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区块链与可解释人工智能的融合:BlockXAI

English | 2024 | ISBN: 877004175X | 180 pages | True PDF | 20.44 MB

Explainable AI (XAI) is an upcoming research field in the domain of machine learning. This book aims to provide a detailed description of the topics related to XAI and Blockchain. These two technologies can benefit each other, and the research outcomes will benefit society in multiple ways. Existing AI systems make decisions in a black box manner. Explainable AI delineates how an AI system arrived at a particular decision. It inspects the steps and models that are responsible for making a particular decision. It is an upcoming trend that aims at providing explanations to the AI decisions. Blockchain is emerging as an effective technique for XAI. It enables accessibility to digital ledgers amongst the various AI agents. The AI agents collaborate using consensus and decisions are saved on Blocks. These blocks can be traced back but cannot be changed. Thus, the combination of AI with blockchain provides transparency and visibility to all AI decisions. BlockXAI is also being widely used for improving data security and intelligence. The decisions made are consensus based and decentralized leading to highly efficient AI systems. This book also covers topics that present the convergence of Blockchain with explainable AI and will provide researchers, academics, and industry experts with a complete guide to BlockXAI. This book provides a detailed description of the topics related to XAI and Blockchain.

英文|2024|ISBN:877004175X|180页|真PDF | 20.44 MB 可解释人工智能(XAI)是机器学习领域的一个新兴研究领域。本书旨在详细介绍与XAI和区块链相关的主题。这两项技术可以相互受益,研究成果将以多种方式造福社会。现有的人工智能系统以黑箱方式做出决策。可解释的人工智能描述了人工智能系统是如何做出特定决定的。它检查负责做出特定决策的步骤和模型。这是一个即将到来的趋势,旨在为人工智能决策提供解释。区块链正在成为XAI的一种有效技术。它使各种人工智能代理能够访问数字账簿。AI代理使用共识进行协作,决策保存在Blocks上。这些块可以追溯,但不能更改。因此,人工智能与区块链的结合提供了透明度和价值
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