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Hardware-Aware Probabilistic Machine Learning Models
  • Language: en
  • Pages: 170

Hardware-Aware Probabilistic Machine Learning Models

This book proposes probabilistic machine learning models that represent the hardware properties of the device hosting them. These models can be used to evaluate the impact that a specific device configuration may have on resource consumption and performance of the machine learning task, with the overarching goal of balancing the two optimally. The book first motivates extreme-edge computing in the context of the Internet of Things (IoT) paradigm. Then, it briefly reviews the steps involved in the execution of a machine learning task and identifies the implications associated with implementing this type of workload in resource-constrained devices. The core of this book focuses on augmenting a...

Advances in Intelligent Data Analysis XVIII
  • Language: en
  • Pages: 601

Advances in Intelligent Data Analysis XVIII

This open access book constitutes the proceedings of the 18th International Conference on Intelligent Data Analysis, IDA 2020, held in Konstanz, Germany, in April 2020. The 45 full papers presented in this volume were carefully reviewed and selected from 114 submissions. Advancing Intelligent Data Analysis requires novel, potentially game-changing ideas. IDA’s mission is to promote ideas over performance: a solid motivation can be as convincing as exhaustive empirical evaluation.

Advances in Intelligent Data Analysis XVIII
  • Language: en
  • Pages: 588

Advances in Intelligent Data Analysis XVIII

  • Type: Book
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  • Published: 2020-04-02
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  • Publisher: Springer

This open access book constitutes the proceedings of the 18th International Conference on Intelligent Data Analysis, IDA 2020, held in Konstanz, Germany, in April 2020. The 45 full papers presented in this volume were carefully reviewed and selected from 114 submissions. Advancing Intelligent Data Analysis requires novel, potentially game-changing ideas. IDA’s mission is to promote ideas over performance: a solid motivation can be as convincing as exhaustive empirical evaluation.

The Europeanization of National Foreign Policies Towards Latin America
  • Language: en
  • Pages: 281

The Europeanization of National Foreign Policies Towards Latin America

  • Type: Book
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  • Published: 2013
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  • Publisher: Routledge

Who shapes the European Union's policy towards Latin America? How has this EU policy modified individual member states' relations with the region? This book provides a comparative account of seven member states' bilateral links with Latin America since 1945, in the context of their EU membership and based on the concept of 'Europeanization'. It illustrates how and why the main architects of this EU policy have been Spain and Germany. In contrast, Poland, Sweden and Ireland, which had little previous interaction with Latin America, have developed their current relations with that region virtually as a result of their EU membership. The United Kingdom and France lie in the middle: they have been influential in certain policy-areas and key periods in history, while they have adapted to what is done at the EU level in others. Practitioners, established academic experts as well emerging scholars in the field bring to be bear a novel combination of pioneering research and cutting edge conceptual analysis on this important but neglected area of the EU's foreign relations.

The Zapatista Movement and Mexico's Democratic Transition
  • Language: en
  • Pages: 185

The Zapatista Movement and Mexico's Democratic Transition

Transitions from authoritarian to democratic governments can provide ripe scenarios for the emergence of new, insurgent political actors and causes. During peaceful transitions, such movements may become influential political players and gain representation for previously neglected interests and sectors of the population. But for this to happen, insurgent social movements need opportunities for mobilization, success, and survival. This book looks at Mexico's Zapatista movement, and why the movement was able to mobilize sympathy and support for the indigenous agenda inside and outside of the country, yet failed to achieve their goals vis-à-vis the Mexican state.

Intelligent Data Analysis
  • Language: en
  • Pages: 515

Intelligent Data Analysis

  • Type: Book
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  • Published: 2007-06-07
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  • Publisher: Springer

This second and revised edition contains a detailed introduction to the key classes of intelligent data analysis methods. The twelve coherently written chapters by leading experts provide complete coverage of the core issues. The first half of the book is devoted to the discussion of classical statistical issues. The following chapters concentrate on machine learning and artificial intelligence, rule induction methods, neural networks, fuzzy logic, and stochastic search methods. The book concludes with a chapter on visualization and an advanced overview of IDA processes.

Employment in Metropolitan Areas
  • Language: en
  • Pages: 128

Employment in Metropolitan Areas

  • Type: Book
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  • Published: 1947
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  • Publisher: Unknown

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Direct Methods for Sparse Linear Systems
  • Language: en
  • Pages: 228

Direct Methods for Sparse Linear Systems

  • Type: Book
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  • Published: 2006-09-01
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  • Publisher: SIAM

The sparse backslash book. Everything you wanted to know but never dared to ask about modern direct linear solvers. Chen Greif, Assistant Professor, Department of Computer Science, University of British Columbia.Overall, the book is magnificent. It fills a long-felt need for an accessible textbook on modern sparse direct methods. Its choice of scope is excellent John Gilbert, Professor, Department of Computer Science, University of California, Santa Barbara.Computational scientists often encounter problems requiring the solution of sparse systems of linear equations. Attacking these problems efficiently requires an in-depth knowledge of the underlying theory, algorithms, and data structures ...

Probabilistic Graphical Models
  • Language: en
  • Pages: 1268

Probabilistic Graphical Models

  • Type: Book
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  • Published: 2009-07-31
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  • Publisher: MIT Press

A general framework for constructing and using probabilistic models of complex systems that would enable a computer to use available information for making decisions. Most tasks require a person or an automated system to reason—to reach conclusions based on available information. The framework of probabilistic graphical models, presented in this book, provides a general approach for this task. The approach is model-based, allowing interpretable models to be constructed and then manipulated by reasoning algorithms. These models can also be learned automatically from data, allowing the approach to be used in cases where manually constructing a model is difficult or even impossible. Because u...

2019 Fifth Workshop on Energy Efficient Machine Learning and Cognitive Computing NeurIPS Edition (EMC2 NIPS)
  • Language: en

2019 Fifth Workshop on Energy Efficient Machine Learning and Cognitive Computing NeurIPS Edition (EMC2 NIPS)

  • Type: Book
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  • Published: 2019-12-13
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  • Publisher: Unknown

Machine learning, computer architecture, efficient algorithms, system design are the subject matters related to the Workshop