Statistical Language Learning PDF Download
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| Author | : Eugene Charniak |
| Publisher | : MIT Press |
| Total Pages | : 196 |
| Release | : 1996 |
| Genre | : Computers |
| ISBN | : 9780262531412 |
Download Statistical Language Learning Book in PDF, ePub and Kindle
This text introduces statistical language processing techniques--word tagging, parsing with probabilistic context free grammars, grammar induction, syntactic disambiguation, semantic word classes, word-sense disambiguation--along with the underlying mathematics and chapter exercises.
| Author | : Gareth James |
| Publisher | : Springer Nature |
| Total Pages | : 617 |
| Release | : 2023-08-01 |
| Genre | : Mathematics |
| ISBN | : 3031387473 |
Download An Introduction to Statistical Learning Book in PDF, ePub and Kindle
An Introduction to Statistical Learning provides an accessible overview of the field of statistical learning, an essential toolset for making sense of the vast and complex data sets that have emerged in fields ranging from biology to finance, marketing, and astrophysics in the past twenty years. This book presents some of the most important modeling and prediction techniques, along with relevant applications. Topics include linear regression, classification, resampling methods, shrinkage approaches, tree-based methods, support vector machines, clustering, deep learning, survival analysis, multiple testing, and more. Color graphics and real-world examples are used to illustrate the methods presented. This book is targeted at statisticians and non-statisticians alike, who wish to use cutting-edge statistical learning techniques to analyze their data. Four of the authors co-wrote An Introduction to Statistical Learning, With Applications in R (ISLR), which has become a mainstay of undergraduate and graduate classrooms worldwide, as well as an important reference book for data scientists. One of the keys to its success was that each chapter contains a tutorial on implementing the analyses and methods presented in the R scientific computing environment. However, in recent years Python has become a popular language for data science, and there has been increasing demand for a Python-based alternative to ISLR. Hence, this book (ISLP) covers the same materials as ISLR but with labs implemented in Python. These labs will be useful both for Python novices, as well as experienced users.
| Author | : Jenifer Larson-Hall |
| Publisher | : Routledge |
| Total Pages | : 649 |
| Release | : 2009-09-10 |
| Genre | : Education |
| ISBN | : 1135594732 |
Download A Guide to Doing Statistics in Second Language Research Using SPSS Book in PDF, ePub and Kindle
This valuable book shows second language researchers how to use the statistical program SPSS to conduct statistical tests frequently done in SLA research. Using data sets from real SLA studies, A Guide to Doing Statistics in Second Language Research Using SPSS shows newcomers to both statistics and SPSS how to generate descriptive statistics, how to choose a statistical test, and how to conduct and interpret a variety of basic statistical tests. It covers the statistical tests that are most commonly used in second language research, including chi-square, t-tests, correlation, multiple regression, ANOVA and non-parametric analogs to these tests. The text is abundantly illustrated with graphs and tables depicting actual data sets, and exercises throughout the book help readers understand concepts (such as the difference between independent and dependent variables) and work out statistical analyses. Answers to all exercises are provided on the book’s companion website, along with sample data sets and other supplementary material.
| Author | : Anthony Woods |
| Publisher | : Cambridge University Press |
| Total Pages | : 340 |
| Release | : 1986-08-14 |
| Genre | : Language Arts & Disciplines |
| ISBN | : 9780521273121 |
Download Statistics in Language Studies Book in PDF, ePub and Kindle
Presents a wide variety of linguistic examples to demonstrate the use of statistics in summarizing data appropriately. The range of techniques introduced will help readers to evaluate and use literature employing statistical analysis, and to apply statistics in their own research.
