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Machine Learning
One of the currently most active research areas within Artificial Intelligence is the field of Machine Learning. which involves the study and development of computational models of learning processes. A major goal of research in this field is to build computers capable of improving their performance with practice and of acquiring knowledge on their own. The intent of this book is to provide a snapshot of this field through a broad. representative set of easily assimilated short papers. As such. this book is intended to complement the two volumes of Machine Learning: An Artificial Intelligence Approach (Morgan-Kaufman Publishers). which provide a smaller number of in-depth research papers. Ea...
Connectionist, Statistical and Symbolic Approaches to Learning for Natural Language Processing
This book is based on the workshop on New Approaches to Learning for Natural Language Processing, held in conjunction with the International Joint Conference on Artificial Intelligence, IJCAI'95, in Montreal, Canada in August 1995. Most of the 32 papers included in the book are revised selected workshop presentations; some papers were individually solicited from members of the workshop program committee to give the book an overall completeness. Also included, and written with the novice reader in mind, is a comprehensive introductory survey by the volume editors. The volume presents the state of the art in the most promising current approaches to learning for NLP and is thus compulsory reading for researchers in the field or for anyone applying the new techniques to challenging real-world NLP problems.
Recent Advances in Natural Language Processing
This volume is based on contributions from the First International Conference on “Recent Advances in Natural Language Processing” (RANLP’95) held in Tzigov Chark, Bulgaria, 14-16 September 1995. This conference was one of the most important and competitively reviewed conferences in Natural Language Processing (NLP) for 1995 with submissions from more than 30 countries. Of the 48 papers presented at RANLP’95, the best (revised) papers have been selected for this book, in the hope that they reflect the most significant and promising trends (and latest successful results) in NLP. The book is organised thematically and the contributions are grouped according to the traditional topics fou...
Foundations of Statistical Natural Language Processing
Statistical approaches to processing natural language text have become dominant in recent years. This foundational text is the first comprehensive introduction to statistical natural language processing (NLP) to appear. The book contains all the theory and algorithms needed for building NLP tools. It provides broad but rigorous coverage of mathematical and linguistic foundations, as well as detailed discussion of statistical methods, allowing students and researchers to construct their own implementations. The book covers collocation finding, word sense disambiguation, probabilistic parsing, information retrieval, and other applications.
Machine Learning: ECML 2001
This book constitutes the refereed proceedings of the 12th European Conference on Machine Learning, ECML 2001, held in Freiburg, Germany, in September 2001. The 50 revised full papers presented together with four invited contributions were carefully reviewed and selected from a total of 140 submissions. Among the topics covered are classifier systems, naive-Bayes classification, rule learning, decision tree-based classification, Web mining, equation discovery, inductive logic programming, text categorization, agent learning, backpropagation, reinforcement learning, sequence prediction, sequential decisions, classification learning, sampling, and semi-supervised learning.
The Development of the Concept of SMELL in American English
The last decades have witnessed a renewed interest in near-synonymy. In particular, recent distributional corpus-based approaches used for semantic analysis have successfully uncovered subtle distinctions in meaning between near-synonyms. However, most studies have dealt with the semantic structure of sets of near-synonyms from a synchronic perspective, while their diachronic evolution generally has been neglected. Against this backdrop, the aim of this book is to examine five adjectival near-synonyms in the history of American English from the understudied semantic domain of SMELL: fragrant, perfumed, scented, sweet-scented, and sweet-smelling. Their distribution is analyzed across a wide r...
Text-based intelligent Systems
The symposium on which this volume was based brought together approximately fifty scientists from a variety of backgrounds to discuss the rapidly-emerging set of competing technologies for exploiting a massive quantity of textual information. This group was challenged to explore new ways to take advantage of the power of on-line text. A billion words of text can be more generally useful than a few hundred logical rules, if advanced computation can extract useful information from streams of text and help find what is needed in the sea of available material. While the extraction task is a hot topic for the field of natural language processing and the retrieval task is a solid aspect in the fie...
Artificial Intelligence Research and Development
One hundred years after the birth of Alan Turing, the great pioneer of computer science, artificial intelligence has become so much a part of everyday life that it is hard to imagine the world without it. This book contains papers from the 15th International Conference of the Catalan Association of Artificial Intelligence (CCIA 2012), held at the Universitat d’Alicant, Spain, in October 2012. Since 1994 the Catalan Association of Artificial Intelligence (ACIA) has fostered cooperation between researchers in artificial intelligence within the Catalan speaking community. The annual CCIA is its international conference, a platform where not only researchers from Catalan speaking countries, bu...
Lexis and Creativity in Translation
Computers offer new perspectives in the study of language, allowing us to see phenomena that previously remained obscure because of the limitations of our vantage points. It is not uncommon for computers to be likened to the telescope, or microscope, in this respect. In this pioneering computer-assisted study of translation, Dorothy Kenny suggests another image, that of the kaleidoscope: playful changes of perspective using corpus-processing software allow textual patterns to come into focus and then recede again as others take their place. And against the background of repeated patterns in a corpus, creative uses of language gain a particular prominence. In Lexis and Creativity in Translati...
Corpora in Cognitive Linguistics
Cognitive Linguistics, the branch of linguistics that tries to "make one's account of human language accord with what is generally known about the mind and the brain," has become one of the most flourishing fields of contemporary linguistics. The chapters address many classic topics of Cognitive Linguistics. These topics include studies on the semantics of specific words (including polysemy and synonymy) as well as semantic characteristics of particular syntactic patterns / constructions (including constructional synonymy and the schematicity of constructions), the analysis of causatives, transitivity, and image-schematic aspects of posture verbs. The key characteristic of this volume is tha...
