted Computing and Information Security, CTCIS 2018, held in Wuhan, China, in October 2018. The 24 revised full papers presented were carefully reviewed and selected from 73 submissions. The papers are centered around cryptography, systems security, trusted computing, information security, and network security.

Performance Evaluation: Metrics, Models and Benchmarks

Author : Samuel Kounev
Publisher : Springer
ISBN 13 : 3540698140
Total Pages : 331 pages
Book Rating : 4.5/5 (46 download)

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Book Synopsis Performance Evaluation: Metrics, Models and Benchmarks by : Samuel Kounev

Download or read book Performance Evaluation: Metrics, Models and Benchmarks written by Samuel Kounev and published by Springer. This book was released on 2008-06-29 with total page 331 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book constitutes the refereed proceedings of the SPEC International Performance Evaluation Workshop, SIPEW 2008, held in Darmstadt, Germany, in June 2008. The 17 revised full papers presented together with 3 keynote talks were carefully reviewed and selected out of 39 submissions for inclusion in the book. The papers are organized in topical sections on models for software performance engineering; benchmarks and workload characterization; Web services and service-oriented architectures; power and performance; and profiling, monitoring and optimization.

Traffic Anomaly Detection

Author : Antonio Cuadra-Sánchez
Publisher : Elsevier
ISBN 13 : 0081008074
Total Pages : 72 pages
Book Rating : 4.0/5 (81 download)

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Book Synopsis Traffic Anomaly Detection by : Antonio Cuadra-Sánchez

Download or read book Traffic Anomaly Detection written by Antonio Cuadra-Sánchez and published by Elsevier. This book was released on 2015-10-31 with total page 72 pages. Available in PDF, EPUB and Kindle. Book excerpt: Traffic Anomaly Detection presents an overview of traffic anomaly detection analysis, allowing you to monitor security aspects of multimedia services. The author's approach is based on the analysis of time aggregation adjacent periods of the traffic. As traffic varies throughout the day, it is essential to consider the concrete traffic period in which the anomaly occurs. This book presents the algorithms proposed specifically for this analysis and an empirical comparative analysis of those methods and settle a new information theory based technique, named "typical day analysis". A new information-theory based technique for traffic anomaly detection (typical day analysis) Introductory chapters to anomaly detection methods including control charts, tests of goodness-of-fit Mutual Information Contains comparative analysis of traffic anomaly detection methods

Three Approaches to Data Analysis

Author : Igor Chikalov
Publisher : Springer Science & Business Media
ISBN 13 : 3642286674
Total Pages : 209 pages
Book Rating : 4.6/5 (422 download)

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Book Synopsis Three Approaches to Data Analysis by : Igor Chikalov

Download or read book Three Approaches to Data Analysis written by Igor Chikalov and published by Springer Science & Business Media. This book was released on 2012-07-28 with total page 209 pages. Available in PDF, EPUB and Kindle. Book excerpt: In this book, the following three approaches to data analysis are presented: - Test Theory, founded by Sergei V. Yablonskii (1924-1998); the first publications appeared in 1955 and 1958, - Rough Sets, founded by Zdzisław I. Pawlak (1926-2006); the first publications appeared in 1981 and 1982, - Logical Analysis of Data, founded by Peter L. Hammer (1936-2006); the first publications appeared in 1986 and 1988. These three approaches have much in common, but researchers active in one of these areas often have a limited knowledge about the results and methods developed in the other two. On the other hand, each of the approaches shows some originality and we believe that the exchange of knowledge can stimulate further development of each of them. This can lead to new theoretical results and real-life applications and, in particular, new results based on combination of these three data analysis approaches can be expected. - Logical Analysis of Data, founded by Peter L. Hammer (1936-2006); the first publications appeared in 1986 and 1988. These three approaches have much in common, but researchers active in one of these areas often have a limited knowledge about the results and methods developed in the other two. On the other hand, each of the approaches shows some originality and we believe that the exchange of knowledge can stimulate further development of each of them. This can lead to new theoretical results and real-life applications and, in particular, new results based on combination of these three data analysis approaches can be expected. These three approaches have much in common, but researchers active in one of these areas often have a limited knowledge about the results and methods developed in the other two. On the other hand, each of the approaches shows some originality and we believe that the exchange of knowledge can stimulate further development of each of them. This can lead to new theoretical results and real-life applications and, in particular, new results based on combination of these three data analysis approaches can be expected.

