Analysis of single-cell data: ODE constrained mixture modeling and approximate Bayesian computation
Saved in:
| Main Author: | |
|---|---|
| Format: | Electronic eBook |
| Language: | English |
| Published: |
Wiesbaden
Springer
[2016]
|
| Series: | BestMasters
Spektrum |
| Subjects: | |
| Online Access: | BTU01 FHR01 FRO01 TUM01 UBM01 UBT01 UBW01 UEI01 UPA01 Volltext Inhaltsverzeichnis Abstract |
| Physical Description: | 1 Online-Ressource (XXI, 92 Seiten, 26 illus) |
| ISBN: | 9783658132347 |
| DOI: | 10.1007/978-3-658-13234-7 |
Staff View
MARC
| LEADER | 00000nmm a2200000zc 4500 | ||
|---|---|---|---|
| 001 | BV043503768 | ||
| 003 | DE-604 | ||
| 005 | 20220310 | ||
| 007 | cr|uuu---uuuuu | ||
| 008 | 160411s2016 |||| o||u| ||||||eng d | ||
| 020 | |a 9783658132347 |c Online |9 978-3-658-13234-7 | ||
| 024 | 7 | |a 10.1007/978-3-658-13234-7 |2 doi | |
| 035 | |a (ZDB-2-SMA)978-3-658-13234-7 | ||
| 035 | |a (OCoLC)946150774 | ||
| 035 | |a (DE-599)BVBBV043503768 | ||
| 040 | |a DE-604 |b ger |e rda | ||
| 041 | 0 | |a eng | |
| 049 | |a DE-91 |a DE-19 |a DE-20 |a DE-739 |a DE-634 |a DE-898 |a DE-861 |a DE-703 |a DE-824 |a DE-83 | ||
| 082 | 0 | |a 570.285 |2 23 | |
| 084 | |a MAT 000 |2 stub | ||
| 100 | 1 | |a Loos, Carolin |e Verfasser |4 aut | |
| 245 | 1 | 0 | |a Analysis of single-cell data |b ODE constrained mixture modeling and approximate Bayesian computation |c Carolin Loos |
| 264 | 1 | |a Wiesbaden |b Springer |c [2016] | |
| 264 | 4 | |c © 2016 | |
| 300 | |a 1 Online-Ressource (XXI, 92 Seiten, 26 illus) | ||
| 336 | |b txt |2 rdacontent | ||
| 337 | |b c |2 rdamedia | ||
| 338 | |b cr |2 rdacarrier | ||
| 490 | 0 | |a BestMasters | |
| 490 | 0 | |a Spektrum | |
| 650 | 4 | |a Mathematics | |
| 650 | 4 | |a Bioinformatics | |
| 650 | 4 | |a Computational biology | |
| 650 | 4 | |a Computer mathematics | |
| 650 | 4 | |a Biomathematics | |
| 650 | 4 | |a Mathematical and Computational Biology | |
| 650 | 4 | |a Computational Mathematics and Numerical Analysis | |
| 650 | 4 | |a Computer Appl. in Life Sciences | |
| 650 | 4 | |a Mathematik | |
| 776 | 0 | 8 | |i Erscheint auch als |n Druckausgabe |z 978-3-658-13233-0 |
| 856 | 4 | 0 | |u https://doi.org/10.1007/978-3-658-13234-7 |x Verlag |z URL des Erstveröffentlichers |3 Volltext |
| 856 | 4 | 2 | |m Springer Fremddatenuebernahme |q application/pdf |u http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=028920113&sequence=000001&line_number=0001&func_code=DB_RECORDS&service_type=MEDIA |3 Inhaltsverzeichnis |
| 856 | 4 | 2 | |m Springer Fremddatenuebernahme |q application/pdf |u http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=028920113&sequence=000003&line_number=0002&func_code=DB_RECORDS&service_type=MEDIA |3 Abstract |
