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Books > Computing & IT > Computer programming > Algorithms & procedures

A Polynomial Translation of Mobile Ambients into Safe Petri Nets - Understanding a Calculus of Hierarchical Protection Domains... A Polynomial Translation of Mobile Ambients into Safe Petri Nets - Understanding a Calculus of Hierarchical Protection Domains (Paperback, 1st ed. 2016)
Susanne Goebel
R1,526 Discovery Miles 15 260 Ships in 18 - 22 working days

The master thesis of Susanne Goebel generates the deep understanding of the Mobile Ambient (MA) calculus that is necessary to use it as a modeling language. Instead of calculus terms a much more convenient representation via MA trees naturally maps to the application area of networks where processes pass hierarchical protection domains like firewalls. The work analyses MA's function principles and derives a translation into Safe Petri nets. It extends to arbitrary MA processes but finiteness of the net and therefore decidability of reachability is only guaranteed for bounded processes. The construction is polynomial in process size and bounds so that reachability analysis is only PSPACE-complete.

Tools and Algorithms for the Construction and Analysis of Systems - 23rd International Conference, TACAS 2017, Held as Part of... Tools and Algorithms for the Construction and Analysis of Systems - 23rd International Conference, TACAS 2017, Held as Part of the European Joint Conferences on Theory and Practice of Software, ETAPS 2017, Uppsala, Sweden, April 22-29, 2017, Proceedings, Part I (Paperback, 1st ed. 2017)
Axel Legay, Tiziana Margaria
R3,041 Discovery Miles 30 410 Ships in 18 - 22 working days

The two-book set LNCS 10205 + 10206 constitutes the proceedings of the 23rd International Conference on Tools and Algorithms for the Construction and Analysis of Systems, TACAS 2017, which took place in Uppsala, Sweden in April 2017, held as Part of the European Joint Conferences on Theory and Practice of Software, ETAPS 2017.The 48 full papers, 4 tool demonstration papers, and 12 software competition papers presented in these volumes were carefully reviewed and selected from 181 submissions to TACAS and 32 submissions to the software competition. They were organized in topical sections named: verification techniques; learning; synthesis; automata; concurrency and bisimulation; hybrid systems; security; run-time verification and logic; quantitative systems; SAT and SMT; and SV COMP.

Supercomputing - Second Russian Supercomputing Days, RuSCDays 2016, Moscow, Russia, September 26-27, 2016, Revised Selected... Supercomputing - Second Russian Supercomputing Days, RuSCDays 2016, Moscow, Russia, September 26-27, 2016, Revised Selected Papers (Paperback, 1st ed. 2016)
Vladimir Voevodin, Sergey Sobolev
R2,386 Discovery Miles 23 860 Ships in 18 - 22 working days

This book constitutes the refereed proceedings of the Second Russian Supercomputing Days, RuSCDays 2016, held in Moscow, Russia, in September 2016. The 28 revised full papers presented were carefully reviewed and selected from 94 submissions. The papers are organized in topical sections on the present of supercomputing: large tasks solving experience; the future of supercomputing: new technologies.

Software Engineering and Formal Methods - SEFM 2015 Collocated Workshops: ATSE, HOFM, MoKMaSD, and VERY*SCART, York, UK,... Software Engineering and Formal Methods - SEFM 2015 Collocated Workshops: ATSE, HOFM, MoKMaSD, and VERY*SCART, York, UK, September 7-8, 2015. Revised Selected Papers (Paperback, 1st ed. 2015)
Domenico Bianculli, Radu Calinescu, Bernhard Rumpe
R2,301 Discovery Miles 23 010 Ships in 18 - 22 working days

This book constitutes revised selected papers from the workshopscollocated with the SEFM 2015 conference on Software Engineering andFormal Methods, held in York, UK, in September 2015.The 25 papers included in this volume were carefully reviewed and selected from 32 submissions. The satellite workshops provided a highly interactive and collaborative environment for researchers and practitioners from industry and academia to discuss emerging areas of software engineering and formal methods.The four workshops were: ATSE 2015: The 6th Workshop on Automating Test Case Design, Selection and Evaluation; HOFM 2015: The 2nd Human-Oriented Formal Methods Workshop; MoKMaSD 2015: The 4th International Symposium on Modelling and Knowledge Management Applications: Systems and Domains; VERY*SCART 2015: The 1st International Workshop on the Art of Service Composition and Formal Verification for Self-* Systems.

