Supervised machine learning for text analysis in R / (Record no. 1997142)
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| 000 -LEADER | |
|---|---|
| fixed length control field | 02257cam a22003858i 4500 |
| 001 - CONTROL NUMBER | |
| control field | 22083504 |
| 005 - DATE AND TIME OF LATEST TRANSACTION | |
| control field | 20221220132907.0 |
| 008 - FIXED-LENGTH DATA ELEMENTS--GENERAL INFORMATION | |
| fixed length control field | 210605s2022 flu b 001 0 eng |
| 010 ## - LIBRARY OF CONGRESS CONTROL NUMBER | |
| LC control number | 2021021541 |
| 020 ## - INTERNATIONAL STANDARD BOOK NUMBER | |
| International Standard Book Number | 9780367554187 |
| Qualifying information | (hardback) |
| 020 ## - INTERNATIONAL STANDARD BOOK NUMBER | |
| International Standard Book Number | 9780367554194 |
| Qualifying information | (paperback) |
| 020 ## - INTERNATIONAL STANDARD BOOK NUMBER | |
| Canceled/invalid ISBN | 9781003093459 |
| Qualifying information | (ebook) |
| 040 ## - CATALOGING SOURCE | |
| Original cataloging agency | LBSOR/DLC |
| Language of cataloging | eng |
| Description conventions | rda |
| Transcribing agency | DLC |
| 042 ## - AUTHENTICATION CODE | |
| Authentication code | pcc |
| 050 00 - LIBRARY OF CONGRESS CALL NUMBER | |
| Classification number | P98.5.S83 |
| Item number | H85 2022 |
| 082 00 - DEWEY DECIMAL CLASSIFICATION NUMBER | |
| Classification number | 006.3 HVI-S COM 6375 |
| Edition number | 23 |
| 100 1# - MAIN ENTRY--PERSONAL NAME | |
| Personal name | Hvitfeldt, Emil, |
| Relator term | author. |
| 245 10 - TITLE STATEMENT | |
| Title | Supervised machine learning for text analysis in R / |
| Statement of responsibility, etc. | Emil Hvitfeldt, Julia Sigle. |
| 250 ## - EDITION STATEMENT | |
| Edition statement | First edition. |
| 300 ## - PHYSICAL DESCRIPTION | |
| Extent | pages cm. |
| 490 0# - SERIES STATEMENT | |
| Series statement | Data science series |
| 504 ## - BIBLIOGRAPHY, ETC. NOTE | |
| Bibliography, etc. note | Includes bibliographical references and index. |
| 505 0# - FORMATTED CONTENTS NOTE | |
| Formatted contents note | Language and modeling -- Tokenization -- Stop words -- Stemming -- Word Embeddings -- Regression -- Classification -- Dense neural networks -- Long short-term memory (LSTM) networks -- Convolutional neural networks -- Text models in the real world. |
| 520 ## - SUMMARY, ETC. | |
| Summary, etc. | "Text data is important for many domains, from healthcare to marketing to the digital humanities, but specialized approaches are necessary to create features for machine learning from language. Supervised Machine Learning for Text Analysis in R explains how to preprocess text data for modeling, train models, and evaluate model performance using tools from the tidyverse and tidymodels ecosystem. Models like these can be used to make predictions for new observations, to understand what natural language features or characteristics contribute to differences in the output, and more. If you are already familiar with the basics of predictive modeling, use the comprehensive, detailed examples in this book to extend your skills to the domain of natural language processing"-- |
| Assigning source | Provided by publisher. |
| 650 #0 - SUBJECT ADDED ENTRY--TOPICAL TERM | |
| Topical term or geographic name entry element | Computational linguistics |
| General subdivision | Statistical methods. |
| 650 #0 - SUBJECT ADDED ENTRY--TOPICAL TERM | |
| Topical term or geographic name entry element | Natural language processing (Computer science) |
| 650 #0 - SUBJECT ADDED ENTRY--TOPICAL TERM | |
| Topical term or geographic name entry element | Supervised learning (Machine learning) |
| 650 #0 - SUBJECT ADDED ENTRY--TOPICAL TERM | |
| Topical term or geographic name entry element | Predictive analytics. |
| 650 #0 - SUBJECT ADDED ENTRY--TOPICAL TERM | |
| Topical term or geographic name entry element | Regression analysis. |
| 650 #0 - SUBJECT ADDED ENTRY--TOPICAL TERM | |
| Topical term or geographic name entry element | Discriminant analysis. |
| 650 #0 - SUBJECT ADDED ENTRY--TOPICAL TERM | |
| Topical term or geographic name entry element | R (Computer program language) |
| 700 1# - ADDED ENTRY--PERSONAL NAME | |
| Personal name | Sigle, Julia, |
| Relator term | author. |
| 942 ## - ADDED ENTRY ELEMENTS (KOHA) | |
| Source of classification or shelving scheme | Dewey Decimal Classification |
| 999 ## - SYSTEM CONTROL NUMBERS (KOHA) | |
| Koha biblionumber | 1997142 |
| Koha biblioitemnumber | 1997138 |
| 999 ## - SYSTEM CONTROL NUMBERS (KOHA) | |
| Koha biblioitemnumber | 1997138 |
| Lost status | Source of classification or shelving scheme | Damaged status | Koha itemnumber (autogenerated) | Home library | Current library | Shelving location | Date acquired | Full call number | Barcode | Date last seen | Price effective from | Koha item type |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Dewey Decimal Classification | 2169927 | Lahore College for Women University | Lahore College for Women University | COMMERCE & ECONOMICS | 12/20/2022 | 006.3 HVI-S COM 6375 | LCWU-6375 | 12/20/2022 | Book |