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Learning with Support Vector Machines - Bok av Colin Campbell & Yiming Ying - Häftad

Learning with Support Vector Machines - Bok av Colin Campbell & Yiming Ying - Häftad

Support Vectors Machines have become a well established tool within machine learning. They work well in practice and have now been used across a wide range of applications from recognizing hand-written digits, to face identification, text categorisation, bioinformatics, and database marketing. In this book we give an introductory overview of this subject. We start with a simple Support Vector Machine for performing binary classification before considering multi-class classification and learning in..

SEK 467.00
1

Storing Clocked Programs Inside DNA - Bok av Dennis Shasha & Jessica Chang - Häftad

Storing Clocked Programs Inside DNA - Bok av Dennis Shasha & Jessica Chang - Häftad

In the history of modern computation, large mechanical calculators preceded computers. A person would sit there punching keys according to a procedure and a number would eventually appear. Once calculators became fast enough, it became obvious that the critical path was the punching rather than the calculation itself. That is what made the stored program concept vital to further progress. Once the instructions were stored in the machine, the entire computation could run at the speed of the machine...

SEK 417.00
1

Active Learning - Bok av Burr Settles - Häftad

Active Learning - Bok av Burr Settles - Häftad

The key idea behind active learning is that a machine learning algorithm can perform better with less training if it is allowed to choose the data from which it learns. An active learner may pose \queries,\ usually in the form of unlabeled data instances to be labeled by an \oracle\ (e.g., a human annotator) that already understands the nature of the problem. This sort of approach is well-motivated in many modern machine learning and data mining applications, where unlabeled data may be abundant..

SEK 511.00
1

Application Design for Wearable Computing - Bok av Asim Smailagic, Dan Siewiorek, m.fl. - Häftad

Application Design for Wearable Computing - Bok av Asim Smailagic, Dan Siewiorek, m.fl. - Häftad

The confluence of decades of computer science and computer engineering research in multimodal interaction (e.g., speech and gesture recognition), machine learning (e.g., classification and feature extraction), software (e.g., web browsers, distributed agents), electronics (e.g., energy-efficient microprocessors, head-mounted displays), design methodology in user-centered design, and rapid prototyping have enabled a new class of computers¿wearable computers. The lecture takes the viewpoint of a potential..

SEK 486.00
1

Spoken Dialogue Systems - Bok av Michael Mctear & Kristina Jokinen - Häftad

Spoken Dialogue Systems - Bok av Michael Mctear & Kristina Jokinen - Häftad

Considerable progress has been made in recent years in the development of dialogue systems that support robust and efficient human-machine interaction using spoken language. Spoken dialogue technology allows various interactive applications to be built and used for practical purposes, and research focuses on issues that aim to increase the system's communicative competence by including aspects of error correction, cooperation, multimodality, and adaptation in context.This book gives a comprehensive..

SEK 511.00
1

Learning to Rank for Information Retrieval and Natural Language Processing, Second Edition - Bok av Hang Li - Häftad

Learning to Rank for Information Retrieval and Natural Language Processing, Second Edition - Bok av Hang Li - Häftad

Learning to rank refers to machine learning techniques for training a model in a ranking task. Learning to rank is useful for many applications in information retrieval, natural language processing, and data mining. Intensive studies have been conducted on its problems recently, and significant progress has been made. This lecture gives an introduction to the area including the fundamental problems, major approaches, theories, applications, and future work. The author begins by showing that various..

SEK 511.00
1

Introduction to Arabic Natural Language Processing - Bok av Nizar Y. Habash - Häftad

Introduction to Arabic Natural Language Processing - Bok av Nizar Y. Habash - Häftad

This book provides system developers and researchers in natural language processing and computational linguistics with the necessary background information for working with the Arabic language. The goal is to introduce Arabic linguistic phenomena and review the state-of-the-art in Arabic processing. The book discusses Arabic script, phonology, orthography, morphology, syntax and semantics, with a final chapter on machine translation issues. The chapter sizes correspond more or less to what is linguistically..

SEK 511.00
1

Analyzing Analytics - Bok av Rajesh Bordawekar, Bob Blainey, m.fl. - Häftad

Analyzing Analytics - Bok av Rajesh Bordawekar, Bob Blainey, m.fl. - Häftad

This book aims to achieve the following goals: (1) to provide a high-level survey of key analytics models and algorithms without going into mathematical details; (2) to analyze the usage patterns of these models; and (3) to discuss opportunities for accelerating analytics workloads using software, hardware, and system approaches. The book first describes 14 key analytics models (exemplars) that span data mining, machine learning, and data management domains. For each analytics exemplar, we summarize..

SEK 511.00
1

A Concise Introduction to Multiagent Systems and Distributed Artificial Intelligence - Bok av Nikos Vlassis - Häftad

A Concise Introduction to Multiagent Systems and Distributed Artificial Intelligence - Bok av Nikos Vlassis - Häftad

Multiagent systems is an expanding field that blends classical fields like game theory and decentralized control with modern fields like computer science and machine learning. This monograph provides a concise introduction to the subject, covering the theoretical foundations as well as more recent developments in a coherent and readable manner. The text is centered on the concept of an agent as decision maker. Chapter 1 is a short introduction to the field of multiagent systems. Chapter 2 covers..

SEK 511.00
1

Case-Based Reasoning - Bok av Beatriz López - Häftad

Case-Based Reasoning - Bok av Beatriz López - Häftad

Case-based reasoning is a methodology with a long tradition in artificial intelligence that brings together reasoning and machine learning techniques to solve problems based on past experiences or cases. Given a problem to be solved, reasoning involves the use of methods to retrieve similar past cases in order to reuse their solution for the problem at hand. Once the problem has been solved, learning methods can be applied to improve the knowledge based on past experiences. In spite of being a broad..

SEK 371.00
1

Joint Source Channel Coding Using Arithmetic Codes - Bok av Khalid Sayood, Michael Hoffman, m.fl. - Häftad

Joint Source Channel Coding Using Arithmetic Codes - Bok av Khalid Sayood, Michael Hoffman, m.fl. - Häftad

Based on the encoding process, arithmetic codes can be viewed as tree codes and current proposals for decoding arithmetic codes with forbidden symbols belong to sequential decoding algorithms and their variants. In this monograph, we propose a new way of looking at arithmetic codes with forbidden symbols. If a limit is imposed on the maximum value of a key parameter in the encoder, this modified arithmetic encoder can also be modeled as a finite state machine and the code generated can be treated..

SEK 417.00
1