Programming in HTML and PHP - Coding for Scientists and Engineers (Paperback, 1st ed. 2017): David R. Brooks Programming in HTML and PHP - Coding for Scientists and Engineers (Paperback, 1st ed. 2017)
David R. Brooks
R2,514 Discovery Miles 25 140 Ships in 18 - 22 working days

This concise and accessible textbook will enable readers to quickly develop the working skills necessary to solve computational problems in a server-based environment, using HTML and PHP. The importance of learning by example (as opposed to simply learning by copying) is emphasized through extensive use of hands-on exercises and examples, with a specific focus on useful science and engineering applications. The clearly-written text is designed to be simple to follow for the novice student, without requiring any background in programming or mathematics beyond algebra. Topics and features: describes the creation of HTML pages and the characteristics of HTML documents, showing how to use HTML tables, forms, lists, and frames to organize documents for use with PHP applications; explains how to set up a PHP environment, using a local or remote server; introduces the capabilities and syntax of the PHP language, including coverage of array syntax and use; examines user-defined functions in programming, summarizing PHP functions for reading and writing files, viewing the content of variables, and manipulating strings; reviews the PHP GD graphics library, presenting applications for creating pie charts, bar graphs, and line graphs suitable for displaying scientific data; includes appendices listing HTML and ASCII special characters, and highlighting the essential basic strategies for solving computational problems. Supplying all of the tools necessary to begin coding in HTML and PHP, this invaluable textbook is ideal for undergraduate students taking introductory courses in programming. The book will also serve as a helpful self-study text for professionals in any technical field.

Graph-Theoretic Concepts in Computer Science - 42nd International Workshop, WG 2016, Istanbul, Turkey, June 22-24, 2016,... Graph-Theoretic Concepts in Computer Science - 42nd International Workshop, WG 2016, Istanbul, Turkey, June 22-24, 2016, Revised Selected Papers (Paperback, 1st ed. 2016)
Pinar Heggernes
R2,206 Discovery Miles 22 060 Ships in 18 - 22 working days

This book constitutes revised selected papers from the 42nd International Workshop on Graph-Theoretic Concepts in Computer Science, WG 2016, held in Istanbul, Turkey, in June 2016. The 25 papers presented in this volume were carefully reviewed and selected from 74 submissions.The WG conferences aim to connect theory and practice by demonstrating how graph-theoretic concepts can be applied to various areas of computer science and by extracting new graph problems from applications. Their goal is to present new research results and to identify and explore directions of future research.

Hyper-lattice Algebraic Model for Data Warehousing (Paperback, 1st ed. 2016): Soumya Sen, Agostino Cortesi, Nabendu Chaki Hyper-lattice Algebraic Model for Data Warehousing (Paperback, 1st ed. 2016)
Soumya Sen, Agostino Cortesi, Nabendu Chaki
R1,561 Discovery Miles 15 610 Ships in 18 - 22 working days

This book presents Hyper-lattice, a new algebraic model for partially ordered sets, and an alternative to lattice. The authors analyze some of the shortcomings of conventional lattice structure and propose a novel algebraic structure in the form of Hyper-lattice to overcome problems with lattice. They establish how Hyper-lattice supports dynamic insertion of elements in a partial order set with a partial hierarchy between the set members. The authors present the characteristics and the different properties, showing how propositions and lemmas formalize Hyper-lattice as a new algebraic structure.

Algorithms on Strings (Paperback): Maxime Crochemore, Christophe Hancart, Thierry Lecroq Algorithms on Strings (Paperback)
Maxime Crochemore, Christophe Hancart, Thierry Lecroq
R1,307 Discovery Miles 13 070 Ships in 10 - 15 working days

The book is intended for lectures on string processes and pattern matching in Master's courses of computer science and software engineering curricula. The details of algorithms are given with correctness proofs and complexity analysis, which make them ready to implement. Algorithms are described in a C-like language. The book is also a reference for students in computational linguistics or computational biology. It presents examples of questions related to the automatic processing of natural language, to the analysis of molecular sequences, and to the management of textual databases.

