- Table View
- List View
Fatal System Error
by Joseph MennIn 2004, a California computer whiz named Barrett Lyon uncovered the identity of a hacker running major assaults on business websites. Without fully grasping the repercussions, he set on an investigation that led him into the heart of the Russian mob. Cybercrime was evolving. No longer the domain of small-time thieves, it had been discovered by sophisticated gangs. They began by attacking corporate websites but increasingly stole financial data from consumers and defense secrets from governments. While Barrett investigated the cutting edge of technology crime, the U. S. government struggled to catch up. Britain, however, was a different story. In the late 1990s, the Queen herself had declared safe e-commerce a national security priority. Agents from the London-based National Hi-Tech Crime Unit sought out Barrett and enlisted his help. They also sent detective Andrew Crocker, a Welsh former boxer, to Russia to track down and prosecute the hackers--and to find out who they worked for. "Fatal System Error "penetrates both the Russian cyber-mob and the American mafia as the two fight over the Internet's massive spoils. It takes readers into the murky hacker underground, traveling the globe from San Francisco to Costa Rica, London, and Russia. Using unprecedented access to mob businesses and Russian officials, it shows how top criminals earned protection from the Russian government--and how Barrett Lyon and Andrew Crocker got closer to the titans of the underground economy than any previous outsider. Together, their stories explain why cybercrime is much worse than you thought--and why the Internet might not survive.
Fatal System Error: The Hunt for the New Crime Lords Who Are Bringing Down the Internet
by Joseph MennIn 2004, a California computer whiz named Barrett Lyon uncovered the identity of a hacker running major assaults on business websites. Without fully grasping the repercussions, he set on an investigation that led him into the heart of the Russian mob. Cybercrime was evolving. No longer the domain of small-time thieves, it had been discovered by sophisticated gangs. They began by attacking corporate websites but increasingly stole financial data from consumers and defense secrets from governments. While Barrett investigated the cutting edge of technology crime, the U.S. government struggled to catch up. Britain, however, was a different story. In the late 1990s, the Queen herself had declared safe e-commerce a national security priority. Agents from the London-based National Hi-Tech Crime Unit sought out Barrett and enlisted his help. They also sent detective Andrew Crocker, a Welsh former boxer, to Russia to track down and prosecute the hackers--and to find out who they worked for. Fatal System Error penetrates both the Russian cyber-mob and the American mafia as the two fight over the Internet's massive spoils. It takes readers into the murky hacker underground, traveling the globe from San Francisco to Costa Rica, London, and Russia. Using unprecedented access to mob businesses and Russian officials, it shows how top criminals earned protection from the Russian government--and how Barrett Lyon and Andrew Crocker got closer to the titans of the underground economy than any previous outsider. Together, their stories explain why cybercrime is much worse than you thought--and why the Internet might not survive.
Father, Son, and Company: My Life at IBM and Beyond
by Thomas J. Watson Jr. Peter PetreAlong with the story of a father and son, this is IBM's story too. It chronicles the management insights that shaped its course and its unique corporate culture, the style that made Thomas Watson Sr. one of America's most charismatic bosses, and the daring decisions by Thomas Watson Jr. that transformed IBM into the world's largest computing company. One of the greatest business-success stories of all time, "Father, Son & Co." is a moving lesson for fathers who dream for their children, as well as a testament to American ingenuity and values, told in a disarmingly frank and eloquent voice.
Fault Diagnosis and Fault-Tolerant Control Based on Adaptive Control Approach
by Qikun Shen Bin Jiang Peng ShiThis book provides recent theoretical developments in and practical applications of fault diagnosis and fault tolerant control for complex dynamical systems, including uncertain systems, linear and nonlinear systems. Combining adaptive control technique with other control methodologies, it investigates the problems of fault diagnosis and fault tolerant control for uncertain dynamic systems with or without time delay. As such, the book provides readers a solid understanding of fault diagnosis and fault tolerant control based on adaptive control technology. Given its depth and breadth, it is well suited for undergraduate and graduate courses on linear system theory, nonlinear system theory, fault diagnosis and fault tolerant control techniques. Further, it can be used as a reference source for academic research on fault diagnosis and fault tolerant control, and for postgraduates in the field of control theory and engineering.