Scientific and Technical Aerospace Reports

Author :
Publisher :
ISBN 13 :
Total Pages : 1278 pages
Book Rating : 4.:/5 (31 download)

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Book Synopsis Scientific and Technical Aerospace Reports by :

Download or read book Scientific and Technical Aerospace Reports written by and published by . This book was released on 1984 with total page 1278 pages. Available in PDF, EPUB and Kindle. Book excerpt:

Advances in Self-healing Systems Monitoring and Data Processing

Author : Igor Ruban
Publisher : Springer Nature
ISBN 13 : 3030965465
Total Pages : 176 pages
Book Rating : 4.0/5 (39 download)

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Book Synopsis Advances in Self-healing Systems Monitoring and Data Processing by : Igor Ruban

Download or read book Advances in Self-healing Systems Monitoring and Data Processing written by Igor Ruban and published by Springer Nature. This book was released on 2022-03-02 with total page 176 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book presents the systematized research, development and improvement of methods in self-healing communication and control systems. The book presents new models and methods of data processing, focused on the specifics of self-healing systems. The goal is to equip the reader with the necessary knowledge about trends in monitoring and detecting failures, modelling processes and methods of data processing in self-healing communication and control systems.

Network Traffic Anomaly Detection and Prevention

Author : Monowar H. Bhuyan
Publisher : Springer
ISBN 13 : 3319651889
Total Pages : 278 pages
Book Rating : 4.3/5 (196 download)

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Book Synopsis Network Traffic Anomaly Detection and Prevention by : Monowar H. Bhuyan

Download or read book Network Traffic Anomaly Detection and Prevention written by Monowar H. Bhuyan and published by Springer. This book was released on 2017-09-03 with total page 278 pages. Available in PDF, EPUB and Kindle. Book excerpt: This indispensable text/reference presents a comprehensive overview on the detection and prevention of anomalies in computer network traffic, from coverage of the fundamental theoretical concepts to in-depth analysis of systems and methods. Readers will benefit from invaluable practical guidance on how to design an intrusion detection technique and incorporate it into a system, as well as on how to analyze and correlate alerts without prior information. Topics and features: introduces the essentials of traffic management in high speed networks, detailing types of anomalies, network vulnerabilities, and a taxonomy of network attacks; describes a systematic approach to generating large network intrusion datasets, and reviews existing synthetic, benchmark, and real-life datasets; provides a detailed study of network anomaly detection techniques and systems under six different categories: statistical, classification, knowledge-base, cluster and outlier detection, soft computing, and combination learners; examines alert management and anomaly prevention techniques, including alert preprocessing, alert correlation, and alert post-processing; presents a hands-on approach to developing network traffic monitoring and analysis tools, together with a survey of existing tools; discusses various evaluation criteria and metrics, covering issues of accuracy, performance, completeness, timeliness, reliability, and quality; reviews open issues and challenges in network traffic anomaly detection and prevention. This informative work is ideal for graduate and advanced undergraduate students interested in network security and privacy, intrusion detection systems, and data mining in security. Researchers and practitioners specializing in network security will also find the book to be a useful reference.

Knowledge Processing and Decision Making in Agent-Based Systems

Author : Lakhmi C Jain
Publisher : Springer Science & Business Media
ISBN 13 : 3540880488
Total Pages : 325 pages
Book Rating : 4.5/5 (48 download)

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Book Synopsis Knowledge Processing and Decision Making in Agent-Based Systems by : Lakhmi C Jain