| 912 | |a ZDB-2-SMA | ||
| 940 | 1 | |q ZDB-2-SMA_2016 | |
| 999 | |a oai:aleph.bib-bvb.de:BVB01-028920113 | ||
| 966 | e | |u https://doi.org/10.1007/978-3-658-13234-7 |l BTU01 |p ZDB-2-SMA |x Verlag |3 Volltext | |
| 966 | e | |u https://doi.org/10.1007/978-3-658-13234-7 |l FHR01 |p ZDB-2-SMA |x Verlag |3 Volltext | |
| 966 | e | |u https://doi.org/10.1007/978-3-658-13234-7 |l FRO01 |p ZDB-2-SMA |x Verlag |3 Volltext | |
| 966 | e | |u https://doi.org/10.1007/978-3-658-13234-7 |l TUM01 |p ZDB-2-SMA |x Verlag |3 Volltext | |
| 966 | e | |u https://doi.org/10.1007/978-3-658-13234-7 |l UBM01 |p ZDB-2-SMA |x Verlag |3 Volltext | |
| 966 | e | |u https://doi.org/10.1007/978-3-658-13234-7 |l UBT01 |p ZDB-2-SMA |x Verlag |3 Volltext | |
| 966 | e | |u https://doi.org/10.1007/978-3-658-13234-7 |l UBW01 |p ZDB-2-SMA |x Verlag |3 Volltext | |
| 966 | e | |u https://doi.org/10.1007/978-3-658-13234-7 |l UEI01 |p ZDB-2-SMA |x Verlag |3 Volltext | |
| 966 | e | |u https://doi.org/10.1007/978-3-658-13234-7 |l UPA01 |p ZDB-2-SMA |x Verlag |3 Volltext | |
Record in the Search Index
| _version_ | 1804176140648054784 |
|---|---|
| adam_text | ANALYSIS OF SINGLE-CELL DATA
/ LOOS, CAROLIN
: 2016
TABLE OF CONTENTS / INHALTSVERZEICHNIS
MODELING AND PARAMETER ESTIMATION FOR SINGLE-CELL DATA
ODE CONSTRAINED MIXTURE MODELING FOR MULTIVARIATE DATA
APPROXIMATE BAYESIAN COMPUTATION USING MULTIVARIATE STATISTICS
DIESES SCHRIFTSTUECK WURDE MASCHINELL ERZEUGT.
ANALYSIS OF SINGLE-CELL DATA
/ LOOS, CAROLIN
: 2016
ABSTRACT / INHALTSTEXT
CAROLIN LOOS INTRODUCES TWO NOVEL APPROACHES FOR THE ANALYSIS OF
SINGLE-CELL DATA. BOTH APPROACHES CAN BE USED TO STUDY CELLULAR
HETEROGENEITY AND THEREFORE ADVANCE A HOLISTIC UNDERSTANDING OF
BIOLOGICAL PROCESSES. THE FIRST METHOD, ODE CONSTRAINED MIXTURE
MODELING, ENABLES THE IDENTIFICATION OF SUBPOPULATION STRUCTURES AND
SOURCES OF VARIABILITY IN SINGLE-CELL SNAPSHOT DATA. THE SECOND METHOD
ESTIMATES PARAMETERS OF SINGLE-CELL TIME-LAPSE DATA USING APPROXIMATE
BAYESIAN COMPUTATION AND IS ABLE TO EXPLOIT THE TEMPORAL
CROSS-CORRELATION OF THE DATA AS WELL AS LINEAGE INFORMATION. CONTENTS
MODELING AND PARAMETER ESTIMATION FOR SINGLE-CELL DATA ODE CONSTRAINED
MIXTURE MODELING FOR MULTIVARIATE DATA APPROXIMATE BAYESIAN COMPUTATION
USING MULTIVARIATE STATISTICS TARGET GROUPS RESEARCHERS AND STUDENTS IN
THE FIELDS OF (BIO-)MATHEMATICS, STATISTICS, BIOINFORMATICS SYSTEM
BIOLOGISTS, BIOSTATISTICIANS, BIOINFORMATICIANS THE AUTHOR CAROLIN LOOS
IS CURRENTLY DOING HER PHD AT THE INSTITUTE OF COMPUTATIONAL BIOLOGY AT
THE HELMHOLTZ ZENTRUM MUENCHEN. SHE IS MEMBER OF THE JUNIOR RESEARCH
GROUP „DATA-DRIVEN COMPUTATIONAL MODELING“
DIESES SCHRIFTSTUECK WURDE MASCHINELL ERZEUGT.
