New Developments In Unsupervised Outlier Detection

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New Developments in Unsupervised Outlier Detection

Xiaochun Wang,Xiali Wang,Mitch Wilkes
New Developments in Unsupervised Outlier Detection Book PDF

Author : Xiaochun Wang,Xiali Wang,Mitch Wilkes
Publisher : Springer Nature
Page : 287 pages
File Size : 47,7 Mb
Release : 2020-11-24
Category : Technology & Engineering
ISBN : 9789811595196

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New Developments in Unsupervised Outlier Detection by Xiaochun Wang,Xiali Wang,Mitch Wilkes Pdf

This book enriches unsupervised outlier detection research by proposing several new distance-based and density-based outlier scores in a k-nearest neighbors’ setting. The respective chapters highlight the latest developments in k-nearest neighbor-based outlier detection research and cover such topics as our present understanding of unsupervised outlier detection in general; distance-based and density-based outlier detection in particular; and the applications of the latest findings to boundary point detection and novel object detection. The book also offers a new perspective on bridging the gap between k-nearest neighbor-based outlier detection and clustering-based outlier detection, laying the groundwork for future advances in unsupervised outlier detection research. The authors hope the algorithms and applications proposed here will serve as valuable resources for outlier detection researchers for years to come.

Outlier Detection: Techniques and Applications

N. N. R. Ranga Suri,Narasimha Murty M,G. Athithan
Outlier Detection Techniques and Applications Book PDF

Author : N. N. R. Ranga Suri,Narasimha Murty M,G. Athithan
Publisher : Springer
Page : 214 pages
File Size : 41,5 Mb
Release : 2019-01-10
Category : Technology & Engineering
ISBN : 9783030051273

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Outlier Detection: Techniques and Applications by N. N. R. Ranga Suri,Narasimha Murty M,G. Athithan Pdf

This book, drawing on recent literature, highlights several methodologies for the detection of outliers and explains how to apply them to solve several interesting real-life problems. The detection of objects that deviate from the norm in a data set is an essential task in data mining due to its significance in many contemporary applications. More specifically, the detection of fraud in e-commerce transactions and discovering anomalies in network data have become prominent tasks, given recent developments in the field of information and communication technologies and security. Accordingly, the book sheds light on specific state-of-the-art algorithmic approaches such as the community-based analysis of networks and characterization of temporal outliers present in dynamic networks. It offers a valuable resource for young researchers working in data mining, helping them understand the technical depth of the outlier detection problem and devise innovative solutions to address related challenges.

New Trends in Databases and Information Systems

Mārīte Kirikova,Kjetil Nørvåg,George A. Papadopoulos,Johann Gamper,Robert Wrembel,Jérôme Darmont,Stefano Rizzi
New Trends in Databases and Information Systems Book PDF

Author : Mārīte Kirikova,Kjetil Nørvåg,George A. Papadopoulos,Johann Gamper,Robert Wrembel,Jérôme Darmont,Stefano Rizzi
Publisher : Springer
Page : 434 pages
File Size : 55,9 Mb
Release : 2017-09-08
Category : Computers
ISBN : 9783319671628

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New Trends in Databases and Information Systems by Mārīte Kirikova,Kjetil Nørvåg,George A. Papadopoulos,Johann Gamper,Robert Wrembel,Jérôme Darmont,Stefano Rizzi Pdf

This book constitutes the thoroughly refereed short papers, workshops and doctoral consortium papers of the 21th European Conference on Advances in Databases and Information Systems, ADBIS 2017, held in Nicosia, Cyprus, in September 2017. The 25 full and 4 short workshop papers and the 12 short papers of the main conference were carefully reviewed and selected from 160 submissions. The papers from the following workshops have been included in the proceedings: the first workshop on Data-Driven Approaches for Analyzing and Managing Scholarly Data, AMSD 2017; the first workshop on Novel Techniques for Integrating Big Data, BigNovelTI 2017; the first international workshop on Data Science: Methodologies and Use-Cases, DaS 2017; the second international workshop on Semantic Web for Cultural Heritage, SW4CH 2017.

