Cognitive Computing and Big Data Analytics
Cognitive Computing and Big Data Analytics
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认知计算和大数据分析
DOI：
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发表时间：
2015
期刊：
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通讯作者：
Adrian Bowles
中科院分区：
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作者：
Judith Hurwitz;Marcia Kaufman;Adrian Bowles
《认知计算》（Cognitive Computing）为构建一类新的系统提供了详细的指导，这些系统可以从经验中学习，并获得见解，从而释放大数据的价值。这本书帮助技术人员理解认知计算的底层技术，从知识表示技术和自然语言处理算法到基于积累证据的动态学习方法，而不是重新编程。来自金融、医疗保健和制造业的详细案例示例引导读者逐步了解认知系统的设计和测试，以及来自Cleveland Clinic、Memorial Sloan-Kettering等组织的专家观点，以及正在创建解决方案的商业供应商。这些组织提供了对认知计算系统的实际实现的洞察。IBM Watson认知计算平台将在一章中详细描述，因为它在帮助定义这个新兴市场方面具有重要意义。此外，本书还包括高通、日立、b谷歌和亚马逊等新兴项目的实现。当今的认知计算解决方案建立在人工智能、自然语言处理、本体等既定概念的基础上，并利用了大数据管理和分析方面的进步。它们预示着智能基础设施将在所有行业实现新一代客户和上下文感知智能应用。认知计算是本学科的综合指南，提供了技术人员所需的理论和实践指导。*了解认知计算如何从承诺发展到现实*了解构成认知计算系统的元素*了解认知计算背后的突破性硬件和软件技术*学习评估您自己的应用程序组合以找到试点项目的最佳候选人*利用认知计算能力来改变组织认知系统被誉为计算的新时代。了解这些技术如何使新兴公司能够与根深蒂固的巨头竞争，并使具有前瞻性的老牌公司能够颠覆他们的行业。目前从事大数据和分析工作的专业人士将看到认知计算如何建立在他们的基础上，并创造新的机会。认知计算为这种新的人机交互水平提供了完整的指导。
A comprehensive guide to learning technologies that unlock the value in big data Cognitive Computing provides detailed guidance toward building a new class of systems that learn from experience and derive insights to unlock the value of big data. This book helps technologists understand cognitive computing's underlying technologies, from knowledge representation techniques and natural language processing algorithms to dynamic learning approaches based on accumulated evidence, rather than reprogramming. Detailed case examples from the financial, healthcare, and manufacturing walk readers step-by-step through the design and testing of cognitive systems, and expert perspectives from organizations such as Cleveland Clinic, Memorial Sloan-Kettering, as well as commercial vendors that are creating solutions. These organizations provide insight into the real-world implementation of cognitive computing systems. The IBM Watson cognitive computing platform is described in a detailed chapter because of its significance in helping to define this emerging market. In addition, the book includes implementations of emerging projects from Qualcomm, Hitachi, Google and Amazon. Today's cognitive computing solutions build on established concepts from artificial intelligence, natural language processing, ontologies, and leverage advances in big data management and analytics. They foreshadow an intelligent infrastructure that enables a new generation of customer and context-aware smart applications in all industries. Cognitive Computing is a comprehensive guide to the subject, providing both the theoretical and practical guidance technologists need. * Discover how cognitive computing evolved from promise to reality * Learn the elements that make up a cognitive computing system * Understand the groundbreaking hardware and software technologies behind cognitive computing * Learn to evaluate your own application portfolio to find the best candidates for pilot projects * Leverage cognitive computing capabilities to transform the organization Cognitive systems are rightly being hailed as the new era of computing. Learn how these technologies enable emerging firms to compete with entrenched giants, and forward-thinking established firms to disrupt their industries. Professionals who currently work with big data and analytics will see how cognitive computing builds on their foundation, and creates new opportunities. Cognitive Computing provides complete guidance to this new level of human-machine interaction.