| Author | : Jeffrey Lidz |
| Publisher | : Oxford University Press |
| Total Pages | : 1041 |
| Release | : 2016 |
| Genre | : Language Arts & Disciplines |
| ISBN | : 0199601267 |
Download The Oxford Handbook of Developmental Linguistics Book in PDF, ePub and Kindle
In this handbook, renowned scholars from a range of backgrounds provide a state of the art review of key developmental findings in language acquisition. The book places language acquisition phenomena in a richly linguistic and comparative context, highlighting the link between linguistic theory, language development, and theories of learning. The book is divided into six parts. Parts I and II examine the acquisition of phonology and morphology respectively, with chapters covering topics such as phonotactics and syllable structure, prosodic phenomena, compound word formation, and processing continuous speech. Part III moves on to the acquisition of syntax, including argument structure, questions, mood alternations, and possessives. In Part IV, chapters consider semantic aspects of language acquisition, including the expression of genericity, quantification, and scalar implicature. Finally, Parts V and VI look at theories of learning and aspects of atypical language development respectively.
| Author | : Jean L. Turner |
| Publisher | : Routledge |
| Total Pages | : 419 |
| Release | : 2014-02-18 |
| Genre | : Education |
| ISBN | : 1134055587 |
Download Using Statistics in Small-Scale Language Education Research Book in PDF, ePub and Kindle
Assuming no familiarity with statistical methods, this text for language education research methods and statistics courses provides detailed guidance and instruction on principles of designing, conducting, interpreting, reading, and evaluating statistical research done in classroom settings or with a small number of participants. While three different types of statistics are addressed (descriptive, parametric, non-parametric) the emphasis is on non-parametric statistics because they are appropriate when the number of participants is small and the conditions for use of parametric statistics are not satisfied. The emphasis on non-parametric statistics is unique and complements the growing interest among second and foreign language educators in doing statistical research in classrooms. Designed to help students and other language education researchers to identify and use analyses that are appropriate for their studies, taking into account the number of participants and the shape of the data distribution, the text includes sample studies to illustrate the important points in each chapter and exercises to promote understanding of the concepts and the development of practical research skills. Mathematical operations are explained in detail, and step-by-step illustrations in the use of R (a very powerful, online, freeware program) to perform all calculations are provided. A Companion Website extends and enhances the text with PowerPoint presentations illustrating how to carry out calculations and use R; practice exercises with answer keys; data sets in Excel MS-DOS format; and quiz, midterm, and final problems with answer keys.
| Author | : Christopher Manning |
| Publisher | : MIT Press |
| Total Pages | : 719 |
| Release | : 1999-05-28 |
| Genre | : Language Arts & Disciplines |
| ISBN | : 0262303795 |
Download Foundations of Statistical Natural Language Processing Book in PDF, ePub and Kindle
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.
| Author | : Stefan Wermter |
| Publisher | : Springer Science & Business Media |
| Total Pages | : 490 |
| Release | : 1996-03-15 |
| Genre | : Computers |
| ISBN | : 9783540609254 |
Download Connectionist, Statistical and Symbolic Approaches to Learning for Natural Language Processing Book in PDF, ePub and Kindle
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.
| Author | : Carlos Martín-Vide |
| Publisher | : Springer Nature |
| Total Pages | : 326 |
| Release | : 2019-09-27 |
| Genre | : Computers |
| ISBN | : 3030313727 |
Download Statistical Language and Speech Processing Book in PDF, ePub and Kindle
This book constitutes the proceedings of the 7th International Conference on Statistical Language and Speech Processing, SLSP 2019, held in Ljubljana, Slovenia, in October 2019. The 25 full papers presented together with one invited paper in this volume were carefully reviewed and selected from 48 submissions. They were organized in topical sections named: Dialogue and Spoken Language Understanding; Language Analysis and Generation; Speech Analysis and Synthesis; Speech Recognition; Text Analysis and Classification.
| Author | : Patrick Rebuschat |
| Publisher | : Walter de Gruyter |
| Total Pages | : 524 |
| Release | : 2012-10-01 |
| Genre | : Psychology |
| ISBN | : 1934078247 |
Download Statistical Learning and Language Acquisition Book in PDF, ePub and Kindle
Open publication This volume brings together contributors from cognitive psychology, theoretical and applied linguistics, as well as computer science, in order to assess the progress made in statistical learning research and to determine future directions. An important objective is to critically examine the role of statistical learning in language acquisition. While most contributors agree that statistical learning plays a central role in language acquisition, they have differing views. This book will promote the development of the field by fostering discussion and collaborations across disciplinary boundaries.