New Trends in Computational Vision and Bio-inspired Computing

S. Smys,Abdullah M. Iliyasu,Robert Bestak,Fuqian Shi
New Trends in Computational Vision and Bio inspired Computing Book PDF

Author : S. Smys,Abdullah M. Iliyasu,Robert Bestak,Fuqian Shi
Publisher : Springer Nature
Page : 1664 pages
File Size : 42,7 Mb
Release : 2020-09-27
Category : Computers
ISBN : 9783030418625

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New Trends in Computational Vision and Bio-inspired Computing by S. Smys,Abdullah M. Iliyasu,Robert Bestak,Fuqian Shi Pdf

This volume gathers selected, peer-reviewed original contributions presented at the International Conference on Computational Vision and Bio-inspired Computing (ICCVBIC) conference which was held in Coimbatore, India, on November 29-30, 2018. The works included here offer a rich and diverse sampling of recent developments in the fields of Computational Vision, Fuzzy, Image Processing and Bio-inspired Computing. The topics covered include computer vision; cryptography and digital privacy; machine learning and artificial neural networks; genetic algorithms and computational intelligence; the Internet of Things; and biometric systems, to name but a few. The applications discussed range from security, healthcare and epidemic control to urban computing, agriculture and robotics. In this book, researchers, graduate students and professionals will find innovative solutions to real-world problems in industry and society as a whole, together with inspirations for further research.

The State of the Art in Intrusion Prevention and Detection

Al-Sakib Khan Pathan
The State of the Art in Intrusion Prevention and Detection Book PDF

Author : Al-Sakib Khan Pathan
Publisher : CRC Press
Page : 492 pages
File Size : 45,6 Mb
Release : 2014-01-29
Category : Computers
ISBN : 9781482203523

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The State of the Art in Intrusion Prevention and Detection by Al-Sakib Khan Pathan Pdf

The State of the Art in Intrusion Prevention and Detection analyzes the latest trends and issues surrounding intrusion detection systems in computer networks, especially in communications networks. Its broad scope of coverage includes wired, wireless, and mobile networks; next-generation converged networks; and intrusion in social networks.Presenti

New Trends in Information and Communications Technology Applications

Abbas M. Al-Bakry,Safaa O. Al-Mamory,Mouayad A. Sahib,Haitham S. Hasan,George S. Oreku,Thaker M. Nayl,Jaafar A. Al-Dhaibani
New Trends in Information and Communications Technology Applications Book PDF

Author : Abbas M. Al-Bakry,Safaa O. Al-Mamory,Mouayad A. Sahib,Haitham S. Hasan,George S. Oreku,Thaker M. Nayl,Jaafar A. Al-Dhaibani
Publisher : Springer Nature
Page : 269 pages
File Size : 55,8 Mb
Release : 2020-08-12
Category : Computers
ISBN : 9783030553401

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New Trends in Information and Communications Technology Applications by Abbas M. Al-Bakry,Safaa O. Al-Mamory,Mouayad A. Sahib,Haitham S. Hasan,George S. Oreku,Thaker M. Nayl,Jaafar A. Al-Dhaibani Pdf

This book constitutes refereed proceedings of the 4th International Conference on New Trends in Information and Communications Technology Applications, NTICT 2020, held on June 15, 2020. The NTICT conference was planned to take place in Baghdad on March 11-12, 2019, but due to the COVID-19 pandemic the conference has been postponed on June 15, 2020 and moved to the virtual format. The 15 full papers and 3 short papers presented were thoroughly reviewed and selected from 90 qualified submissions. The volume presents the latest research results in such areas as network protocols, overlay and other logical network structures, wireless access networks, computer vision, machine learning, artificial Intelligence, data mining, control methods.

Information, Communication and Computing Technology

Costin Badica,Panos Liatsis,Latika Kharb,Deepak Chahal
Information Communication and Computing Technology Book PDF

Author : Costin Badica,Panos Liatsis,Latika Kharb,Deepak Chahal
Publisher : Springer Nature
Page : 306 pages
File Size : 42,9 Mb
Release : 2020-11-04
Category : Computers
ISBN : 9789811596711

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Information, Communication and Computing Technology by Costin Badica,Panos Liatsis,Latika Kharb,Deepak Chahal Pdf

This book constitutes the refereed proceedings of the 5th International Conference on Information, Communication and Computing Technology, ICICCT 2020, held in New Delhi, India*, in May 2020. The 24 full papers and one short paper presented in this volume were carefully reviewed and selected from 220 submissions. The papers are organized in topical sections on data communication & networking; advanced computing using machine learning. *The conference was held virutally due to the COVID-19 pandemic.