|
| any_adam_object | 1 |
| author | Loos, Carolin |
| author_facet | Loos, Carolin |
| author_role | aut |
| author_sort | Loos, Carolin |
| author_variant | c l cl |
| building | Verbundindex |
| bvnumber | BV043503768 |
| classification_tum | MAT 000 |
| collection | ZDB-2-SMA |
| ctrlnum | (ZDB-2-SMA)978-3-658-13234-7 (OCoLC)946150774 (DE-599)BVBBV043503768 |
| dewey-full | 570.285 |
| dewey-hundreds | 500 - Natural sciences and mathematics |
| dewey-ones | 570 - Biology |
| dewey-raw | 570.285 |
| dewey-search | 570.285 |
| dewey-sort | 3570.285 |
| dewey-tens | 570 - Biology |
| discipline | Biologie Mathematik |
| doi_str_mv | 10.1007/978-3-658-13234-7 |
| format | Electronic eBook |
| fullrecord | <?xml version="1.0" encoding="UTF-8"?><collection xmlns="http://www.loc.gov/MARC21/slim"><record><leader>03044nmm a2200625zc 4500</leader><controlfield tag="001">BV043503768</controlfield><controlfield tag="003">DE-604</controlfield><controlfield tag="005">20220310 </controlfield><controlfield tag="007">cr|uuu---uuuuu</controlfield><controlfield tag="008">160411s2016 |||| o||u| ||||||eng d</controlfield><datafield tag="020" ind1=" " ind2=" "><subfield code="a">9783658132347</subfield><subfield code="c">Online</subfield><subfield code="9">978-3-658-13234-7</subfield></datafield><datafield tag="024" ind1="7" ind2=" "><subfield code="a">10.1007/978-3-658-13234-7</subfield><subfield code="2">doi</subfield></datafield><datafield tag="035" ind1=" " ind2=" "><subfield code="a">(ZDB-2-SMA)978-3-658-13234-7</subfield></datafield><datafield tag="035" ind1=" " ind2=" "><subfield code="a">(OCoLC)946150774</subfield></datafield><datafield tag="035" ind1=" " ind2=" "><subfield code="a">(DE-599)BVBBV043503768</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-91</subfield><subfield code="a">DE-19</subfield><subfield code="a">DE-20</subfield><subfield code="a">DE-739</subfield><subfield code="a">DE-634</subfield><subfield code="a">DE-898</subfield><subfield code="a">DE-861</subfield><subfield code="a">DE-703</subfield><subfield code="a">DE-824</subfield><subfield code="a">DE-83</subfield></datafield><datafield tag="082" ind1="0" ind2=" "><subfield code="a">570.285</subfield><subfield code="2">23</subfield></datafield><datafield tag="084" ind1=" " ind2=" "><subfield code="a">MAT 000</subfield><subfield code="2">stub</subfield></datafield><datafield tag="100" ind1="1" ind2=" "><subfield code="a">Loos, Carolin</subfield><subfield code="e">Verfasser</subfield><subfield code="4">aut</subfield></datafield><datafield tag="245" ind1="1" ind2="0"><subfield code="a">Analysis of single-cell data</subfield><subfield code="b">ODE constrained mixture modeling and approximate Bayesian computation</subfield><subfield code="c">Carolin Loos</subfield></datafield><datafield tag="264" ind1=" " ind2="1"><subfield code="a">Wiesbaden</subfield><subfield code="b">Springer</subfield><subfield code="c">[2016]</subfield></datafield><datafield tag="264" ind1=" " ind2="4"><subfield code="c">© 2016</subfield></datafield><datafield tag="300" ind1=" " ind2=" "><subfield code="a">1 Online-Ressource (XXI, 92 Seiten, 26 illus)</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">c</subfield><subfield code="2">rdamedia</subfield></datafield><datafield tag="338" ind1=" " ind2=" "><subfield code="b">cr</subfield><subfield code="2">rdacarrier</subfield></datafield><datafield tag="490" ind1="0" ind2=" "><subfield code="a">BestMasters</subfield></datafield><datafield tag="490" ind1="0" ind2=" "><subfield code="a">Spektrum</subfield></datafield><datafield tag="650" ind1=" " ind2="4"><subfield code="a">Mathematics</subfield></datafield><datafield tag="650" ind1=" " ind2="4"><subfield code="a">Bioinformatics</subfield></datafield><datafield tag="650" ind1=" " ind2="4"><subfield code="a">Computational biology</subfield></datafield><datafield tag="650" ind1=" " ind2="4"><subfield code="a">Computer mathematics</subfield></datafield><datafield tag="650" ind1=" " ind2="4"><subfield code="a">Biomathematics</subfield></datafield><datafield