Optimization of Stochastic Discrete Systems and Control on Complex Networks - Computational Networks (Paperback, Softcover... Optimization of Stochastic Discrete Systems and Control on Complex Networks - Computational Networks (Paperback, Softcover reprint of the original 1st ed. 2015)
Dmitrii Lozovanu, Stefan Pickl
R2,688 Discovery Miles 26 880 Ships in 18 - 22 working days

This book presents the latest findings on stochastic dynamic programming models and on solving optimal control problems in networks. It includes the authors' new findings on determining the optimal solution of discrete optimal control problems in networks and on solving game variants of Markov decision problems in the context of computational networks. First, the book studies the finite state space of Markov processes and reviews the existing methods and algorithms for determining the main characteristics in Markov chains, before proposing new approaches based on dynamic programming and combinatorial methods. Chapter two is dedicated to infinite horizon stochastic discrete optimal control models and Markov decision problems with average and expected total discounted optimization criteria, while Chapter three develops a special game-theoretical approach to Markov decision processes and stochastic discrete optimal control problems. In closing, the book's final chapter is devoted to finite horizon stochastic control problems and Markov decision processes. The algorithms developed represent a valuable contribution to the important field of computational network theory.

Transactions on Large-Scale Data- and Knowledge-Centered Systems XXIX (Paperback, 1st ed. 2016): Abdelkader Hameurlain, Josef... Transactions on Large-Scale Data- and Knowledge-Centered Systems XXIX (Paperback, 1st ed. 2016)
Abdelkader Hameurlain, Josef Kung, Roland Wagner
R1,741 Discovery Miles 17 410 Ships in 18 - 22 working days

The LNCS journal Transactions on Large-Scale Data- and Knowledge-Centered Systems focuses on data management, knowledge discovery, and knowledge processing, which are core and hot topics in computer science. Since the 1990s, the Internet has become the main driving force behind application development in all domains. An increase in the demand for resource sharing across different sites connected through networks has led to an evolution of data- and knowledge-management systems from centralized systems to decentralized systems enabling large-scale distributed applications providing high scalability. Current decentralized systems still focus on data and knowledge as their main resource. Feasibility of these systems relies basically on P2P (peer-to-peer) techniques and the support of agent systems with scaling and decentralized control. Synergy between grids, P2P systems, and agent technologies is the key to data- and knowledge-centered systems in large-scale environments. This, the 29th issue of Transactions on Large-Scale Data- and Knowledge-Centered Systems, contains four revised selected regular papers. Topics covered include optimization and cluster validation processes for entity matching, business intelligence systems, and data profiling in the Semantic Web.

Secure Smart Embedded Devices, Platforms and Applications (Paperback, Softcover reprint of the original 1st ed. 2014):... Secure Smart Embedded Devices, Platforms and Applications (Paperback, Softcover reprint of the original 1st ed. 2014)
Konstantinos Markantonakis, Keith Mayes
R7,435 Discovery Miles 74 350 Ships in 18 - 22 working days

New generations of IT users are increasingly abstracted from the underlying devices and platforms that provide and safeguard their services. As a result they may have little awareness that they are critically dependent on the embedded security devices that are becoming pervasive in daily modern life. Secure Smart Embedded Devices, Platforms and Applications provides a broad overview of the many security and practical issues of embedded devices, tokens, and their operation systems, platforms and main applications. It also addresses a diverse range of industry/government initiatives and considerations, while focusing strongly on technical and practical security issues. The benefits and pitfalls of developing and deploying applications that rely on embedded systems and their security functionality are presented. A sufficient level of technical detail to support embedded systems is provided throughout the text, although the book is quite readable for those seeking awareness through an initial overview of the topics. This edited volume benefits from the contributions of industry and academic experts and helps provide a cross-discipline overview of the security and practical issues for embedded systems, tokens, and platforms. It is an ideal complement to the earlier work, Smart Cards Tokens, Security and Applications from the same editors.

Clustering High--Dimensional Data - First International Workshop, CHDD 2012, Naples, Italy, May 15, 2012, Revised Selected... Clustering High--Dimensional Data - First International Workshop, CHDD 2012, Naples, Italy, May 15, 2012, Revised Selected Papers (Paperback, 1st ed. 2015)
Francesco Masulli, Alfredo Petrosino, Stefano Rovetta
R1,556 Discovery Miles 15 560 Ships in 18 - 22 working days

This book constitutes the proceedings of the International Workshop on Clustering High-Dimensional Data, CHDD 2012, held in Naples, Italy, in May 2012. The 9 papers presented in this volume were carefully reviewed and selected from 15 submissions. They deal with the general subject and issues of high-dimensional data clustering; present examples of techniques used to find and investigate clusters in high dimensionality; and the most common approach to tackle dimensionality problems, namely, dimensionality reduction and its application in clustering.