Similarity Search and Applications

Tomáš Skopal,Fabrizio Falchi,Jakub Lokoč,Maria Luisa Sapino,Ilaria Bartolini,Marco Patella
Similarity Search and Applications Book PDF

Author : Tomáš Skopal,Fabrizio Falchi,Jakub Lokoč,Maria Luisa Sapino,Ilaria Bartolini,Marco Patella
Publisher : Springer Nature
Page : 310 pages
File Size : 49,7 Mb
Release : 2022-09-27
Category : Computers
ISBN : 9783031178498

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Similarity Search and Applications by Tomáš Skopal,Fabrizio Falchi,Jakub Lokoč,Maria Luisa Sapino,Ilaria Bartolini,Marco Patella Pdf

This book constitutes the refereed proceedings of the 15th International Conference on Similarity Search and Applications, SISAP 2022, held in Bologna, Italy in October 2022. SISAP 2022 is an annual international conference for researchers focusing on similarity search challenges and related theoretical/practical problems, as well as the design of content-based similarity search applications. The 15 full papers presented together with 8 short and 2 doctoral symposium papers were carefully reviewed and selected from 34 submissions. They were organized in topical sections as follows: Applications; Foundations; Indexing and Clustering; Learning; Doctoral Symposium.

Advances in Intelligent Computing

De-Shuang Huang
Advances in Intelligent Computing Book PDF

Author : De-Shuang Huang
Publisher : Springer Science & Business Media
Page : 1127 pages
File Size : 47,5 Mb
Release : 2005-08-11
Category : Computers
ISBN : 9783540282266

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Advances in Intelligent Computing by De-Shuang Huang Pdf

The two-volume set LNCS 3644 and LNCS 3645 constitute the refereed proceedings of the International Conference on Intelligent Computing, ICIC 2005, held in Hefei, China, in August 2005. The program committee selected 215 carefully revised full papers for presentation in two volumes from over 2000 submissions, based on rigorous peer reviews. The first volume includes all the contributions related with perceptual and pattern recognition, informatics theories and applications computational neuroscience and bioscience, models and methods, and learning systems. The second volume collects the papers related with genomics and proteomics, adaptation and decision making, applications and hardware, and other applications.

Hands-On Unsupervised Learning Using Python

Ankur A. Patel
Hands On Unsupervised Learning Using Python Book PDF

Author : Ankur A. Patel
Publisher : "O'Reilly Media, Inc."
Page : 310 pages
File Size : 50,9 Mb
Release : 2019-02-21
Category : Computers
ISBN : 9781492035596

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Hands-On Unsupervised Learning Using Python by Ankur A. Patel Pdf

Many industry experts consider unsupervised learning the next frontier in artificial intelligence, one that may hold the key to general artificial intelligence. Since the majority of the world's data is unlabeled, conventional supervised learning cannot be applied. Unsupervised learning, on the other hand, can be applied to unlabeled datasets to discover meaningful patterns buried deep in the data, patterns that may be near impossible for humans to uncover. Author Ankur Patel shows you how to apply unsupervised learning using two simple, production-ready Python frameworks: Scikit-learn and TensorFlow using Keras. With code and hands-on examples, data scientists will identify difficult-to-find patterns in data and gain deeper business insight, detect anomalies, perform automatic feature engineering and selection, and generate synthetic datasets. All you need is programming and some machine learning experience to get started. Compare the strengths and weaknesses of the different machine learning approaches: supervised, unsupervised, and reinforcement learning Set up and manage machine learning projects end-to-end Build an anomaly detection system to catch credit card fraud Clusters users into distinct and homogeneous groups Perform semisupervised learning Develop movie recommender systems using restricted Boltzmann machines Generate synthetic images using generative adversarial networks

Advances in Knowledge Discovery and Data Mining

Zhi-Hua Zhou,Hang Li,Qiang Yang
Advances in Knowledge Discovery and Data Mining Book PDF

Author : Zhi-Hua Zhou,Hang Li,Qiang Yang
Publisher : Springer Science & Business Media
Page : 2367 pages
File Size : 47,7 Mb
Release : 2007-04-27
Category : Computers
ISBN : 9783540717003

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Advances in Knowledge Discovery and Data Mining by Zhi-Hua Zhou,Hang Li,Qiang Yang Pdf

This book constitutes the refereed proceedings of the 11th Pacific-Asia Conference on Knowledge Discovery and Data Mining, PAKDD 2007, held in Nanjing, China, May 2007. It covers new ideas, original research results and practical development experiences from all KDD-related areas including data mining, machine learning, data warehousing, data visualization, automatic scientific discovery, knowledge acquisition and knowledge-based systems.

