A mathematical introduction to compressive sensing:
Saved in:
| Main Authors: | , |
|---|---|
| Format: | Book |
| Language: | English |
| Published: |
New York ; Heidelberg ; Dordrecht ; London
Birkhäuser
[2013]
|
| Series: | Applied and numerical harmonic analysis
|
| Subjects: | |
| Online Access: | Inhaltsverzeichnis Klappentext |
| Item Description: | Hier auch später erschienene, unveränderte Nachdrucke |
| Physical Description: | xviii, 625 Seiten Illustrationen, Diagramme |
| ISBN: | 9780817649470 9781493900633 9780817649487 |
Staff View
MARC
| LEADER | 00000nam a2200000 c 4500 | ||
|---|---|---|---|
| 001 | BV041100261 | ||
| 003 | DE-604 | ||
| 005 | 20230215 | ||
| 007 | t| | ||
| 008 | 130620s2013 xx a||| |||| 00||| eng d | ||
| 020 | |a 9780817649470 |c print |9 978-0-8176-4947-0 | ||
| 020 | |a 9781493900633 |9 978-1-4939-0063-3 | ||
| 020 | |a 9780817649487 |c (eBook) |9 978-0-8176-4948-7 | ||
| 035 | |a (OCoLC)862796696 | ||
| 035 | |a (DE-599)BVBBV041100261 | ||
| 040 | |a DE-604 |b ger |e rda | ||
| 041 | 0 | |a eng | |
| 049 | |a DE-83 |a DE-188 |a DE-824 |a DE-634 |a DE-739 |a DE-703 |a DE-11 |a DE-862 |a DE-91G |a DE-706 |a DE-20 |a DE-29T | ||
| 084 | |a SK 470 |0 (DE-625)143241: |2 rvk | ||
| 084 | |a SK 600 |0 (DE-625)143248: |2 rvk | ||
| 084 | |a SK 950 |0 (DE-625)143273: |2 rvk | ||
| 084 | |a SK 970 |0 (DE-625)143276: |2 rvk | ||
| 084 | |a ST 284 |0 (DE-625)143647: |2 rvk | ||
| 084 | |a ELT 517f |2 stub | ||
| 084 | |a 94A12 |2 msc | ||
| 084 | |a 94A08 |2 msc | ||
| 084 | |a 68P30 |2 msc | ||
| 084 | |a 90C90 |2 msc | ||
| 084 | |a 46B09 |2 msc | ||
| 084 | |a MAT 420f |2 stub | ||
| 100 | 1 | |a Foucart, Simon |d 1977- |0 (DE-588)1041275412 |4 aut | |
| 245 | 1 | 0 | |a A mathematical introduction to compressive sensing |c Simon Foucart ; Holger Rauhut |
| 264 | 1 | |a New York ; Heidelberg ; Dordrecht ; London |b Birkhäuser |c [2013] | |
| 264 | 4 | |c © 2013 | |
| 300 | |a xviii, 625 Seiten |b Illustrationen, Diagramme | ||
| 336 | |b txt |2 rdacontent | ||
| 337 | |b n |2 rdamedia | ||
| 338 | |b nc |2 rdacarrier | ||
| 490 | 0 | |a Applied and numerical harmonic analysis | |
| 500 | |a Hier auch später erschienene, unveränderte Nachdrucke | ||
| 650 | 0 | 7 | |a Datenkompression |0 (DE-588)4121121-2 |2 gnd |9 rswk-swf |
| 650 | 0 | 7 | |a Mathematik |0 (DE-588)4037944-9 |2 gnd |9 rswk-swf |
| 689 | 0 | 0 | |a Datenkompression |0 (DE-588)4121121-2 |D s |
| 689 | 0 | 1 | |a Mathematik |0 (DE-588)4037944-9 |D s |
| 689 | 0 | |5 DE-604 | |
| 700 | 1 | |a Rauhut, Holger |d 1974- |0 (DE-588)1044609222 |4 aut | |
| 776 | 0 | 8 | |i Erscheint auch als |n Online-Ausgabe |z 978-0-8176-4948-7 |
| 856 | 4 | 2 | |m Digitalisierung UB Passau - ADAM Catalogue Enrichment |q application/pdf |u http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=026076662&sequence=000003&line_number=0001&func_code=DB_RECORDS&service_type=MEDIA |3 Inhaltsverzeichnis |
| 856 | 4 | 2 | |m Digitalisierung UB Passau - ADAM Catalogue Enrichment |q application/pdf |u http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=026076662&sequence=000004&line_number=0002&func_code=DB_RECORDS&service_type=MEDIA |3 Klappentext |
| 943 | 1 | |a oai:aleph.bib-bvb.de:BVB01-026076662 | |
Record in the Search Index
| DE-BY-862_location | 2000 |
|---|---|
| DE-BY-FWS_call_number | 2000/SK 450 F762 |
| DE-BY-FWS_katkey | 626754 |
| DE-BY-FWS_media_number | 083000515855 083000515968 |
| _version_ | 1825540247425908736 |
| adam_text |
Contents
An
Invitation
to
Compressive
Sensing
. 1
1.1
What is
Compressive
Sensing?