tag="650" ind1=" " ind2="4"><subfield code="a">Mathematical and Computational Biology</subfield></datafield><datafield tag="650" ind1=" " ind2="4"><subfield code="a">Computational Mathematics and Numerical Analysis</subfield></datafield><datafield tag="650" ind1=" " ind2="4"><subfield code="a">Computer Appl. in Life Sciences</subfield></datafield><datafield tag="650" ind1=" " ind2="4"><subfield code="a">Mathematik</subfield></datafield><datafield tag="776" ind1="0" ind2="8"><subfield code="i">Erscheint auch als</subfield><subfield code="n">Druckausgabe</subfield><subfield code="z">978-3-658-13233-0</subfield></datafield><datafield tag="856" ind1="4" ind2="0"><subfield code="u">https://doi.org/10.1007/978-3-658-13234-7</subfield><subfield code="x">Verlag</subfield><subfield code="z">URL des Erstveröffentlichers</subfield><subfield code="3">Volltext</subfield></datafield><datafield tag="856" ind1="4" ind2="2"><subfield code="m">Springer Fremddatenuebernahme</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=028920113&sequence=000001&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">Springer Fremddatenuebernahme</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=028920113&sequence=000003&line_number=0002&func_code=DB_RECORDS&service_type=MEDIA</subfield><subfield code="3">Abstract</subfield></datafield><datafield tag="912" ind1=" " ind2=" "><subfield code="a">ZDB-2-SMA</subfield></datafield><datafield tag="940" ind1="1" ind2=" "><subfield code="q">ZDB-2-SMA_2016</subfield></datafield><datafield tag="999" ind1=" " ind2=" "><subfield code="a">oai:aleph.bib-bvb.de:BVB01-028920113</subfield></datafield><datafield tag="966" ind1="e" ind2=" "><subfield code="u">https://doi.org/10.1007/978-3-658-13234-7</subfield><subfield code="l">BTU01</subfield><subfield code="p">ZDB-2-SMA</subfield><subfield code="x">Verlag</subfield><subfield code="3">Volltext</subfield></datafield><datafield tag="966" ind1="e" ind2=" "><subfield code="u">https://doi.org/10.1007/978-3-658-13234-7</subfield><subfield code="l">FHR01</subfield><subfield code="p">ZDB-2-SMA</subfield><subfield code="x">Verlag</subfield><subfield code="3">Volltext</subfield></datafield><datafield tag="966" ind1="e" ind2=" "><subfield code="u">https://doi.org/10.1007/978-3-658-13234-7</subfield><subfield code="l">FRO01</subfield><subfield code="p">ZDB-2-SMA</subfield><subfield code="x">Verlag</subfield><subfield code="3">Volltext</subfield></datafield><datafield tag="966" ind1="e" ind2=" "><subfield code="u">https://doi.org/10.1007/978-3-658-13234-7</subfield><subfield code="l">TUM01</subfield><subfield code="p">ZDB-2-SMA</subfield><subfield code="x">Verlag</subfield><subfield code="3">Volltext</subfield></datafield><datafield tag="966" ind1="e" ind2=" "><subfield code="u">https://doi.org/10.1007/978-3-658-13234-7</subfield><subfield code="l">UBM01</subfield><subfield code="p">ZDB-2-SMA</subfield><subfield code="x">Verlag</subfield><subfield code="3">Volltext</subfield></datafield><datafield tag="966" ind1="e" ind2=" "><subfield code="u">https://doi.org/10.1007/978-3-658-13234-7</subfield><subfield code="l">UBT01</subfield><subfield code="p">ZDB-2-SMA</subfield><subfield code="x">Verlag</subfield><subfield code="3">Volltext</subfield></datafield><datafield tag="966" ind1="e" ind2=" "><subfield code="u">https://doi.org/10.1007/978-3-658-13234-7</subfield><subfield code="l">UBW01</subfield><subfield code="p">ZDB-2-SMA</subfield><subfield code="x">Verlag</subfield><subfield code="3">Volltext</subfield></datafield><datafield tag="966" ind1="e" ind2=" "><subfield code="u">https://doi.org/10.1007/978-3-658-13234-7</subfield><subfield code="l">UEI01</subfield><subfield code="p">ZDB-2-SMA</subfield><subfield code="x">Verlag</subfield><subfield code="3">Volltext</subfield></datafield><datafield tag="966" ind1="e" ind2=" "><subfield code="u">https://doi.org/10.1007/978-3-658-13234-7</subfield><subfield code="l">UPA01</subfield><subfield code="p">ZDB-2-SMA</subfield><subfield code="x">Verlag</subfield><subfield code="3">Volltext</subfield></datafield></record></collection> |