IT Security Risk Management in the Context of Cloud Computing - Towards an Understanding of the Key Role of Providers' IT... IT Security Risk Management in the Context of Cloud Computing - Towards an Understanding of the Key Role of Providers' IT Security Risk Perceptions (Paperback, 1st ed. 2015)
Andre Loske
R1,788 Discovery Miles 17 880 Ships in 18 - 22 working days

This work adds a new perspective to the stream of organizational IT security risk management literature, one that sheds light on the importance of IT security risk perceptions. Based on a large-scale empirical study of Cloud providers located in North America, the study reveals that in many cases, the providers' decision makers significantly underestimate their services' IT security risk exposure, which inhibits the implementation of necessary safeguarding measures. The work also demonstrates that even though the prevalence of IT security risk concerns in Cloud adoption is widely recognized, providers only pay very limited attention to the concerns expressed by customers, which not only causes serious disagreements with the customers but also considerably inhibits the adoption of the services.

Genetic Algorithms in Java Basics (Paperback, 1st ed.): Lee Jacobson, Burak Kanber Genetic Algorithms in Java Basics (Paperback, 1st ed.)
Lee Jacobson, Burak Kanber
R1,928 Discovery Miles 19 280 Ships in 18 - 22 working days

Genetic Algorithms in Java Basics is a brief introduction to solving problems using genetic algorithms, with working projects and solutions written in the Java programming language. This brief book will guide you step-by-step through various implementations of genetic algorithms and some of their common applications, with the aim to give you a practical understanding allowing you to solve your own unique, individual problems. After reading this book you will be comfortable with the language specific issues and concepts involved with genetic algorithms and you'll have everything you need to start building your own. Genetic algorithms are frequently used to solve highly complex real world problems and with this book you too can harness their problem solving capabilities. Understanding how to utilize and implement genetic algorithms is an essential tool in any respected software developers toolkit. So step into this intriguing topic and learn how you too can improve your software with genetic algorithms, and see real Java code at work which you can develop further for your own projects and research. Guides you through the theory behind genetic algorithms Explains how genetic algorithms can be used for software developers trying to solve a range of problems Provides a step-by-step guide to implementing genetic algorithms in Java

Basic Prediction Techniques in Modern Video Coding Standards (Paperback, 1st ed. 2016): Byung-gyu Kim, Kalyan Goswami Basic Prediction Techniques in Modern Video Coding Standards (Paperback, 1st ed. 2016)
Byung-gyu Kim, Kalyan Goswami
R1,603 Discovery Miles 16 030 Ships in 18 - 22 working days

This book discusses in detail the basic algorithms of video compression that are widely used in modern video codec. The authors dissect complicated specifications and present material in a way that gets readers quickly up to speed by describing video compression algorithms succinctly, without going to the mathematical details and technical specifications. For accelerated learning, hybrid codec structure, inter- and intra- prediction techniques in MPEG-4, H.264/AVC, and HEVC are discussed together. In addition, the latest research in the fast encoder design for the HEVC and H.264/AVC is also included.

Machine Translation - 12th China Workshop, CWMT 2016, Urumqi, China, August 25-26, 2016, Revised Selected Papers (Paperback,... Machine Translation - 12th China Workshop, CWMT 2016, Urumqi, China, August 25-26, 2016, Revised Selected Papers (Paperback, 1st ed. 2016)
Muyun Yang, Shujie Liu
R1,730 Discovery Miles 17 300 Ships in 18 - 22 working days

This book constitutes the refereed proceedings of the 12th China Workshop on Machine Translation, CWMT 2016, held in Urumqi, China, in August 2016. The 10 English papers presented in this volume were carefully reviewed and selected from 76 submissions. They deal with statistical machine translation, hybrid machine translation, machine translation evaluation, post editing, alignment, and inducing bilingual knowledge from corpora.