. 1
1.2
Applications, Motivations, and Extensions
. 8
1.3
Overview of the Book
. 23
Notes
. 33
Sparse Solutions of Underdetermined Systems
. 41
2.1
Sparsity and Compressibility
. 41
2.2
Minimal Number of Measurements
. 48
2.3
NP-Hardness of £0-Minimization
. 53
Notes
. 56
Exercises
. 57
Basic Algorithms
. 61
3.1
Optimization Methods
. 61
3.2
Greedy Methods
. 65
3.3
Thresholding-Based Methods
. 69
Notes
. 71
Exercises
. 73
Basis Pursuit
. 77
4.1
Null Space Property
. 78
4.2
Stability
. 82
4.3
Robustness
. 85
4.4
Recovery of Individual Vectors
. 90
4.5
The Projected Cross-Polytope
. 98
4.6
Low-Rank Matrix Recovery
. 102
Notes
. 104
Exercises
. 105
Coherence
.
Ill
5.1
Definitions and Basic Properties
.
Ill
5.2
Matrices with Small Coherence
. 113
XV
xvi Contents
5.3
Analysis of Orthogonal Matching Pursuit
. 123
5.4
Analysis of Basis Pursuit
. 124
5.5
Analysis of Thresholding Algorithms
. 126
Notes
. 128
Exercises
. 129
6
Restricted Isometry Property
. 133
6.1
Definitions and Basic Properties
. 133
6.2
Analysis of Basis Pursuit
. 141
6.3
Analysis of Thresholding Algorithms
. 148
6.4
Analysis of Greedy Algorithms
. 156
Notes
. 168
Exercises
. 170
7
Basic Tools from Probability Theory
. 175
7.1
Essentials from Probability
. 175
7.2
Moments and Tails
. 185
7.3
Cramer's Theorem and Hoeffding's Inequality
. 188
7.4
Subgaussian Random Variables
. 191
7.5
Bernstein Inequalities
. 196
Notes
. 198
Exercises
. 199
8
Advanced Tools from Probability Theory
. 201
8.1
Expectation of Norms of Gaussian Vectors
. 202
8.2
Rademacher Sums and Symmetrization
. 205
8.3
Khintchine Inequalities
. 206
8.4
Decoupling
. 211
8.5
Noncommutative
Bernstein Inequality
. 217
8.6
Dudley's Inequality
. 224
8.7
Slepian's and Gordon's Lemmas
. 227
8.8
Concentration of Measure
. 237
8.9
Bernstein Inequality for
Suprema
of Empirical Processes
. 247
Notes
. 260
Exercises
. 265
9
Sparse Recovery with Random Matrices
. 271
9.1
Restricted Isometry Property for Subgaussian Matrices
. 272
9.2
Nonuniform
Recovery
. 281
9.3
Restricted I some try Property for Gaussian Matrices
. 291
9.4
Null Space Property for Gaussian Matrices
. 293
9.5
Relation to Johnson—Lindenstrauss Embeddings
. 298
Notes
. 302
Exercises
. 306
Contents xvu
10 Gelfand
Widths of
¿ι
-Balls
. 311
10.1
Definitions and Relation to
Compressive
Sensing
. 311
10.2
Estimate for the Gelfand Widths of ¿i-Balls
. 317
10.3
Applications to the Geometry of Banach Spaces
. 322
Notes
. 327
Exercises
. 328
11
Instance Optimality and Quotient Property
. 331
11.1
Uniform Instance Optimality
. 332
11.2
Robustness and Quotient Property
. 337
11.3
Quotient Property for Random Matrices
. 343
11.4
Nonuniform
Instance Optimality
. 358
Notes
. 362
Exercises
. 363
12
Random Sampling in Bounded
Orthonormal
Systems
. 367
12.1
Bounded
Orthonormal
Systems
. 368
12.2
Uncertainty Principles and Lower Bounds
. 374
12.3
Nonuniform
Recovery: Random Sign Patterns
. 384
12.4
Nonuniform
Recovery: Deterministic Sign Patterns
. 392
12.5
Restricted Isometry Property
. 404
12.6
Discrete Bounded
Orthonormal
Systems
. 416
12.7
Relation to the
/Ц-РгоМет
.