| id | DE-604.BV043503768 |
| illustrated | Not Illustrated |
| indexdate | 2024-07-10T07:27:27Z |
| institution | BVB |
| isbn | 9783658132347 |
| language | English |
| oai_aleph_id | oai:aleph.bib-bvb.de:BVB01-028920113 |
| oclc_num | 946150774 |
| open_access_boolean | |
| owner | DE-91 DE-BY-TUM DE-19 DE-BY-UBM DE-20 DE-739 DE-634 DE-898 DE-BY-UBR DE-861 DE-703 DE-824 DE-83 |
| owner_facet | DE-91 DE-BY-TUM DE-19 DE-BY-UBM DE-20 DE-739 DE-634 DE-898 DE-BY-UBR DE-861 DE-703 DE-824 DE-83 |
| physical | 1 Online-Ressource (XXI, 92 Seiten, 26 illus) |
| psigel | ZDB-2-SMA ZDB-2-SMA_2016 |
| publishDate | 2016 |
| publishDateSearch | 2016 |
| publishDateSort | 2016 |
| publisher | Springer |
| record_format | marc |
| series2 | BestMasters Spektrum |
| spelling | Loos, Carolin Verfasser aut Analysis of single-cell data ODE constrained mixture modeling and approximate Bayesian computation Carolin Loos Wiesbaden Springer [2016] © 2016 1 Online-Ressource (XXI, 92 Seiten, 26 illus) txt rdacontent c rdamedia cr rdacarrier BestMasters Spektrum Mathematics Bioinformatics Computational biology Computer mathematics Biomathematics Mathematical and Computational Biology Computational Mathematics and Numerical Analysis Computer Appl. in Life Sciences Mathematik Erscheint auch als Druckausgabe 978-3-658-13233-0 https://doi.org/10.1007/978-3-658-13234-7 Verlag URL des Erstveröffentlichers Volltext Springer Fremddatenuebernahme application/pdf http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=028920113&sequence=000001&line_number=0001&func_code=DB_RECORDS&service_type=MEDIA Inhaltsverzeichnis Springer Fremddatenuebernahme application/pdf http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=028920113&sequence=000003&line_number=0002&func_code=DB_RECORDS&service_type=MEDIA Abstract |
| spellingShingle | Loos, Carolin Analysis of single-cell data ODE constrained mixture modeling and approximate Bayesian computation Mathematics Bioinformatics Computational biology Computer mathematics Biomathematics Mathematical and Computational Biology Computational Mathematics and Numerical Analysis Computer Appl. in Life Sciences Mathematik |
| title | Analysis of single-cell data ODE constrained mixture modeling and approximate Bayesian computation |
| title_auth | Analysis of single-cell data ODE constrained mixture modeling and approximate Bayesian computation |
| title_exact_search | Analysis of single-cell data ODE constrained mixture modeling and approximate Bayesian computation |
| title_full | Analysis of single-cell data ODE constrained mixture modeling and approximate Bayesian computation Carolin Loos |
| title_fullStr | Analysis of single-cell data ODE constrained mixture modeling and approximate Bayesian computation Carolin Loos |
| title_full_unstemmed | Analysis of single-cell data ODE constrained mixture modeling and approximate Bayesian computation Carolin Loos |
| title_short | Analysis of single-cell data |
| title_sort | analysis of single cell data ode constrained mixture modeling and approximate bayesian computation |
| title_sub | ODE constrained mixture modeling and approximate Bayesian computation |
| topic | Mathematics Bioinformatics Computational biology Computer mathematics Biomathematics Mathematical and Computational Biology Computational Mathematics and Numerical Analysis Computer Appl. in Life Sciences Mathematik |
| topic_facet | Mathematics Bioinformatics Computational biology Computer mathematics Biomathematics Mathematical and Computational Biology Computational Mathematics and Numerical Analysis Computer Appl. in Life Sciences Mathematik |
| url | https://doi.org/10.1007/978-3-658-13234-7 http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=028920113&sequence=000001&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=028920113&sequence=000003&line_number=0002&func_code=DB_RECORDS&service_type=MEDIA |
| work_keys_str_mv | AT looscarolin analysisofsinglecelldataodeconstrainedmixturemodelingandapproximatebayesiancomputation |