Screen LibraryMachine learning for text /
Saved in:
| Main Authors: | |
|---|---|
| Published: |
Springer,
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| Publisher Address: | Cham, Switzerland : |
| Publication Dates: | [2018] |
| Literature type: | Book |
| Language: | English |
| Subjects: | |
| Carrier Form: | xxiii, 493 pages : illustrations (some color) ; 26 cm |
| Bibliography: | Includes bibliographical references (pages 453-487) and index. |
| ISBN: |
9783319735306 3319735306 |
| Index Number: | Q325 |
| CLC: | TP181 |
| Call Number: | TP181/A266 |
| Contents: | Machine learning for text : an introduction -- Text preparation and similarity computation -- Matrix factorization and topic modeling -- Text clustering -- Text classification : basic models -- Linear classification and regression for text -- Classifier performance and evaluation -- Joint text mining with heterogeneous data -- Information retrieval and search engines -- Text sequence modeling and deep learning -- Text summarization -- Information extraction -- Opinion mining and sentiment analysis -- Text segmentation and event detection. |