418
Notes
. 420
Exercises
. 431
13
Lossless Expanders in
Compressive
Sensing
. 435
13.1
Definitions and Basic Properties
. 435
13.2
Existence of Lossless Expanders
. 439
13.3
Analysis of Basis Pursuit
. 443
13.4
Analysis of an Iterative Thresholding Algorithm
. 447
13.5
Analysis of a Simple
Sublinear-
Time Algorithm
. 452
Notes
. 455
Exercises
. 456
14
Recovery of Random Signals using Deterministic Matrices
. 459
14.1
Conditioning of Random
Submatrices
. 460
14.2
Sparse Recovery via £i -Minimization
. 469
Notes
. 471
Exercises
. 473
15
Algorithms for £±-Minimization
. 475
15.1
The Homotopy Method
. 476
15.2
Chambolle and Pock's Primal-Dual Algorithm
. 481
15.3
Iteratively Reweighted Least Squares
. 492
Notes
. 503
Exercises
. 511
xviii Contents
Appendix. 515
A
Matrix
Analysis.
515
Α.
1
Vector and Matrix Norms
. 515
A.2 The Singular Value Decomposition
. 525
A.3 Least Squares Problems
. 531
A.4 Vandermonde Matrices
. 535
A.5 Matrix Functions
. 537
В
Convex Analysis
. 543
B.I Convex Sets
. 543
B.2 Convex Functions
. 545
B.3 The Convex Conjugate
. 549
B.4 The Subdifferential
. 551
B.5 Convex Optimization Problems
. 555
B.6 Matrix Convexity
. 564
С
Miscellanea
. 573
C.
1
Fourier Analysis
. 573
C.2 Covering Numbers
. 575
C.3 The Gamma Function and Stirling's Formula
. 577
C.4 The Multinomial Theorem
. 580
C.5 Some Elementary Estimates
. 580
C.6 Estimates of Some Integrals
. 581
C.7 Hahn-Banach Theorems
. 583
C.8 Smoothing Lipschitz Functions
. 583
C.9 Weak and Distributional Derivatives
. 585
C.
10
Differential Inequalities
. 587
List of Symbols
. 589
References
. 593
Index
. 621
Simon
Fou
са
rt,
Holger Ra ii
h
ii t
A Mathematical Introduction to
Compressive
Sensing
At the intersection of mathemat
ics, engineering,
and
louipulcr
science sits
lhe
ι
Iirivini»; field of"
compressive sensi ni*".
Hasedon
lhe
premise lhal
data accjiíisilion
and
compression can he performed simultaneously
,
compressive
sensing finds applications
in
і таці
n^. signal processing, and iiianx other domains. In the
arcas oí'
applied
mathemaiics, electrical engineering, and theoretical computer science, an explosion
о
1'
research act
iv
ft \ has already Toll owed
t
he
í
heoret ical results that highlighted the
efficiency of
í
he basic principles. The ele^a nt ideas
heh
i ud
l
líese
pri nciples
are also of
independent interest to pure mathematicians.
