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Compressed Sensing & Sparse Filtering
  • Language: en
  • Pages: 505

Compressed Sensing & Sparse Filtering

This book is aimed at presenting concepts, methods and algorithms ableto cope with undersampled and limited data. One such trend that recently gained popularity and to some extent revolutionised signal processing is compressed sensing. Compressed sensing builds upon the observation that many signals in nature are nearly sparse (or compressible, as they are normally referred to) in some domain, and consequently they can be reconstructed to within high accuracy from far fewer observations than traditionally held to be necessary. Apart from compressed sensing this book contains other related approaches. Each methodology has its own formalities for dealing with such problems. As an example, in t...

Digital Audio Restoration
  • Language: en
  • Pages: 335

Digital Audio Restoration

  • Type: Book
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  • Published: 2013-12-21
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  • Publisher: Springer

The application of digital signal processing (DSP) to problems in audio has been an area of growing importance since the pioneering DSP work of the 1960s and 70s. In the 1980s, DSP micro-chips became sufficiently powerful to handle the complex processing operations required for sound restoration in real-time, or close to real-time. This led to the first commer cially available restoration systems, with companies such as CEDAR Audio Ltd. in the UK and Sonic Solutions in the US selling dedicated systems world-wide to recording studios, broadcasting companies, media archives and film studios. Vast amounts of important audio material, ranging from historic recordings of the last century to relat...

Bayesian Time Series Models
  • Language: en
  • Pages: 432

Bayesian Time Series Models

The first unified treatment of time series modelling techniques spanning machine learning, statistics, engineering and computer science.

Highly Structured Stochastic Systems
  • Language: en
  • Pages: 536

Highly Structured Stochastic Systems

  • Type: Book
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  • Published: 2003
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  • Publisher: Unknown

Highly Structured Stochastic Systems (HSSS) is a modern strategy for building statistical models for challenging real-world problems, for computing with them, and for interpreting the resulting inferences. Complexity is handled by working up from simple local assumptions in a coherent way, and that is the key to modelling, computation, inference and interpretation; the unifying framework is that of Bayesian hierarchical models. The aim of this book is to make recent developments in HSSS accessible to a general statistical audience. Graphical modelling and Markov chain Monte Carlo (MCMC) methodology are central to the field, and in this text they are covered in depth. The chapters on graphica...

Universal Access in Human-Computer Interaction: Design and Development Methods for Universal Access
  • Language: en
  • Pages: 591

Universal Access in Human-Computer Interaction: Design and Development Methods for Universal Access

  • Type: Book
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  • Published: 2014-05-15
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  • Publisher: Springer

The four-volume set LNCS 8513-8516 constitutes the refereed proceedings of the 8th International Conference on Universal Access in Human-Computer Interaction, UAHCI 2014, held as part of the 16th International Conference on Human-Computer Interaction, HCII 2014, held in Heraklion, Crete, Greece in June 2014, jointly with 14 other thematically similar conferences. The total of 1476 papers and 220 posters presented at the HCII 2014 conferences was carefully reviewed and selected from 4766 submissions. These papers address the latest research and development efforts and highlight the human aspects of design and use of computing systems. The papers thoroughly cover the entire field of human-comp...

Universal Access in Human-Computer Interaction. Access to Interaction
  • Language: en
  • Pages: 619

Universal Access in Human-Computer Interaction. Access to Interaction

  • Type: Book
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  • Published: 2015-07-18
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  • Publisher: Springer

The four LNCS volume set 9175-9178 constitutes the refereed proceedings of the 9th International Conference on Learning and Collaboration Technologies, UAHCI 2015, held as part of the 17th International Conference on Human-Computer Interaction, HCII 2015, in Los Angeles, CA, USA in August 2015, jointly with 15 other thematically similar conferences. The total of 1462 papers and 246 posters presented at the HCII 2015 conferences were carefully reviewed and selected from 4843 submissions. These papers of the four volume set address the following major topics: LNCS 9175, Universal Access in Human-Computer Interaction: Access to today's technologies (Part I), addressing the following major topic...

The Oxford Handbook of Applied Bayesian Analysis
  • Language: en
  • Pages: 924

The Oxford Handbook of Applied Bayesian Analysis

Bayesian Statistics is a dynamic and fast-growing area of statistical research with wide-ranging and far-reaching applications across science, technology, commerce, and industry. This Handbook explores contemporary Bayesian analysis across a variety of techniques and application areas.

Advances in Human Aspects of Transportation
  • Language: en
  • Pages: 1166

Advances in Human Aspects of Transportation

  • Type: Book
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  • Published: 2017-06-22
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  • Publisher: Springer

This book discusses the latest advances in research and development, design, operation and analysis of transportation systems and their complementary infrastructures. It reports on both theories and case studies on road and rail, aviation and maritime transportation. The book covers a wealth of topics, from accident analysis, vehicle intelligent control, and human-error and safety issues to next-generation transportation systems, model-based design methods, simulation and training techniques, and many more. A special emphasis is given to smart technologies and automation in transport, as well as to user-centered, ergonomic and sustainable design of transport systems. The book, which is based...

Advances in Intelligent Signal Processing and Data Mining
  • Language: en
  • Pages: 359

Advances in Intelligent Signal Processing and Data Mining

  • Type: Book
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  • Published: 2012-07-27
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  • Publisher: Springer

The book presents some of the most efficient statistical and deterministic methods for information processing and applications in order to extract targeted information and find hidden patterns. The techniques presented range from Bayesian approaches and their variations such as sequential Monte Carlo methods, Markov Chain Monte Carlo filters, Rao Blackwellization, to the biologically inspired paradigm of Neural Networks and decomposition techniques such as Empirical Mode Decomposition, Independent Component Analysis and Singular Spectrum Analysis. The book is directed to the research students, professors, researchers and practitioners interested in exploring the advanced techniques in intelligent signal processing and data mining paradigms.

Understanding Natural Language Understanding
  • Language: en
  • Pages: 514

Understanding Natural Language Understanding

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