Mathematical Foundations of Computer Science 2015 - 40th International Symposium, MFCS 2015, Milan, Italy, August 24-28, 2015,... Mathematical Foundations of Computer Science 2015 - 40th International Symposium, MFCS 2015, Milan, Italy, August 24-28, 2015, Proceedings, Part I (Paperback, 1st ed. 2015)
Giuseppe F. Italiano, Giovanni Pighizzini, Donald T Sannella
R2,650 Discovery Miles 26 500 Ships in 18 - 22 working days

This two volume set LNCS 9234 and 9235 constitutes the refereed conference proceedings of the 40th International Symposium on Mathematical Foundations of Computer Science, MFCS 2015, held in Milan, Italy, in August 2015. The 82 revised full papers presented together with 5 invited talks were carefully selected from 201 submissions. The papers feature high-quality research in all branches of theoretical computer science. They have been organized in the following topical main sections: logic, semantics, automata, and theory of programming (volume 1) and algorithms, complexity, and games (volume 2).

Harmony Search Algorithm - Proceedings of the 2nd International Conference on Harmony Search Algorithm (ICHSA2015) (Paperback,... Harmony Search Algorithm - Proceedings of the 2nd International Conference on Harmony Search Algorithm (ICHSA2015) (Paperback, 1st ed. 2016)
Joong Hoon Kim, Zong Woo Geem
R6,375 Discovery Miles 63 750 Ships in 18 - 22 working days

The Harmony Search Algorithm (HSA) is one of the most well-known techniques in the field of soft computing, an important paradigm in the science and engineering community. This volume, the proceedings of the 2nd International Conference on Harmony Search Algorithm 2015 (ICHSA 2015), brings together contributions describing the latest developments in the field of soft computing with a special focus on HSA techniques. It includes coverage of new methods that have potentially immense application in various fields. Contributed articles cover aspects of the following topics related to the Harmony Search Algorithm: analytical studies; improved, hybrid and multi-objective variants; parameter tuning; and large-scale applications. The book also contains papers discussing recent advances on the following topics: genetic algorithms; evolutionary strategies; the firefly algorithm and cuckoo search; particle swarm optimization and ant colony optimization; simulated annealing; and local search techniques. This book offers a valuable snapshot of the current status of the Harmony Search Algorithm and related techniques, and will be a useful reference for practising researchers and advanced students in computer science and engineering.

Homomorphic Signature Schemes - A Survey (Paperback, 1st ed. 2016): Giulia Traverso, Denise Demirel, Johannes Buchmann Homomorphic Signature Schemes - A Survey (Paperback, 1st ed. 2016)
Giulia Traverso, Denise Demirel, Johannes Buchmann
R1,561 Discovery Miles 15 610 Ships in 18 - 22 working days

Homomorphic signature schemes are an important primitive for many applications and since their introduction numerous solutions have been presented. Thus, in this work we provide the first exhaustive, complete, and up-to-date survey about the state of the art of homomorphic signature schemes. First, the general framework where homomorphic signatures are defined is described and it is shown how the currently available types of homomorphic signatures can then be derived from such a framework. In addition, this work also presents a description of each of the schemes presented so far together with the properties it provides. Furthermore, three use cases, electronic voting, smart grids, and electronic health records, where homomorphic signature schemes can be employed are described. For each of these applications the requirements that a homomorphic signature scheme should fulfill are defined and the suitable schemes already available are listed. This also highlights the shortcomings of current solutions. Thus, this work concludes with several ideas for future research in the direction of homomorphic signature schemes.

Multi Tenancy for Cloud-Based In-Memory Column Databases - Workload Management and Data Placement (Paperback, Softcover reprint... Multi Tenancy for Cloud-Based In-Memory Column Databases - Workload Management and Data Placement (Paperback, Softcover reprint of the original 1st ed. 2014)
Jan Schaffner
R1,741 Discovery Miles 17 410 Ships in 18 - 22 working days

With the proliferation of Software-as-a-Service (SaaS) offerings, it is becoming increasingly important for individual SaaS providers to operate their services at a low cost. This book investigates SaaS from the perspective of the provider and shows how operational costs can be reduced by using "multi tenancy," a technique for consolidating a large number of customers onto a small number of servers. Specifically, the book addresses multi tenancy on the database level, focusing on in-memory column databases, which are the backbone of many important new enterprise applications. For efficiently implementing multi tenancy in a farm of databases, two fundamental challenges must be addressed, (i) workload modeling and (ii) data placement. The first involves estimating the (shared) resource consumption for multi tenancy on a single in-memory database server. The second consists in assigning tenants to servers in a way that minimizes the number of required servers (and thus costs) based on the assumed workload model. This step also entails replicating tenants for performance and high availability. This book presents novel solutions to both problems.