Fault Diagnosis and Fault-Tolerant Control Strategies for Non-Linear Systems
by Marcin WitczakThis book presents selected fault diagnosis and fault-tolerant control strategies for non-linear systems in a unified framework. In particular, starting from advanced state estimation strategies up to modern soft computing, the discrete-time description of the system is employed Part I of the book presents original research results regarding state estimation and neural networks for robust fault diagnosis. Part II is devoted to the presentation of integrated fault diagnosis and fault-tolerant systems. It starts with a general fault-tolerant control framework, which is then extended by introducing robustness with respect to various uncertainties. Finally, it is shown how to implement the proposed framework for fuzzy systems described by the well-known Takagi-Sugeno models. This research monograph is intended for researchers, engineers, and advanced postgraduate students in control and electrical engineering, computer science, as well as mechanical and chemical engineering.
Fault Diagnosis and Prognostics Based on Cognitive Computing and Geometric Space Transformation
by Chen Lu Laifa Tao Jian Ma Yujie Cheng Yu DingThis monograph introduces readers to new theories and methods applying cognitive computing and geometric space transformation to the field of fault diagnosis and prognostics. It summarizes the basic concepts and technical aspects of fault diagnosis and prognostics technology. Existing bottleneck problems are examined, and the advantages of applying cognitive computing and geometric space transformation are explained. In turn, the book highlights fault diagnosis, prognostic, and health assessment technologies based on cognitive computing methods, including deep learning, transfer learning, visual cognition, and compressed sensing. Lastly, it covers technologies based on differential geometry, space transformation, and pattern recognition.
Fault Diagnosis Inverse Problems: Solution with Metaheuristics (Studies in Computational Intelligence #763)
by Lídice Camps Echevarría Orestes Llanes Santiago Haroldo Fraga Campos Velho Antônio José Silva NetoThis book presents a methodology based on inverse problems for use in solutions for fault diagnosis in control systems, combining tools from mathematics, physics, computational and mathematical modeling, optimization and computational intelligence. This methodology, known as fault diagnosis – inverse problem methodology or FD-IPM, unifies the results of several years of work of the authors in the fields of fault detection and isolation (FDI), inverse problems and optimization. The book clearly and systematically presents the main ideas, concepts and results obtained in recent years. By formulating fault diagnosis as an inverse problem, and by solving it using metaheuristics, the authors offer researchers and students a fresh, interdisciplinary perspective for problem solving in these fields. Graduate courses in engineering, applied mathematics and computing also benefit from this work.
Fault Diagnosis of Hybrid Dynamic and Complex Systems
by Moamar Sayed-MouchawehOnline fault diagnosis is crucial to ensure safe operation of complex dynamic systems in spite of faults affecting the system behaviors. Consequences of the occurrence of faults can be severe and result in human casualties, environmentally harmful emissions, high repair costs, and economical losses caused by unexpected stops in production lines. The majority of real systems are hybrid dynamic systems (HDS). In HDS, the dynamical behaviors evolve continuously with time according to the discrete mode (configuration) in which the system is. Consequently, fault diagnosis approaches must take into account both discrete and continuous dynamics as well as the interactions between them in order to perform correct fault diagnosis. This book presents recent and advanced approaches and techniques that address the complex problem of fault diagnosis of hybrid dynamic and complex systems using different model-based and data-driven approaches in different application domains (inductor motors, chemical process formed by tanks, reactors and valves, ignition engine, sewer networks, mobile robots, planetary rover prototype etc.). These approaches cover the different aspects of performing single/multiple online/offline parametric/discrete abrupt/tear and wear fault diagnosis in incremental/non-incremental manner, using different modeling tools (hybrid automata, hybrid Petri nets, hybrid bond graphs, extended Kalman filter etc.) for different classes of hybrid dynamic and complex systems.
Fault Estimation for Network Systems via Intermediate Estimator
by Jun-Wei Zhu Xin Wang Guang-Hong YangThis book is concerned with the fault estimation problem for network systems. Firstly, to improve the existing adaptive fault estimation observer, a novel so-called intermediate estimator is proposed to identify the actuator or sensor faults in dynamic control systems with high accuracy and convergence speed. On this basis, by exploiting the properties of network systems such as multi-agent systems and large-scale interconnected systems, this book introduces the concept of distributed intermediate estimator; faults in different nodes can be estimated simultaneously; meanwhile, satisfactory consensus performances can be obtained via compensation based protocols. Finally, the characteristics of the new fault estimation methodology are verified and discussed by a series of experimental results on networked multi-axis motion control systems. This book can be used as a reference book for researcher and designer in the field of fault diagnosis and fault-tolerant control and can also be used as a reference book for senior undergraduate and graduate students in colleges and universities.