Л
\fat/icììuiticai
Introduction
t o
(
.'o/nprcssiì'c
Sensing
l^îvcn a
detailed account of (lie core
t
heor\ upon
w
lì
ic
li
the field is build. Ke\ feat
u
res include:
lhe
first textbook com
pi et
el \ devoted to the topic
о Г
coni
press
i ve
sensing
(
omprehen si\ e treatment
of the subject, including background material from
probabii
i t
\
tlicoľx,
detailed proof's
ol
t
he main theorems,
a nel
an out I
ine
of
possi
ble
appi
ica
t
ions
Numerous exercises designed to help si
nelení s u
iidersl and
t
he material
-\n exlen
sive bibi
iòirraphx
w ith o\ er
^(X)
references
t
hal u*u
ide resen
rehers
t hnniirh
t
he literal
li re
Wil
h
onh moderale
¡jrerècfuisïtes,
A Siaiłieiiiatii
al
Introduction to
Compressive Scusili^
is
an excellent textbocik for graduate courses in mat hematics, engineering;, and eoniputer
science. It also serves as a reliable resource for practitioners and researchers in these
disciplines who want to accju
і
re a careful understanding of the subject. |
| any_adam_object | 1 |
| author | Foucart, Simon 1977- Rauhut, Holger 1974- |
| author_GND | (DE-588)1041275412 (DE-588)1044609222 |
| author_facet | Foucart, Simon 1977- Rauhut, Holger 1974- |
| author_role | aut aut |
| author_sort | Foucart, Simon 1977- |
| author_variant | s f sf h r hr |
| building | Verbundindex |
| bvnumber | BV041100261 |
| classification_rvk | SK 470 SK 600 SK 950 SK 970 ST 284 |
| classification_tum | ELT 517f MAT 420f |
| ctrlnum | (OCoLC)862796696 (DE-599)BVBBV041100261 |
| discipline | Informatik Elektrotechnik Mathematik |
| format | Book |
| fullrecord | <?xml version="1.0" encoding="UTF-8"?><collection xmlns="http://www.loc.gov/MARC21/slim"><record><leader>00000nam a2200000 c 4500</leader><controlfield tag="001">BV041100261</controlfield><controlfield tag="003">DE-604</controlfield><controlfield tag="005">20230215</controlfield><controlfield tag="007">t|</controlfield><controlfield tag="008">130620s2013 xx a||| |||| 00||| eng d</controlfield><datafield tag="020" ind1=" " ind2=" "><subfield code="a">9780817649470</subfield><subfield code="c">print</subfield><subfield code="9">978-0-8176-4947-0</subfield></datafield><datafield tag="020" ind1=" " ind2=" "><subfield code="a">9781493900633</subfield><subfield code="9">978-1-4939-0063-3</subfield></datafield><datafield tag="020" ind1=" " ind2=" "><subfield code="a">9780817649487</subfield><subfield code="c">(eBook)</subfield><subfield code="9">978-0-8176-4948-7</subfield></datafield><datafield tag="035" ind1=" " ind2=" "><subfield code="a">(OCoLC)862796696</subfield></datafield><datafield tag="035" ind1=" " ind2=" "><subfield code="a">(DE-599)BVBBV041100261</subfield></datafield><datafield tag="040" ind1=" " ind2=" "><subfield code="a">DE-604</subfield><subfield code="b">ger</subfield><subfield code="e">rda</subfield></datafield><datafield tag="041" ind1="0" ind2=" "><subfield code="a">eng</subfield></datafield><datafield tag="049" ind1=" " ind2=" "><subfield code="a">DE-83</subfield><subfield code="a">DE-188</subfield><subfield code="a">DE-824</subfield><subfield code="a">DE-634</subfield><subfield code="a">DE-739</subfield><subfield code="a">DE-703</subfield><subfield code="a">DE-11</subfield><subfield code="a">DE-862</subfield><subfield code="a">DE-91G</subfield><subfield code="a">DE-706</subfield><subfield code="a">DE-20</subfield><subfield code="a">DE-29T</subfield></datafield><datafield tag="084" ind1=" " ind2=" "><subfield code="a">SK 470</subfield><subfield code="0">(DE-625)143241:</subfield><subfield code="2">rvk</subfield></datafield><datafield tag="084" ind1=" " ind2=" "><subfield code="a">SK 600</subfield><subfield code="0">(DE-625)143248:</subfield><subfield code="2">rvk</subfield></datafield><datafield