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A Knowledge-based Approach to Natural Language Interpretation

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Release : 1985
Genre : Artificial intelligence
Kind : eBook
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Book Synopsis A Knowledge-based Approach to Natural Language Interpretation by : Kenneth H. Heller

Download or read book A Knowledge-based Approach to Natural Language Interpretation written by Kenneth H. Heller. This book was released on 1985. Available in PDF, EPUB and Kindle. Book excerpt:

Advances in Artificial Intelligence

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Release : 2012-12-06
Genre : Computers
Kind : eBook
Book Rating : 524/5 ( reviews)

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Book Synopsis Advances in Artificial Intelligence by : Martin C. Golumbic

Download or read book Advances in Artificial Intelligence written by Martin C. Golumbic. This book was released on 2012-12-06. Available in PDF, EPUB and Kindle. Book excerpt: Research in artificial intelligence, natural language processing and knowledge-based systems has blossomed during the past decade. At national and international symposia as well as in research centers and universities all over the world, these subjects have been the focus of intense debate and study. This is equally true in Israel which has hosted several international forums on these topics. The articles in this book represent a selection of contributions presented at recent AI conferences held in Israel. A theoretical model for a system that learns from its own experience in playing board games is presented in Learning from Experience in Board Games by Ze'ev Ben-Porat and Martin Golumbic. The model enables such a system to enhance and improve its playing capabilities through the use of a learning mechanism which extracts knowledge from actual playing experience. The learning process requires no external guidance or assistance. This model was implemented and tested on a variant of "Chinese Checkers. " The paper shows the feasibility and validity of the proposed model and investigates the parameters that affect its performance traits. The experimental results give evidence of the validity of the model as a powerful learning mechanism. Original and general algorithms for knowledge extraction and pattern matching were designed and tested as part of the prototype computer system. Analysis of the performance characteristics of these algorithms indicates that they can handle large knowledge bases in an efficient manner.

Ontology-Based Interpretation of Natural Language

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Release : 2022-06-01
Genre : Computers
Kind : eBook
Book Rating : 541/5 ( reviews)

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Book Synopsis Ontology-Based Interpretation of Natural Language by : Philipp Cimiano

Download or read book Ontology-Based Interpretation of Natural Language written by Philipp Cimiano. This book was released on 2022-06-01. Available in PDF, EPUB and Kindle. Book excerpt: For humans, understanding a natural language sentence or discourse is so effortless that we hardly ever think about it. For machines, however, the task of interpreting natural language, especially grasping meaning beyond the literal content, has proven extremely difficult and requires a large amount of background knowledge. This book focuses on the interpretation of natural language with respect to specific domain knowledge captured in ontologies. The main contribution is an approach that puts ontologies at the center of the interpretation process. This means that ontologies not only provide a formalization of domain knowledge necessary for interpretation but also support and guide the construction of meaning representations. We start with an introduction to ontologies and demonstrate how linguistic information can be attached to them by means of the ontology lexicon model lemon. These lexica then serve as basis for the automatic generation of grammars, which we use to compositionally construct meaning representations that conform with the vocabulary of an underlying ontology. As a result, the level of representational granularity is not driven by language but by the semantic distinctions made in the underlying ontology and thus by distinctions that are relevant in the context of a particular domain. We highlight some of the challenges involved in the construction of ontology-based meaning representations, and show how ontologies can be exploited for ambiguity resolution and the interpretation of temporal expressions. Finally, we present a question answering system that combines all tools and techniques introduced throughout the book in a real-world application, and sketch how the presented approach can scale to larger, multi-domain scenarios in the context of the Semantic Web. Table of Contents: List of Figures / Preface / Acknowledgments / Introduction / Ontologies / Linguistic Formalisms / Ontology Lexica / Grammar Generation / Putting Everything Together / Ontological Reasoning for Ambiguity Resolution / Temporal Interpretation / Ontology-Based Interpretation for Question Answering / Conclusion / Bibliography / Authors' Biographies

Integration of World Knowledge for Natural Language Understanding

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Release : 2012-02-15
Genre : Computers
Kind : eBook
Book Rating : 538/5 ( reviews)

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Book Synopsis Integration of World Knowledge for Natural Language Understanding by : Ekaterina Ovchinnikova

Download or read book Integration of World Knowledge for Natural Language Understanding written by Ekaterina Ovchinnikova. This book was released on 2012-02-15. Available in PDF, EPUB and Kindle. Book excerpt: This book concerns non-linguistic knowledge required to perform computational natural language understanding (NLU). The main objective of the book is to show that inference-based NLU has the potential for practical large scale applications. First, an introduction to research areas relevant for NLU is given. We review approaches to linguistic meaning, explore knowledge resources, describe semantic parsers, and compare two main forms of inference: deduction and abduction. In the main part of the book, we propose an integrative knowledge base combining lexical-semantic, ontological, and distributional knowledge. A particular attention is payed to ensuring its consistency. We then design a reasoning procedure able to make use of the large scale knowledge base. We experiment both with a deduction-based NLU system and with an abductive reasoner. For evaluation, we use three different NLU tasks: recognizing textual entailment, semantic role labeling, and interpretation of noun dependencies.

Machine Translation

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Release : 1992
Genre : Computers
Kind : eBook
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Book Synopsis Machine Translation by : Sergei Nirenburg

Download or read book Machine Translation written by Sergei Nirenburg. This book was released on 1992. Available in PDF, EPUB and Kindle. Book excerpt: All over the world, people are claiming their rights. Are these claims prompted by similar values and aspirations? And even if human rights are universal, what are the consequences of claiming them in different historical, cultural and material realities? The diversity of African countries considered in this book compels careful thought about these questions.

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