Data science for neuroimaging: an introduction (Record no. 59335)
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| 000 -LEADER | |
|---|---|
| fixed length control field | 02112 a2200241 4500 |
| 008 - FIXED-LENGTH DATA ELEMENTS--GENERAL INFORMATION | |
| fixed length control field | 240817b |||||||| |||| 00| 0 eng d |
| 020 ## - INTERNATIONAL STANDARD BOOK NUMBER | |
| International Standard Book Number | 9780691222752 |
| 082 ## - DEWEY DECIMAL CLASSIFICATION NUMBER | |
| Classification number | 616.804754 ROK |
| 100 ## - MAIN ENTRY--PERSONAL NAME | |
| Personal name | Rokem, Ariel |
| 245 ## - TITLE STATEMENT | |
| Title | Data science for neuroimaging: an introduction |
| 260 ## - PUBLICATION, DISTRIBUTION, ETC. (IMPRINT) | |
| Place of publication, distribution, etc | Princeton: |
| Name of publisher, distributor, etc | Princeton University Press, |
| Date of publication, distribution, etc | 2024. |
| 300 ## - PHYSICAL DESCRIPTION | |
| Extent | xiv, 377p.: |
| Other physical details | ill.; pbk.: |
| Dimensions | 25 cm. |
| 504 ## - BIBLIOGRAPHY, ETC. NOTE | |
| Bibliography, etc | Includes Bibliography, and Index. |
| 520 ## - SUMMARY, ETC. | |
| Summary, etc | As neuroimaging turns toward data-intensive discovery, researchers in the field must learn to access, manage, and analyze datasets at unprecedented scales. Concerns about reproducibility and increased rigor in reporting of scientific results also demand higher standards of computational practice. This book offers neuroimaging researchers an introduction to data science, presenting methods, tools, and approaches that facilitate automated, reproducible, and scalable analysis and understanding of data. Through guided, hands-on explorations of openly available neuroimaging datasets, the book explains such elements of data science as programming, data management, visualization, and machine learning, and describes their application to neuroimaging. Readers will come away with broadly relevant data science skills that they can easily translate to their own questions.<br/><br/>• Fills the need for an authoritative resource on data science for neuroimaging researchers<br/>• Strong emphasis on programming<br/>• Provides extensive code examples written in the Python programming language<br/>• Draws on openly available neuroimaging datasets for examples<br/>• Written entirely in the Jupyter notebook format, so the code examples can be executed, modified, and re-executed as part of the learning process<br/><br/>https://press.princeton.edu/books/hardcover/9780691222738/data-science-for-neuroimaging |
| 650 ## - SUBJECT ADDED ENTRY--TOPICAL TERM | |
| Topical term or geographic name as entry element | Unix Operating System |
| 650 ## - SUBJECT ADDED ENTRY--TOPICAL TERM | |
| Topical term or geographic name as entry element | Computational Environment |
| 650 ## - SUBJECT ADDED ENTRY--TOPICAL TERM | |
| Topical term or geographic name as entry element | Image Processing |
| 650 ## - SUBJECT ADDED ENTRY--TOPICAL TERM | |
| Topical term or geographic name as entry element | Python Environment |
| 650 ## - SUBJECT ADDED ENTRY--TOPICAL TERM | |
| Topical term or geographic name as entry element | Model Selection |
| 650 ## - SUBJECT ADDED ENTRY--TOPICAL TERM | |
| Topical term or geographic name as entry element | Image Segmentation |
| 700 ## - ADDED ENTRY--PERSONAL NAME | |
| Personal name | Yarkoni, Tal |
| Relator term | Co-author |
| 942 ## - ADDED ENTRY ELEMENTS (KOHA) | |
| Item type | Books |
| Source of classification or shelving scheme | Dewey Decimal Classification |
| Withdrawn status | Lost status | Source of classification or shelving scheme | Damaged status | Not for loan | Collection code | Home library | Current library | Date acquired | Source of acquisition | Cost, normal purchase price | Total Checkouts | Full call number | Barcode | Date last seen | Copy number | Cost, replacement price | Koha item type |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Dewey Decimal Classification | General | IIT Gandhinagar | IIT Gandhinagar | 16/08/2024 | CBS Publisher | 3156.55 | 616.804754 ROK | 034452 | 16/08/2024 | 1 | 3156.55 | Books |