Fault Prediction Modeling for the Prediction of Number of Software Faults (SpringerBriefs in Computer Science)
by Santosh Singh Rathore Sandeep KumarThis book addresses software faults—a critical issue that not only reduces the quality of software, but also increases their development costs. Various models for predicting the fault-proneness of software systems have been proposed; however, most of them provide inadequate information, limiting their effectiveness. This book focuses on the prediction of number of faults in software modules, and provides readers with essential insights into the generalized architecture, different techniques, and state-of-the art literature. In addition, it covers various software fault datasets and issues that crop up when predicting number of faults. A must-read for readers seeking a “one-stop” source of information on software fault prediction and recent research trends, the book will especially benefit those interested in pursuing research in this area. At the same time, it will provide experienced researchers with a valuable summary of the latest developments.
Fault-Tolerance Techniques for High-Performance Computing
by Thomas Herault Yves RobertThis timely text presents a comprehensive overview of fault tolerance techniques for high-performance computing (HPC). The text opens with a detailed introduction to the concepts of checkpoint protocols and scheduling algorithms, prediction, replication, silent error detection and correction, together with some application-specific techniques such as ABFT. Emphasis is placed on analytical performance models. This is then followed by a review of general-purpose techniques, including several checkpoint and rollback recovery protocols. Relevant execution scenarios are also evaluated and compared through quantitative models. Features: provides a survey of resilience methods and performance models; examines the various sources for errors and faults in large-scale systems; reviews the spectrum of techniques that can be applied to design a fault-tolerant MPI; investigates different approaches to replication; discusses the challenge of energy consumption of fault-tolerance methods in extreme-scale systems.
Fault-Tolerance Techniques for Spacecraft Control Computers
by Mengfei Yang Gengxin Hua Yanjun Feng Jian GongComprehensive coverage of all aspects of space application oriented fault tolerance techniques • Experienced expert author working on fault tolerance for Chinese space program for almost three decades• Initiatively provides a systematic texts for the cutting-edge fault tolerance techniques in spacecraft control computer, with emphasis on practical engineering knowledge• Presents fundamental and advanced theories and technologies in a logical and easy-to-understand manner• Beneficial to readers inside and outside the area of space applications
Fault Tolerant Architectures for Cryptography and Hardware Security (Computer Architecture and Design Methodologies)
by Sikhar Patranabis Debdeep MukhopadhyayThis book uses motivating examples and real-life attack scenarios to introduce readers to the general concept of fault attacks in cryptography. It offers insights into how the fault tolerance theories developed in the book can actually be implemented, with a particular focus on a wide spectrum of fault models and practical fault injection techniques, ranging from simple, low-cost techniques to high-end equipment-based methods. It then individually examines fault attack vulnerabilities in symmetric, asymmetric and authenticated encryption systems. This is followed by extensive coverage of countermeasure techniques and fault tolerant architectures that attempt to thwart such vulnerabilities. Lastly, it presents a case study of a comprehensive FPGA-based fault tolerant architecture for AES-128, which brings together of a number of the fault tolerance techniques presented. It concludes with a discussion on how fault tolerance can be combined with side channel security to achieve protection against implementation-based attacks. The text is supported by illustrative diagrams, algorithms, tables and diagrams presenting real-world experimental results.
Fault-Tolerant Design
by Elena DubrovaThis textbook serves as an introduction to fault-tolerance, intended for upper-division undergraduate students, graduate-level students and practicing engineers in need of an overview of the field. Readers will develop skills in modeling and evaluating fault-tolerant architectures in terms of reliability, availability and safety. They will gain a thorough understanding of fault tolerant computers, including both the theory of how to design and evaluate them and the practical knowledge of achieving fault-tolerance in electronic, communication and software systems. Coverage includes fault-tolerance techniques through hardware, software, information and time redundancy. The content is designed to be highly accessible, including numerous examples and exercises. Solutions and powerpoint slides are available for instructors.