New Trends in Vibration Based Structural Health Monitoring

Arnaud Deraemaeker,Keith Worden
New Trends in Vibration Based Structural Health Monitoring Book PDF

Author : Arnaud Deraemaeker,Keith Worden
Publisher : Springer Science & Business Media
Page : 302 pages
File Size : 48,6 Mb
Release : 2012-01-28
Category : Technology & Engineering
ISBN : 9783709103999

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New Trends in Vibration Based Structural Health Monitoring by Arnaud Deraemaeker,Keith Worden Pdf

This book is a collection of articles covering the six lecture courses given at the CISM School on this topic in 2008. It features contributions by established international experts and offers a coherent and comprehensive overview of the state-of-the art research in the field, thus addressing both postgraduate students and researchers in aerospace, mechanical and civil engineering.

Recent Trends and Future Technology in Applied Intelligence

Malek Mouhoub,Samira Sadaoui,Otmane Ait Mohamed,Moonis Ali
Recent Trends and Future Technology in Applied Intelligence Book PDF

Author : Malek Mouhoub,Samira Sadaoui,Otmane Ait Mohamed,Moonis Ali
Publisher : Springer
Page : 913 pages
File Size : 43,6 Mb
Release : 2018-06-14
Category : Computers
ISBN : 9783319920580

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Recent Trends and Future Technology in Applied Intelligence by Malek Mouhoub,Samira Sadaoui,Otmane Ait Mohamed,Moonis Ali Pdf

This book constitutes the thoroughly refereed proceedings of the 31st International Conference on Industrial, Engineering and Other Applications of Applied Intelligent Systems, IEA/AIE 2018, held in Montreal, QC, Canada, in June 2018. The 53 full papers and 33 short papers presented were carefully reviewed and selected from 146 submissions. They are organized in the following topical sections: constraint solving and optimization; data mining and knowledge discovery; evolutionary computation; expert systems and robotics; knowledge representation, machine learning; meta-heuristics; multi-agent systems; natural language processing; neural networks; planning, scheduling and spatial reasoning; rough sets, Internet of Things (IoT), ubiquitous computing and big data; data science, privacy, and security; inelligent systems approaches in information extraction; and artificial intelligence, law and justice.

Recent Advances in Artificial Intelligence and Data Engineering

Pushparaj Shetty D.,Surendra Shetty
Recent Advances in Artificial Intelligence and Data Engineering Book PDF

Author : Pushparaj Shetty D.,Surendra Shetty
Publisher : Springer Nature
Page : 454 pages
File Size : 40,5 Mb
Release : 2021-10-31
Category : Computers
ISBN : 9789811633423

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Recent Advances in Artificial Intelligence and Data Engineering by Pushparaj Shetty D.,Surendra Shetty Pdf

This book presents select proceedings of the International Conference on Artificial Intelligence and Data Engineering (AIDE 2020). Various topics covered in this book include deep learning, neural networks, machine learning, computational intelligence, cognitive computing, fuzzy logic, expert systems, brain-machine interfaces, ant colony optimization, natural language processing, bioinformatics and computational biology, cloud computing, machine vision and robotics, ambient intelligence, intelligent transportation, sensing and sensor networks, big data challenge, data science, high performance computing, data mining and knowledge discovery, and data privacy and security. The book will be a valuable reference for beginners, researchers, and professionals interested in artificial intelligence, robotics and data engineering.

Progress in Systems Engineering

Henry Selvaraj,Dawid Zydek,Grzegorz Chmaj
Progress in Systems Engineering Book PDF

Author : Henry Selvaraj,Dawid Zydek,Grzegorz Chmaj
Publisher : Springer
Page : 903 pages
File Size : 48,9 Mb
Release : 2014-08-12
Category : Technology & Engineering
ISBN : 9783319084220

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Progress in Systems Engineering by Henry Selvaraj,Dawid Zydek,Grzegorz Chmaj Pdf

This collection of proceedings from the International Conference on Systems Engineering, Las Vegas, 2014 is orientated toward systems engineering, including topics like aero-space, power systems, industrial automation and robotics, systems theory, control theory, artificial intelligence, signal processing, decision support, pattern recognition and machine learning, information and communication technologies, image processing, and computer vision as well as its applications. The volume’s main focus is on models, algorithms, and software tools that facilitate efficient and convenient utilization of modern achievements in systems engineering.