MARC details
| 000 -LEADER |
|---|
| fixed length control field |
03452nam a22004332c 4500 |
| 001 - CONTROL NUMBER |
|---|
| control field |
1926700554 |
| 003 - CONTROL NUMBER IDENTIFIER |
|---|
| control field |
DE-627 |
| 005 - DATE AND TIME OF LATEST TRANSACTION |
|---|
| control field |
20250808132143.0 |
| 008 - FIXED-LENGTH DATA ELEMENTS--GENERAL INFORMATION |
|---|
| fixed length control field |
250527s2026 sz |||||o 00| ||eng c |
| 020 ## - INTERNATIONAL STANDARD BOOK NUMBER |
|---|
| International Standard Book Number |
9783031881107 |
| 040 ## - CATALOGING SOURCE |
|---|
| Language of cataloging |
eng |
| Transcribing agency |
ISTA |
| Description conventions |
rda |
| 041 ## - LANGUAGE CODE |
|---|
| Language code of text/sound track or separate title |
eng |
| 082 0# - DEWEY DECIMAL CLASSIFICATION NUMBER |
|---|
| Classification number |
006.31 |
| Edition number |
23 |
| 100 1# - MAIN ENTRY--PERSONAL NAME |
|---|
| Personal name |
Song, Yue |
| Relator term |
Author |
| Relator code |
aut |
| 9 (RLIN) |
1084141 |
| 245 10 - TITLE STATEMENT |
|---|
| Title |
Structured Representation Learning : |
| Remainder of title |
From Homomorphisms and Disentanglement to Equivariance and Topography / |
| Statement of responsibility, etc. |
by Yue Song, Thomas Anderson Keller, Nicu Sebe, Max Welling |
| 250 ## - EDITION STATEMENT |
|---|
| Edition statement |
1st ed. 2026. |
| 264 #1 - PRODUCTION, PUBLICATION, DISTRIBUTION, MANUFACTURE, AND COPYRIGHT NOTICE |
|---|
| Place of production, publication, distribution, manufacture |
Cham |
| Name of producer, publisher, distributor, manufacturer |
Springer Nature Switzerland |
| Date of production, publication, distribution, manufacture, or copyright notice |
2026. |
| 264 #1 - PRODUCTION, PUBLICATION, DISTRIBUTION, MANUFACTURE, AND COPYRIGHT NOTICE |
|---|
| Place of production, publication, distribution, manufacture |
Cham |
| Name of producer, publisher, distributor, manufacturer |
Imprint: Springer |
| Date of production, publication, distribution, manufacture, or copyright notice |
2026. |
| 490 0# - SERIES STATEMENT |
|---|
| Series statement |
Synthesis Lectures on Computer Vision |
| 520 ## - SUMMARY, ETC. |
|---|
| Summary, etc. |
Introduction -- Background -- Topographical Variational AutoEncoders -- Neural Wave Machines -- Latent Traversal as Potential Flows -- Flow Factorized Representation Learning -- Unsupervised Factorzied Representation Learning through SparseTransformation Analysis -- Conclusion. |
| 520 ## - SUMMARY, ETC. |
|---|
| Summary, etc. |
This book introduces approaches to generalize the benefits of equivariant deep learning to a broader set of learned structures through learned homomorphisms. In the field of machine learning, the idea of incorporating knowledge of data symmetries into artificial neural networks is known as equivariant deep learning and has led to the development of cutting edge architectures for image and physical data processing. The power of these models originates from data-specific structures ingrained in them through careful engineering. To-date however, the ability for practitioners to build such a structure into models is limited to situations where the data must exactly obey specific mathematical symmetries. The authors discuss naturally inspired inductive biases, specifically those which may provide types of efficiency and generalization benefits through what are known as homomorphic representations, a new general type of structured representation inspired from techniques in physics and neuroscience. A review of some of the first attempts at building models with learned homomorphic representations are introduced. The authors demonstrate that these inductive biases improve the ability of models to represent natural transformations and ultimately pave the way to the future of efficient and effective artificial neural networks. In addition, this book; Offers a novel definition of generalized equivariance and a literature review on learned homomorphisms Provide clarity as to the unifying goals of the newly emerging subfield of learned approximate symmetries Emphasizes naturally intelligent systems have generalization capabilities and data efficiency beyond artificial models. |
| 650 #0 - SUBJECT ADDED ENTRY--TOPICAL TERM |
|---|
| Topical term or geographic name as entry element |
Machine learning. |
| 9 (RLIN) |
1680 |
| 650 #0 - SUBJECT ADDED ENTRY--TOPICAL TERM |
|---|
| Topical term or geographic name as entry element |
Artificial intelligence. |
| 9 (RLIN) |
1340 |
| 650 #0 - SUBJECT ADDED ENTRY--TOPICAL TERM |
|---|
| Topical term or geographic name as entry element |
Computer vision. |
| 9 (RLIN) |
1678 |
| 650 #0 - SUBJECT ADDED ENTRY--TOPICAL TERM |
|---|
| Topical term or geographic name as entry element |
Image processing |
| 9 (RLIN) |
1679 |
| 650 #0 - SUBJECT ADDED ENTRY--TOPICAL TERM |
|---|
| Topical term or geographic name as entry element |
Neural networks (Computer science). |
| 9 (RLIN) |
1703 |
| 650 #0 - SUBJECT ADDED ENTRY--TOPICAL TERM |
|---|
| Topical term or geographic name as entry element |
Computer science. |
| 9 (RLIN) |
941 |
| 951 ## - EQUIVALENCE OR CROSS-REFERENCE-GEOGRAPHIC NAME/AREA NAME [OBSOLETE] [CAN/MARC only] |
|---|
| Geographic name |
BO |
| 700 1# - ADDED ENTRY--PERSONAL NAME |
|---|
| Personal name |
Keller, Thomas Anderson |
| Relator term |
Author |
| Relator code |
aut |
| 9 (RLIN) |
1084142 |
| 700 1# - ADDED ENTRY--PERSONAL NAME |
|---|
| Personal name |
Sebe, Nicu |
| Relator term |
Author |
| Relator code |
aut |
| 9 (RLIN) |
19389 |
| 700 1# - ADDED ENTRY--PERSONAL NAME |
|---|
| Personal name |
Welling, Max |
| Relator term |
Author |
| Relator code |
aut |
| 776 1# - ADDITIONAL PHYSICAL FORM ENTRY |
|---|
| International Standard Book Number |
9783031881107 |
| 776 1# - ADDITIONAL PHYSICAL FORM ENTRY |
|---|
| International Standard Book Number |
9783031881121 |
| 776 1# - ADDITIONAL PHYSICAL FORM ENTRY |
|---|
| International Standard Book Number |
9783031881138 |
| 776 08 - ADDITIONAL PHYSICAL FORM ENTRY |
|---|
| Relationship information |
Erscheint auch als |
| Note |
Druck-Ausgabe |
| International Standard Book Number |
9783031881107 |
| 776 08 - ADDITIONAL PHYSICAL FORM ENTRY |
|---|
| Relationship information |
Erscheint auch als |
| Note |
Druck-Ausgabe |
| International Standard Book Number |
9783031881121 |
| 776 08 - ADDITIONAL PHYSICAL FORM ENTRY |
|---|
| Relationship information |
Erscheint auch als |
| Note |
Druck-Ausgabe |
| International Standard Book Number |
9783031881138 |
| 942 ## - ADDED ENTRY ELEMENTS (KOHA) |
|---|
| Source of classification or shelving scheme |
Dewey Decimal Classification |