MARC details
| 000 -LEADER |
|---|
| fixed length control field |
02557nam a22003257a 4500 |
| 003 - CONTROL NUMBER IDENTIFIER |
|---|
| control field |
ZW-GwMSU |
| 005 - DATE AND TIME OF LATEST TRANSACTION |
|---|
| control field |
20201002114021.0 |
| 008 - FIXED-LENGTH DATA ELEMENTS--GENERAL INFORMATION |
|---|
| fixed length control field |
201002b ||||| |||| 00| 0 eng d |
| 020 ## - INTERNATIONAL STANDARD BOOK NUMBER |
|---|
| International Standard Book Number |
9780128040768 |
| 040 ## - CATALOGING SOURCE |
|---|
| Language of cataloging |
Ènglish |
| Transcribing agency |
MSU |
| Description conventions |
rda |
| 041 ## - |
|---|
| -- |
eng |
| 100 ## - MAIN ENTRY--PERSONAL NAME |
|---|
| Personal name |
Wu, Guorong |
| Relator term |
author |
| 245 ## - TITLE STATEMENT |
|---|
| Title |
Machine learning and medical imaging |
| Statement of responsibility, etc |
created by Guorong Wu, Dinggang Shen, Mert R. Sabuncu |
| 260 ## - PUBLICATION, DISTRIBUTION, ETC. (IMPRINT) |
|---|
| Place of publication, distribution, etc |
London |
| Name of publisher, distributor, etc |
Academic Press |
| Date of publication, distribution, etc |
2016 |
| 300 ## - PHYSICAL DESCRIPTION |
|---|
| Extent |
487 pages |
| Other physical details |
illustrations |
| 336 ## - CONTENT TYPE |
|---|
| Source |
rdacontent |
| content type term |
text |
| 337 ## - MEDIA TYPE |
|---|
| source |
rdamedia |
| media type term |
unmediated |
| media type code |
n |
| 338 ## - CARRIER TYPE |
|---|
| source |
mediacarrier |
| carrier type term |
volume |
| carrier type code |
nc |
| 490 ## - SERIES STATEMENT |
|---|
| Series statement |
The Elsevier and MICCAI society book series |
| 504 ## - BIBLIOGRAPHY, ETC. NOTE |
|---|
| Bibliography, etc |
Includes bibliographical references and index |
| 520 ## - SUMMARY, ETC. |
|---|
| Summary, etc |
This book presents state-of- the-art of machine learning methods in medical image analysis. It first summarizes cutting-edge machine learning algorithms in medical imaging, including not only classical probabilistic modeling and learning methods, but also recent breakthroughs in deep learning, sparse representation/coding, and big data hashing.<br/><br/>In the second part leading research groups around the world present a wide spectrum of machine learning methods with their application to different medical imaging modalities, clinical domains and organs. The biomedical imaging modalities include ultrasound, magnetic resonance imaging (MRI), computed tomography (CT), histology, and microscopy images. The targeted organs span the lung, liver, brain, and prostate, while there is also a treatment of examining genetic associations.<br/><br/>Machine Learning and Medical Imaging is an ideal reference for medical imaging researchers, industry scientists and engineers, advanced undergraduate and graduate students, and clinicians.<br/><br/>Key Features:<br/><br/> Demonstrates the application of cutting-edge machine learning techniques to medical imaging problems<br/><br/> Covers an array of medical imaging applications from computer assisted diagnosis, image guided radiation therapy, landmark detection, imaging genomics, and brain connectomics<br/><br/> Self-contained chapters with a thorough literature review<br/><br/> Assesses the development of future machine learning techniques and the further application of existing techniqu |
| 650 ## - SUBJECT ADDED ENTRY--TOPICAL TERM |
|---|
| Topical term or geographic name as entry element |
Diagnostic imaging |
| General subdivision |
Digital techniques |
| 650 ## - SUBJECT ADDED ENTRY--TOPICAL TERM |
|---|
| Topical term or geographic name as entry element |
Artificial intelligence |
| General subdivision |
Medical approach |
| 650 ## - SUBJECT ADDED ENTRY--TOPICAL TERM |
|---|
| Topical term or geographic name as entry element |
Computer science |
| 650 ## - SUBJECT ADDED ENTRY--TOPICAL TERM |
|---|
| Topical term or geographic name as entry element |
Medical informatics |
| 650 ## - SUBJECT ADDED ENTRY--TOPICAL TERM |
|---|
| Topical term or geographic name as entry element |
Data mining |
| 700 ## - ADDED ENTRY--PERSONAL NAME |
|---|
| Personal name |
Shen, Dinggang |
| Relator term |
author |
| 700 ## - ADDED ENTRY--PERSONAL NAME |
|---|
| Personal name |
Sabuncu, Mert R. |
| Relator term |
author |
| 942 ## - ADDED ENTRY ELEMENTS (KOHA) |
|---|
| Source of classification or shelving scheme |
Library of Congress Classification |
| Koha item type |
Book |