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  • Markov Logic

    An Interface Layer for Artificial Intelligence

    Series series Synthesis Lectures on Artificial Intelligence and Machine Learning
    Most subfields of computer science have an interface layer via which applications communicate with the infrastructure, and this is key to their success (e.g., the Internet in networking, the relational model in databases, etc.). So far this interface layer has been missing in AI. First-order logic and probabilistic graphical models each have some of the necessary features, but a viable interface ... Leer más

    $28.99 USD

  • Knowledge Representation and Reasoning

    Series series The Morgan Kaufmann Series in Artificial Intelligence
    Knowledge representation is at the very core of a radical idea for understanding intelligence. Instead of trying to understand or build brains from the bottom up, its goal is to understand and build intelligent behavior from the top down, putting the focus on what an agent needs to know in order to behave intelligently, how this knowledge can be represented symbolically, and how automated ... Leer más

    $88.99 USD

  • Game Theory for Data Science

    Eliciting Truthful Information

    Series series Synthesis Lectures on Artificial Intelligence and Machine Learning
    Intelligent systems often depend on data provided by information agents, for example, sensor data or crowdsourced human computation. Providing accurate and relevant data requires costly effort that agents may not always be willing to provide. Thus, it becomes important not only to verify the correctness of data, but also to provide incentives so that agents that provide high-quality data are ... Leer más

    $46.99 USD

  • Predicting Human Decision-Making

    From Prediction to Action

    Series series Synthesis Lectures on Artificial Intelligence and Machine Learning
    Human decision-making often transcends our formal models of "rationality." Designing intelligent agents that interact proficiently with people necessitates the modeling of human behavior and the prediction of their decisions. In this book, we explore the task of automatically predicting human decision-making and its use in designing intelligent human-aware automated computer systems of varying ... Leer más

    $46.99 USD

  • Adversarial Machine Learning

    Series series Synthesis Lectures on Artificial Intelligence and Machine Learning
    This is a technical overview of the field of adversarial machine learning which has emerged to study vulnerabilities of machine learning approaches in adversarial settings and to develop techniques to make learning robust to adversarial manipulation.After reviewing machine learning concepts and approaches, as well as common use cases of these in adversarial settings, we present a general ... Leer más

    $50.99 USD

  • Lifelong Machine Learning

    Second Edition

    Series series Synthesis Lectures on Artificial Intelligence and Machine Learning
    Lifelong Machine Learning, Second Edition is an introduction to an advanced machine learning paradigm that continuously learns by accumulating past knowledge that it then uses in future learning and problem solving. In contrast, the current dominant machine learning paradigm learns in isolation: given a training dataset, it runs a machine learning algorithm on the dataset to produce a model that ... Leer más

    $57.99 USD

  • Multi-Objective Decision Making

    Series series Synthesis Lectures on Artificial Intelligence and Machine Learning
    Many real-world decision problems have multiple objectives. For example, when choosing a medical treatment plan, we want to maximize the efficacy of the treatment, but also minimize the side effects. These objectives typically conflict, e.g., we can often increase the efficacy of the treatment, but at the cost of more severe side effects. In this book, we outline how to deal with multiple ... Leer más

    $29.99 USD

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  • Research Methods: Simple, Short, And Straightforward Way Of Learning Methods Of Research

    This book is intended for beginners in research. This book uses Simple words, Short sentences and Straightforward paragraphs. The triple S and the simplest way of learning methods of research. Research in general refers to a search for knowledge. The topics covered in this book includes a brief introduction to research, research approaches, research designs, data gathering techniques, sampling, ... Leer más

    $3.44 USD o gratis con Kobo Plus

  • Text as Data

    A New Framework for Machine Learning and the Social Sciences

    A guide for using computational text analysis to learn about the social worldFrom social media posts and text messages to digital government documents and archives, researchers are bombarded with a deluge of text reflecting the social world. This textual data gives unprecedented insights into fundamental questions in the social sciences, humanities, and industry. Meanwhile new machine learning ... Leer más

    $35.99 USD

  • From Digital Twins to Digital Selves and Beyond

    Engineering and Social Models for a Trans-humanist World

    Series series Computer Science (R0)
    This open access book aims at deepening the understanding of the relation between cyber-physical systems (CPSs) as socio-technical systems and their digital representations with intertwined artificial intelligence (AI). The authors describe why it is crucial for digital selves to be able to develop emotional behavior and why a humanity-inspired AI is necessary so that humans and humanoids can ... Leer más

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  • Egocentric Network Analysis

    Foundations, Methods, and Models

    Series Libro 44 - Structural Analysis in the Social Sciences
    Egocentric network analysis is used widely across the social sciences, especially in anthropology, political science, economics, and sociology, and is increasingly being employed in communications, informatics, and business and marketing studies. Egocentric network analysis requires a unique set of data collection and analysis skills that overlap only minimally with other network methodologies. ... Leer más

    $43.99 USD

  • Human-Centered Data Science

    An Introduction

    Best practices for addressing the bias and inequality that may result from the automated collection, analysis, and distribution of large datasets.Human-centered data science is a new interdisciplinary field that draws from human-computer interaction, social science, statistics, and computational techniques. This book, written by founders of the field, introduces best practices for addressing the ... Leer más

    $25.99 USD