Fault-Tolerant Search Algorithms
by Ferdinando CicaleseWhy a book on fault-tolerant search algorithms? Searching is one of the fundamental problems in computer science. Time and again algorithmic and combinatorial issues originally studied in the context of search find application in the most diverse areas of computer science and discrete mathematics. On the other hand, fault-tolerance is a necessary ingredient of computing. Due to their inherent complexity, information systems are naturally prone to errors, which may appear at any level - as imprecisions in the data, bugs in the software, or transient or permanent hardware failures. This book provides a concise, rigorous and up-to-date account of different approaches to fault-tolerance in the context of algorithmic search theory. Thanks to their basic structure, search problems offer insights into how fault-tolerant techniques may be applied in various scenarios. In the first part of the book, a paradigmatic model for fault-tolerant search is presented, the Ulam--Rényi problem. Following a didactic approach, the author takes the reader on a tour of Ulam--Rényi problem variants of increasing complexity. In the context of this basic model, fundamental combinatorial and algorithmic issues in the design of fault-tolerant search procedures are discussed. The algorithmic efficiency achievable is analyzed with respect to the statistical nature of the error sources, and the amount of information on which the search algorithm bases its decisions. In the second part of the book, more general models of faults and fault-tolerance are considered. Special attention is given to the application of fault-tolerant search procedures to specific problems in distributed computing, bioinformatics and computational learning. This book will be of special value to researchers from the areas of combinatorial search and fault-tolerant computation, but also to researchers in learning and coding theory, databases, and artificial intelligence. Only basic training in discrete mathematics is assumed. Parts of the book can be used as the basis for specialized graduate courses on combinatorial search, or as supporting material for a graduate or undergraduate course on error-correcting codes.
Faux Paw's Adventures In The Internet: Keeping Children Safe Online
by Jacalyn Leavitt Sally Linford Laura Bush J. Chad Erekson"I encourage all adults to teach children the basic principles of online safety that are found in this book. " --First Lady Laura Bush, from the Foreword <P><P> Wait 'til you hear what almost happened to me! The Internet is like a big city with great places to go, but you have to be careful! I know. I had a REAL adventure on the Internet, and it wasn't the fun kind. When I tell you what almost happened, you'll see why it's so important to follow the rules for online safety! Read this book and you'll find out what I'm talking about. Keep safe, okay? G2G (that's "got to go" online--but you knew that!) These "3 KEEPs" help me keep safe online I KEEP SAFE all my personal information I KEEP AWAY from online strangers I KEEP TELLING my parents or a trusted adult what I see on the Internet <P> A word to adults If there's a child in your life who uses the Internet, it's your job to help them keep safe from online predators. <P> Created for the Internet Keep Safe Coalition, Faux Paw--an adventurous, six-toed, Web-surfing cat--is here to help! With a foreword by First Lady Laura Bush, this colorful book and animated movie will give kids wise advice and you a place to start talking to them.
FBML Essentials: Facebook Markup Language Fundamentals
by Jesse StayDo you have an idea for a Facebook application? With FBML Essentials, you'll learn how to build it quickly using the Facebook Markup Language (FBML) and other easy-to-use tools in the site's framework. If you can develop a website with HTML, writing a Facebook application with the help of this book will be a breeze. Of course, Facebook is not just another website. Any applications you write for it will have a potential audience of 16 million dedicated users. It's not just another social networking site, either. Under the surface, Facebook is pretty sophisticated, with a development toolkit that includes it's own modified version of HTML -- FBML -- to customize the look and feel of your Facebook applications. With FBML Essentials, you not only learn how to get started with this toolkit, you also get a complete reference on every FBML tag Facebook has ever written, with examples of how each tag works and advice on the best ways to use these tags in your code. This book includes:A walkthrough of a sample Facebook application Design rules for using images, CSS, JavaScript, and forms Specific chapters on tags -- authorization tags, logic tags, user/group tags, profile-specific tags, and more Messaging and alerts using FBML Creating forms with FBML Facebook navigation Notifications and requests Dynamic FBML attributes, including MockAJAX How to test your FBML code A chapter on FBJS, Facebook's version of JavaScript If you want to try your hand at writing a Facebook application, you have a willing audience, an easy-to-use toolkit, and the perfect guide to get you started. FBML Essentials will help you take your idea from conception to working application in no time.
F'D Companies: Spectacular Dot-com Flameouts
by Philip J. KaplanNot long ago, the world was awash with venture capital in search of the next Yahoo! or Amazon.com. No product, no experience, no technology, no business plan -- no problem. You could still get $40 million from investors to start up your dot-com. And you could get people to work around the clock for stock options and the promise of millions. Then, around April 2000, it all came crashing down. Smart investors, esteemed analysts, and the business press found themselves asking: Who knew people wouldn't rush out to trade in their U.S. dollars for a virtual currency called Flooz? Who knew people wouldn't blow all their Flooz on a used car from the guys at iMotors.com? And who needed a used car from iMotors.com when they could just sit at home and have 40-lb. bags of dog food delivered to them by a sock puppet? F'd Companies captures the waste, greed, and human stupidity of more than 100 dot-com companies. Written in Philip J. Kaplan's popular, cynical style, these profiles are filled with colorful anecdotes, factoids, and information unavailable anywhere else. Together they form a gleeful encyclopedia of how not to run a business. They also capture a truly remarkable period of history. F'd Companies is required reading for everyone involved in the "new economy" -- assuming your severance check can cover the cost.