tag="084" ind1=" " ind2=" "><subfield code="a">SK 950</subfield><subfield code="0">(DE-625)143273:</subfield><subfield code="2">rvk</subfield></datafield><datafield tag="084" ind1=" " ind2=" "><subfield code="a">SK 970</subfield><subfield code="0">(DE-625)143276:</subfield><subfield code="2">rvk</subfield></datafield><datafield tag="084" ind1=" " ind2=" "><subfield code="a">ST 284</subfield><subfield code="0">(DE-625)143647:</subfield><subfield code="2">rvk</subfield></datafield><datafield tag="084" ind1=" " ind2=" "><subfield code="a">ELT 517f</subfield><subfield code="2">stub</subfield></datafield><datafield tag="084" ind1=" " ind2=" "><subfield code="a">94A12</subfield><subfield code="2">msc</subfield></datafield><datafield tag="084" ind1=" " ind2=" "><subfield code="a">94A08</subfield><subfield code="2">msc</subfield></datafield><datafield tag="084" ind1=" " ind2=" "><subfield code="a">68P30</subfield><subfield code="2">msc</subfield></datafield><datafield tag="084" ind1=" " ind2=" "><subfield code="a">90C90</subfield><subfield code="2">msc</subfield></datafield><datafield tag="084" ind1=" " ind2=" "><subfield code="a">46B09</subfield><subfield code="2">msc</subfield></datafield><datafield tag="084" ind1=" " ind2=" "><subfield code="a">MAT 420f</subfield><subfield code="2">stub</subfield></datafield><datafield tag="100" ind1="1" ind2=" "><subfield code="a">Foucart, Simon</subfield><subfield code="d">1977-</subfield><subfield code="0">(DE-588)1041275412</subfield><subfield code="4">aut</subfield></datafield><datafield tag="245" ind1="1" ind2="0"><subfield code="a">A mathematical introduction to compressive sensing</subfield><subfield code="c">Simon Foucart ; Holger Rauhut</subfield></datafield><datafield tag="264" ind1=" " ind2="1"><subfield code="a">New York ; Heidelberg ; Dordrecht ; London</subfield><subfield code="b">Birkhäuser</subfield><subfield code="c">[2013]</subfield></datafield><datafield tag="264" ind1=" " ind2="4"><subfield code="c">© 2013</subfield></datafield><datafield tag="300" ind1=" " ind2=" "><subfield code="a">xviii, 625 Seiten</subfield><subfield code="b">Illustrationen, Diagramme</subfield></datafield><datafield tag="336" ind1=" " ind2=" "><subfield code="b">txt</subfield><subfield code="2">rdacontent</subfield></datafield><datafield tag="337" ind1=" " ind2=" "><subfield code="b">n</subfield><subfield code="2">rdamedia</subfield></datafield><datafield tag="338" ind1=" " ind2=" "><subfield code="b">nc</subfield><subfield code="2">rdacarrier</subfield></datafield><datafield tag="490" ind1="0" ind2=" "><subfield code="a">Applied and numerical harmonic analysis</subfield></datafield><datafield tag="500" ind1=" " ind2=" "><subfield code="a">Hier auch später erschienene, unveränderte Nachdrucke</subfield></datafield><datafield tag="650" ind1="0" ind2="7"><subfield code="a">Datenkompression</subfield><subfield code="0">(DE-588)4121121-2</subfield><subfield code="2">gnd</subfield><subfield code="9">rswk-swf</subfield></datafield><datafield tag="650" ind1="0" ind2="7"><subfield code="a">Mathematik</subfield><subfield code="0">(DE-588)4037944-9</subfield><subfield code="2">gnd</subfield><subfield code="9">rswk-swf</subfield></datafield><datafield tag="689" ind1="0" ind2="0"><subfield code="a">Datenkompression</subfield><subfield code="0">(DE-588)4121121-2</subfield><subfield code="D">s</subfield></datafield><datafield tag="689" ind1="0" ind2="1"><subfield code="a">Mathematik</subfield><subfield code="0">(DE-588)4037944-9</subfield><subfield code="D">s</subfield></datafield><datafield tag="689" ind1="0" ind2=" "><subfield code="5">DE-604</subfield></datafield><datafield tag="700" ind1="1" ind2=" "><subfield