Download or read book Knowledge Processing and Decision Making in Agent-Based Systems written by Lakhmi C Jain and published by Springer Science & Business Media. This book was released on 2009-01-17 with total page 325 pages. Available in PDF, EPUB and Kindle. Book excerpt: Knowledge processing and decision making in agent-based systems constitute the key components of intelligent machines. The contributions included in the book are: Innovations in Knowledge Processing and Decision Making in Agent-Based Systems Towards Real-World HTN Planning Agents Mobile Agent-Based System for Distributed Software Maintenance Software Agents in New Generation Networks: Towards the Automation of Telecom Processes Multi-agent Systems and Paraconsistent Knowledge An Agent-based Negotiation Platform for Collaborative Decision-Making in Construction Supply Chain An Event-Driven Algorithm for Agents at the Web A Generic Mobile Agent Framework Toward Ambient Intelligence Developing Actionable Trading Strategies Agent Uncertainty Model and Quantum Mechanics Representation Agent Transportation Layer Adaptation System Software Agents to Enable Service Composition through Negotiation Advanced Technology Towards Developing Decentralized Autonomous Flexible Manufacturing Systems

Readings in Model-based Diagnosis

Author : Walter Hamscher
Publisher :
ISBN 13 :
Total Pages : 544 pages
Book Rating : 4.3/5 (91 download)

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Book Synopsis Readings in Model-based Diagnosis by : Walter Hamscher

Download or read book Readings in Model-based Diagnosis written by Walter Hamscher and published by . This book was released on 1992 with total page 544 pages. Available in PDF, EPUB and Kindle. Book excerpt: This readings book is about artificial intelligence techniques for the diagnosis of engineered systems based on a general purpose model of the internal structure and behavior of the target device.

Cooperative Bug Isolation

Author : Ben Liblit
Publisher : Springer
ISBN 13 : 3540718788
Total Pages : 113 pages
Book Rating : 4.5/5 (47 download)

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Book Synopsis Cooperative Bug Isolation by : Ben Liblit

Download or read book Cooperative Bug Isolation written by Ben Liblit and published by Springer. This book was released on 2007-05-04 with total page 113 pages. Available in PDF, EPUB and Kindle. Book excerpt: This monograph presents a new and fundamental approach to software analysis that will provide a source of ideas and inspiration for many years to come. It constitutes a thoroughly revised and extended version of the author's PhD thesis, which was selected as the winning thesis of the 2005 ACM Doctoral Dissertation Competition. Ben Liblit did his PhD work at the University of California, Berkeley, with Alexander Aiken as thesis adviser.

Deep Learning for Computer Vision

Author : Jason Brownlee
Publisher : Machine Learning Mastery
ISBN 13 :
Total Pages : 564 pages
Book Rating : 4./5 ( download)

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Book Synopsis Deep Learning for Computer Vision by : Jason Brownlee

Download or read book Deep Learning for Computer Vision written by Jason Brownlee and published by Machine Learning Mastery. This book was released on 2019-04-04 with total page 564 pages. Available in PDF, EPUB and Kindle. Book excerpt: Step-by-step tutorials on deep learning neural networks for computer vision in python with Keras.

IoT Streams for Data-Driven Predictive Maintenance and IoT, Edge, and Mobile for Embedded Machine Learning

Author : Joao Gama
Publisher : Springer Nature
ISBN 13 : 3030667707
Total Pages : 317 pages
Book Rating : 4.0/5 (36 download)

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Book Synopsis IoT Streams for Data-Driven Predictive Maintenance and IoT, Edge, and Mobile for Embedded Machine Learning by : Joao Gama

Download or read book IoT Streams for Data-Driven Predictive Maintenance and IoT, Edge, and Mobile for Embedded Machine Learning written by Joao Gama and published by Springer Nature. This book was released on 2021-01-09 with total page 317 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book constitutes selected papers from the Second International Workshop on IoT Streams for Data-Driven Predictive Maintenance, IoT Streams 2020, and First International Workshop on IoT, Edge, and Mobile for Embedded Machine Learning, ITEM 2020, co-located with ECML/PKDD 2020 and held in September 2020. Due to the COVID-19 pandemic the workshops were held online. The 21 full papers and 3 short papers presented in this volume were thoroughly reviewed and selected from 35 submissions and are organized according to the workshops and their topics: IoT Streams 2020: Stream Learning; Feature Learning; ITEM 2020: Unsupervised Machine Learning; Hardware; Methods; Quantization.