FE Computation on Accuracy Fabrication of Ship and Offshore Structure Based on Processing Mechanics
by Hong ZHOU Jiangchao WANGThis book provides insight on processing mechanics during ship and offshore structure, and researchers, scientists, and engineers in the field of manufacturing process mechanics can benefit from the book. This book is written by subject experts based on the recent research results in FE computation on accuracy fabrication of ship and offshore structures based on processing mechanics. In order to deal with actual engineering problems during construction of ship and offshore structure, it proposes advanced computational approaches such as thermal elastic–plastic and elastic FE computations and employed to examine physical behavior and clarifies generation mechanism of mechanical response. As such, this book provides valuable knowledge, useful methods, and practical algorithms that can be considered in manufacturing process mechanics.
Fear, Hate, and Victimhood: How George Wallace Wrote the Donald Trump Playbook (Race, Rhetoric, and Media Series)
by Andrew E. StonerWhen Donald Trump announced his campaign for president in 2015, journalists, historians, and politicians alike attempted to compare his candidacy to that of Governor George Wallace. Like Trump, Wallace, who launched four presidential campaigns between 1964 and 1976, utilized rhetoric based in resentment, nationalism, and anger to sway and eventually captivate voters among America’s white majority. Though separated by almost half a century, the campaigns of both Wallace and Trump broke new grounds for political partisanship and divisiveness.In Fear, Hate, and Victimhood: How George Wallace Wrote the Donald Trump Playbook, author Andrew E. Stoner conducts a deep analysis of the two candidates, their campaigns, and their speeches and activities, as well as their coverage by the media, through the lens of demagogic rhetoric. Though past work on Wallace argues conventional politics overcame the candidate, Stoner makes the case that Wallace may in fact be a prelude to the more successful Trump campaign.Stoner considers how ideas about “in-group” and “out-group” mentalities operate in politics, how anti-establishment views permeate much of the rhetoric in question, and how expressions of victimhood often paradoxically characterize the language of a leader praised for “telling it like it is.” He also examines the role of political spectacle in each candidate’s campaigns, exploring how media struggles to respond to—let alone document—demagogic rhetoric.Ultimately, the author suggests that the Trump presidency can be understood as an actualized version of the Wallace presidency that never was. Though vast differences exist, the demagogic positioning of both men provides a framework to dissect these times—and perhaps a valuable warning about what is possible in our highly digitized information society.
Fearless Cross-Platform Development with Delphi: Expand your Delphi skills to build a new generation of Windows, web, mobile, and IoT applications
by David CorneliusLearn to rapidly build and deploy cross-platform applications from a single codebase with practical, real-world solutions using the mature Delphi 10.4 programming environmentKey FeaturesImplement Delphi's modern features to build professional-grade Windows, web, mobile, and IoT applications and powerful serversBecome a Delphi code and project guru by learning best practices and techniques for cross-platform developmentDeploy your complete end-to-end application suite anywhereBook DescriptionDelphi is a strongly typed, event-driven programming language with a rich ecosystem of frameworks and support tools. It comes with an extensive set of web and database libraries for rapid application development on desktop, mobile, and internet-enabled devices. This book will help you keep up with the latest IDE features and provide a sound foundation of project management and recent language enhancements to take your productivity to the next level.You'll discover how simple it is to support popular mobile device features such as sensors, cameras, and GPS. The book will help you feel comfortable working with FireMonkey and styles and incorporating 3D user interfaces in new ways. As you advance, you'll be able to build cross-platform solutions that not only look native but also take advantage of a wide array of device capabilities. You'll also learn how to use embedded databases, such as SQLite and InterBase ToGo, synchronizing them with your own custom backend servers or modules using the powerful RAD Server engine. The book concludes by sharing tips for testing and deploying your end-to-end application suite for a smooth user experience.By the end of this book, you'll be able to deliver modern enterprise applications using Delphi confidently.What you will learnDiscover the latest enhancements in the Delphi IDEOvercome the barriers that hold you back from embracing cross-platform developmentBecome fluent with FireMonkey controls, styles, LiveBindings, and 3D objectsBuild Delphi packages to extend RAD Server or modularize your applicationsUse FireDAC to get quick and direct access to any dataLeverage IoT technologies such as Bluetooth and Beacons and learn how to put your app on a Raspberry PiEnable remote apps with backend servers on Windows and Linux through REST APIsDevelop modules for IIS and Apache web serversWho this book is forThis book is for Delphi developers interested in expanding their skillset beyond Windows programming by creating professional-grade applications on multiple platforms, including Windows, Mac, iOS, Android, and back-office servers. You'll also find this book useful if you're a developer looking to upgrade your knowledge of Delphi to keep up with the latest changes and enhancements in this powerful toolset. Some Delphi programming experience is necessary to make the most out of this book.