Sublinear Algorithms for Big Data Applications (Paperback, 1st ed. 2015): Dan Wang, Zhu Han Sublinear Algorithms for Big Data Applications (Paperback, 1st ed. 2015)
Dan Wang, Zhu Han
R1,356 Discovery Miles 13 560 Ships in 18 - 22 working days

The brief focuses on applying sublinear algorithms to manage critical big data challenges. The text offers an essential introduction to sublinear algorithms, explaining why they are vital to large scale data systems. It also demonstrates how to apply sublinear algorithms to three familiar big data applications: wireless sensor networks, big data processing in Map Reduce and smart grids. These applications present common experiences, bridging the theoretical advances of sublinear algorithms and the application domain. Sublinear Algorithms for Big Data Applications is suitable for researchers, engineers and graduate students in the computer science, communications and signal processing communities.

Soft Computing in Data Science - Second International Conference, SCDS 2016, Kuala Lumpur, Malaysia, September 21-22, 2016,... Soft Computing in Data Science - Second International Conference, SCDS 2016, Kuala Lumpur, Malaysia, September 21-22, 2016, Proceedings (Paperback, 1st ed. 2016)
Michael W. Berry, Azlinah Hj. Mohamed, Bee Wah Yap
R2,238 Discovery Miles 22 380 Ships in 18 - 22 working days

This book constitutes the refereed proceedings of the International Conference on Soft Computing in Data Science, SCDS 2016, held in Putrajaya, Malaysia, in September 2016. The 27 revised full papers presented were carefully reviewed and selected from 66 submissions. The papers are organized in topical sections on artificial neural networks; classification, clustering, visualization; fuzzy logic; information and sentiment analytics.

Apache HBase Primer (Paperback, 1st ed.): Deepak Vohra Apache HBase Primer (Paperback, 1st ed.)
Deepak Vohra
R1,249 Discovery Miles 12 490 Ships in 18 - 22 working days

Learn the fundamental foundations and concepts of the Apache HBase (NoSQL) open source database. It covers the HBase data model, architecture, schema design, API, and administration. Apache HBase is the database for the Apache Hadoop framework. HBase is a column family based NoSQL database that provides a flexible schema model. What You'll Learn Work with the core concepts of HBase Discover the HBase data model, schema design, and architecture Use the HBase API and administration Who This Book Is For Apache HBase (NoSQL) database users, designers, developers, and admins.

Algorithmic Game Theory - 9th International Symposium, SAGT 2016, Liverpool, UK, September 19-21, 2016, Proceedings (Paperback,... Algorithmic Game Theory - 9th International Symposium, SAGT 2016, Liverpool, UK, September 19-21, 2016, Proceedings (Paperback, 1st ed. 2016)
Martin Gairing, Rahul Savani
R2,312 Discovery Miles 23 120 Ships in 18 - 22 working days

This book constitutes the refereed proceedings of the 9th International Symposium on Algorithmic Game Theory, SAGT 2016, held in Liverpool, UK, in September 2016.The 26 full papers presented together with 2 one-page abstracts were carefully reviewed and selected from 62 submissions. The accepted submissions cover various important aspectsof algorithmic game theory such as computational aspects of games, congestion games and networks, matching and voting, auctions and markets, and mechanism design.

Support Vector Machines and Perceptrons - Learning, Optimization, Classification, and Application to Social Networks... Support Vector Machines and Perceptrons - Learning, Optimization, Classification, and Application to Social Networks (Paperback, 1st ed. 2016)
M.N. Murty, Rashmi Raghava
R1,656 Discovery Miles 16 560 Ships in 18 - 22 working days

This work reviews the state of the art in SVM and perceptron classifiers. A Support Vector Machine (SVM) is easily the most popular tool for dealing with a variety of machine-learning tasks, including classification. SVMs are associated with maximizing the margin between two classes. The concerned optimization problem is a convex optimization guaranteeing a globally optimal solution. The weight vector associated with SVM is obtained by a linear combination of some of the boundary and noisy vectors. Further, when the data are not linearly separable, tuning the coefficient of the regularization term becomes crucial. Even though SVMs have popularized the kernel trick, in most of the practical applications that are high-dimensional, linear SVMs are popularly used. The text examines applications to social and information networks. The work also discusses another popular linear classifier, the perceptron, and compares its performance with that of the SVM in different application areas.>

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