code="a">Rauhut, Holger</subfield><subfield code="d">1974-</subfield><subfield code="0">(DE-588)1044609222</subfield><subfield code="4">aut</subfield></datafield><datafield tag="776" ind1="0" ind2="8"><subfield code="i">Erscheint auch als</subfield><subfield code="n">Online-Ausgabe</subfield><subfield code="z">978-0-8176-4948-7</subfield></datafield><datafield tag="856" ind1="4" ind2="2"><subfield code="m">Digitalisierung UB Passau - ADAM Catalogue Enrichment</subfield><subfield code="q">application/pdf</subfield><subfield code="u">http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=026076662&sequence=000003&line_number=0001&func_code=DB_RECORDS&service_type=MEDIA</subfield><subfield code="3">Inhaltsverzeichnis</subfield></datafield><datafield tag="856" ind1="4" ind2="2"><subfield code="m">Digitalisierung UB Passau - ADAM Catalogue Enrichment</subfield><subfield code="q">application/pdf</subfield><subfield code="u">http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=026076662&sequence=000004&line_number=0002&func_code=DB_RECORDS&service_type=MEDIA</subfield><subfield code="3">Klappentext</subfield></datafield><datafield tag="943" ind1="1" ind2=" "><subfield code="a">oai:aleph.bib-bvb.de:BVB01-026076662</subfield></datafield></record></collection> |
| id | DE-604.BV041100261 |
| illustrated | Illustrated |
| indexdate | 2025-03-03T04:00:47Z |
| institution | BVB |
| isbn | 9780817649470 9781493900633 9780817649487 |
| language | English |
| oai_aleph_id | oai:aleph.bib-bvb.de:BVB01-026076662 |
| oclc_num | 862796696 |
| open_access_boolean | |
| owner | DE-83 DE-188 DE-824 DE-634 DE-739 DE-703 DE-11 DE-862 DE-BY-FWS DE-91G DE-BY-TUM DE-706 DE-20 DE-29T |
| owner_facet | DE-83 DE-188 DE-824 DE-634 DE-739 DE-703 DE-11 DE-862 DE-BY-FWS DE-91G DE-BY-TUM DE-706 DE-20 DE-29T |
| physical | xviii, 625 Seiten Illustrationen, Diagramme |
| publishDate | 2013 |
| publishDateSearch | 2013 |
| publishDateSort | 2013 |
| publisher | Birkhäuser |
| record_format | marc |
| series2 | Applied and numerical harmonic analysis |
| spellingShingle | Foucart, Simon 1977- Rauhut, Holger 1974- A mathematical introduction to compressive sensing Datenkompression (DE-588)4121121-2 gnd Mathematik (DE-588)4037944-9 gnd |
| subject_GND | (DE-588)4121121-2 (DE-588)4037944-9 |
| title | A mathematical introduction to compressive sensing |
| title_auth | A mathematical introduction to compressive sensing |
| title_exact_search | A mathematical introduction to compressive sensing |
| title_full | A mathematical introduction to compressive sensing Simon Foucart ; Holger Rauhut |
| title_fullStr | A mathematical introduction to compressive sensing Simon Foucart ; Holger Rauhut |
| title_full_unstemmed | A mathematical introduction to compressive sensing Simon Foucart ; Holger Rauhut |
| title_short | A mathematical introduction to compressive sensing |
| title_sort | a mathematical introduction to compressive sensing |
| topic | Datenkompression (DE-588)4121121-2 gnd Mathematik (DE-588)4037944-9 gnd |
| topic_facet | Datenkompression Mathematik |
| url | http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=026076662&sequence=000003&line_number=0001&func_code=DB_RECORDS&service_type=MEDIA http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=026076662&sequence=000004&line_number=0002&func_code=DB_RECORDS&service_type=MEDIA |
| work_keys_str_mv | AT foucartsimon amathematicalintroductiontocompressivesensing AT rauhutholger amathematicalintroductiontocompressivesensing |
Indexes
THWS Schweinfurt Zentralbibliothek Lesesaal
| Call Number: |
2000 SK 450 F762 |
|---|---|
| Copy 1 | ausleihbar Available Place a Hold |
| Copy 2 | ausleihbar Checked out – Due: 24.04.2026 Recall This |