Computer Science & Engineering

Machine Learning and Pattern Recognition

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Artificial Intelligence for Autonomous Networks

1st Edition

Featured

Mazin Gilbert
October 2, 2018

Artificial Intelligence for Autonomous Networks introduces the autonomous network by juxtaposing two unique technologies and communities: Networking and AI. The book reviews the technologies behind AI and software-defined network/network function virtualization, highlighting the exciting opportuniti...

Artificial Intelligence Safety and Security

1st Edition

Featured

Roman V. Yampolskiy
August 23, 2018

The history of robotics and artificial intelligence in many ways is also the history of humanity’s attempts to control such technologies. From the Golem of Prague to the military robots of modernity, the debate continues as to what degree of independence such entities should have and how to make s...

Handbook of Mixture Analysis

1st Edition

Sylvia Fruhwirth-Schnatter, Gilles Celeux, Christian P. Robert
January 07, 2019

Mixture models have been around for over 150 years, and they are found in many branches of statistical modelling, as a versatile and multifaceted tool. They can be applied to a wide range of data: univariate or multivariate, continuous or categorical, cross-sectional, time series, networks, and...

Computational Context: The Value, Theory and Application of Context with AI

1st Edition

William F. Lawless, Ranjeev Mittu, Donald Sofge
December 21, 2018

This volume addresses context from three comprehensive perspectives: first, its importance, the issues surrounding context, and its value in the laboratory and the field; second, the theory guiding the AI used to model its context; and third, its applications in the field (e.g., decision-making)....

Swarm Intelligence Methods for Statistical Regression

1st Edition

Soumya Mohanty
December 11, 2018

A core task in statistical analysis, especially in the era of Big Data, is the fitting of flexible, high-dimensional, and non-linear models to noisy data in order to capture meaningful patterns. This can often result in challenging non-linear and non-convex global optimization problems. The large...

Industrial Applications of Machine Learning

1st Edition

Pedro Larrañaga, David Atienza, Javier Diaz-Rozo, Alberto Ogbechie, Carlos Esteban Puerto-Santana, Concha Bielza
December 10, 2018

Industrial Applications of Machine Learning shows how machine learning can be applied to address real-world problems in the fourth industrial revolution, and provides the required knowledge and tools to empower readers to build their own solutions based on theory and practice. The book introduces...

Learning Approaches in Signal Processing

1st Edition

Francis Ring, Wan-Chi Siu, Lap-Pui Chau, Liang Wang, Tieniu Tang
November 28, 2018

Coupled with machine learning, the use of signal processing techniques for big data analysis, Internet of things, smart cities, security, and bio-informatics applications has witnessed explosive growth. This has been made possible via fast algorithms on data, speech, image, and video processing...

Handbook of Graphical Models

1st Edition

Marloes Maathuis, Mathias Drton, Steffen Lauritzen, Martin Wainwright
November 27, 2018

A graphical model is a statistical model that is represented by a graph. The factorization properties underlying graphical models facilitate tractable computation with multivariate distributions, making the models a valuable tool with a plethora of applications. Furthermore, directed...

The Beauty of Mathematics in Computer Science

1st Edition

Jun Wu
November 05, 2018

The Beauty of Mathematics in Computer Science explains the mathematical fundamentals of information technology products and services we use every day, from Google Web Search to GPS Navigation, and from speech recognition to CDMA mobile services. The book was published in Chinese in 2011 and has...

A Beginner’s Guide to Image Preprocessing Techniques

1st Edition

Jyotismita Chaki, Nilanjan Dey
November 05, 2018

For optimal computer vision outcomes, attention to image pre-processing is required so that one can improve image features by eliminating unwanted falsification. This book emphasizes various image pre-processing methods which are necessary for early extraction of features from the image. Effective...

Data Analytics: Concepts, Techniques, and Applications

1st Edition

Mohiuddin Ahmed, Al-Sakib Khan Pathan
October 02, 2018

Large data sets arriving at every increasing speeds require a new set of efficient data analysis techniques. Data analytics are becoming an essential component for every organization and technologies such as health care, financial trading, Internet of Things, Smart Cities or Cyber Physical Systems....

Artificial Intelligence for Autonomous Networks

1st Edition

Mazin Gilbert
October 02, 2018

Artificial Intelligence for Autonomous Networks introduces the autonomous network by juxtaposing two unique technologies and communities: Networking and AI. The book reviews the technologies behind AI and software-defined network/network function virtualization, highlighting the exciting...

Artificial Intelligence Safety and Security

1st Edition

Roman V. Yampolskiy
August 23, 2018

The history of robotics and artificial intelligence in many ways is also the history of humanity’s attempts to control such technologies. From the Golem of Prague to the military robots of modernity, the debate continues as to what degree of independence such entities should have and how to make...

Behavior Trees in Robotics and AI: An Introduction

1st Edition

Michele Colledanchise, Petter Ögren
July 24, 2018

Behavior Trees (BTs) provide a way to structure the behavior of an artificial agent such as a robot or a non-player character in a computer game. Traditional design methods, such as finite state machines, are known to produce brittle behaviors when complexity increases, making it very hard to add...

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