Feature and Dimensionality Reduction for Clustering with Deep Learning (Unsupervised and Semi-Supervised Learning)
by Frederic Ros Rabia RiadThis book presents an overview of recent methods of feature selection and dimensionality reduction that are based on Deep Neural Networks (DNNs) for a clustering perspective, with particular attention to the knowledge discovery question. The authors first present a synthesis of the major recent influencing techniques and "tricks" participating in recent advances in deep clustering, as well as a recall of the main deep learning architectures. Secondly, the book highlights the most popular works by “family” to provide a more suitable starting point from which to develop a full understanding of the domain. Overall, the book proposes a comprehensive up-to-date review of deep feature selection and deep clustering methods with particular attention to the knowledge discovery question and under a multi-criteria analysis. The book can be very helpful for young researchers, non-experts, and R&D AI engineers.
A Feature-Centric View of Information Retrieval (The Information Retrieval Series #27)
by Donald MetzlerCommercial Web search engines such as Google, Yahoo, and Bing are used every day by millions of people across the globe. With their ever-growing refinement and usage, it has become increasingly difficult for academic researchers to keep up with the collection sizes and other critical research issues related to Web search, which has created a divide between the information retrieval research being done within academia and industry. Such large collections pose a new set of challenges for information retrieval researchers. In this work, Metzler describes highly effective information retrieval models for both smaller, classical data sets, and larger Web collections. In a shift away from heuristic, hand-tuned ranking functions and complex probabilistic models, he presents feature-based retrieval models. The Markov random field model he details goes beyond the traditional yet ill-suited bag of words assumption in two ways. First, the model can easily exploit various types of dependencies that exist between query terms, eliminating the term independence assumption that often accompanies bag of words models. Second, arbitrary textual or non-textual features can be used within the model. As he shows, combining term dependencies and arbitrary features results in a very robust, powerful retrieval model. In addition, he describes several extensions, such as an automatic feature selection algorithm and a query expansion framework. The resulting model and extensions provide a flexible framework for highly effective retrieval across a wide range of tasks and data sets. A Feature-Centric View of Information Retrieval provides graduate students, as well as academic and industrial researchers in the fields of information retrieval and Web search with a modern perspective on information retrieval modeling and Web searches.
Feature Coding for Image Representation and Recognition
by Yongzhen Huang Tieniu TanThis brief presents a comprehensive introduction to feature coding, which serves as a key module for the typical object recognition pipeline. The text offers a rich blend of theory and practice while reflects the recent developments on feature coding, covering the following five aspects: (1) Review the state-of-the-art, analyzing the motivations and mathematical representations of various feature coding methods; (2) Explore how various feature coding algorithms evolve along years; (3) Summarize the main characteristics of typical feature coding algorithms and categorize them accordingly; (4) Discuss the applications of feature coding in different visual tasks, analyze the influence of some key factors in feature coding with intensive experimental studies; (5) Provide the suggestions of how to apply different feature coding methods and forecast the potential directions for future work on the topic. It is suitable for students, researchers, practitioners interested in object recognition.
Feature Engineering and Selection: A Practical Approach for Predictive Models (Chapman & Hall/CRC Data Science Series)
by Max Kuhn Kjell JohnsonThe process of developing predictive models includes many stages. Most resources focus on the modeling algorithms but neglect other critical aspects of the modeling process. This book describes techniques for finding the best representations of predictors for modeling and for nding the best subset of predictors for improving model performance. A variety of example data sets are used to illustrate the techniques along with R programs for reproducing the results.