Rule based systems for Big Data: a machine learning approach
Saved in:
| Main Author: | |
|---|---|
| Format: | Electronic eBook |
| Language: | English |
| Published: |
Cham
Springer International Publishing
[2016]
|
| Series: | Studies in Big Data
volume 13 |
| Subjects: | |
| Online Access: | BTU01 FAB01 FAW01 FHA01 FHI01 FHN01 FHR01 FKE01 FRO01 FWS01 FWS02 UBY01 Volltext Inhaltsverzeichnis Abstract |
| Physical Description: | 1 Online Ressource (xiii, 121 p. 38 illus., 5 illus. in color) |
| ISBN: | 9783319236964 |
| DOI: | 10.1007/978-3-319-23696-4 |
Staff View
MARC
| LEADER | 00000nmm a2200000zcb4500 | ||
|---|---|---|---|
| 001 | BV043211694 | ||
| 003 | DE-604 | ||
| 005 | 20160617 | ||
| 007 | cr|uuu---uuuuu | ||
| 008 | 151215s2016 |||| o||u| ||||||eng d | ||
| 020 | |a 9783319236964 |c Online |9 978-3-319-23696-4 | ||
| 024 | 7 | |a 10.1007/978-3-319-23696-4 |2 doi | |
| 035 | |a (OCoLC)923655949 | ||
| 035 | |a (DE-599)BVBBV043211694 | ||
| 040 | |a DE-604 |b ger |e rda | ||
| 041 | 0 | |a eng | |
| 049 | |a DE-1043 |a DE-Aug4 |a DE-573 |a DE-859 |a DE-863 |a DE-92 |a DE-862 |a DE-898 |a DE-634 |a DE-1046 |a DE-861 |a DE-706 | ||
| 082 | 0 | |a 006.3 |2 23 | |
| 100 | 1 | |a Liu, Han |e Verfasser |4 aut | |
| 245 | 1 | 0 | |a Rule based systems for Big Data |b a machine learning approach |c Han Liu, Alexander Gegov, Mihaela Cocea |
| 264 | 1 | |a Cham |b Springer International Publishing |c [2016] | |
| 264 | 4 | |c © 2016 | |
| 300 | |a 1 Online Ressource (xiii, 121 p. 38 illus., 5 illus. in color) | ||
| 336 | |b txt |2 rdacontent | ||
| 337 | |b c |2 rdamedia | ||
| 338 | |b cr |2 rdacarrier | ||
| 490 | 1 | |a Studies in Big Data |v volume 13 | |
| 650 | 4 | |a Engineering | |
| 650 | 4 | |a Data mining | |
| 650 | 4 | |a Artificial intelligence | |
| 650 | 4 | |a Computational intelligence | |
| 650 | 4 | |a Computational Intelligence | |
| 650 | 4 | |a Artificial Intelligence (incl. Robotics) | |
| 650 | 4 | |a Data Mining and Knowledge Discovery | |
| 650 | 4 | |a Ingenieurwissenschaften | |
| 650 | 4 | |a Künstliche Intelligenz | |
| 700 | 1 | |a Gegov, Alexander |e Sonstige |4 oth | |
| 700 | 1 | |a Cocea, Mihaela |e Sonstige |4 oth | |
| 776 | 0 | 8 | |i Erscheint auch als |n Druckausgabe |z 978-3-319-23695-7 |
| 830 | 0 | |a Studies in Big Data |v volume 13 |w (DE-604)BV041583423 |9 13 | |
| 856 | 4 | 0 | |u https://doi.org/10.1007/978-3-319-23696-4 |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=028634834&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=028634834&sequence=000003&line_number=0002&func_code=DB_RECORDS&service_type=MEDIA |3 Abstract |
| 912 | |a ZDB-2-ENG | ||
| 940 | 1 | |q ZDB-2-ENG_2016 | |
| 999 | |a oai:aleph.bib-bvb.de:BVB01-028634834 | ||
| 966 | e | |u https://doi.org/10.1007/978-3-319-23696-4 |l BTU01 |p ZDB-2-ENG |x Verlag |3 Volltext | |
| 966 | e | |u https://doi.org/10.1007/978-3-319-23696-4 |l FAB01 |p ZDB-2-ENG |x Verlag |3 Volltext | |
| 966 | e | |u https://doi.org/10.1007/978-3-319-23696-4 |l FAW01 |p ZDB-2-ENG |x Verlag |3 Volltext | |
| 966 | e | |u https://doi.org/10.1007/978-3-319-23696-4 |l FHA01 |p ZDB-2-ENG |x Verlag |3 Volltext | |
| 966 | e | |u https://doi.org/10.1007/978-3-319-23696-4 |l FHI01 |p ZDB-2-ENG |x Verlag |3 Volltext | |
| 966 | e | |u https://doi.org/10.1007/978-3-319-23696-4 |l FHN01 |p ZDB-2-ENG |x Verlag |3 Volltext | |
| 966 | e | |u https://doi.org/10.1007/978-3-319-23696-4 |l FHR01 |p ZDB-2-ENG |x Verlag |3 Volltext | |
| 966 | e | |u https://doi.org/10.1007/978-3-319-23696-4 |l FKE01 |p ZDB-2-ENG |x Verlag |3 Volltext | |
| 966 | e | |u https://doi.org/10.1007/978-3-319-23696-4 |l FRO01 |p ZDB-2-ENG |x Verlag |3 Volltext | |
| 966 | e | |u https://doi.org/10.1007/978-3-319-23696-4 |l FWS01 |p ZDB-2-ENG |x Verlag |3 Volltext | |
| 966 | e | |u https://doi.org/10.1007/978-3-319-23696-4 |l FWS02 |p ZDB-2-ENG |x Verlag |3 Volltext | |
| 966 | e | |u https://doi.org/10.1007/978-3-319-23696-4 |l UBY01 |p ZDB-2-ENG |x Verlag |3 Volltext | |
Record in the Search Index
| DE-BY-FWS_katkey | 590731 |
|---|---|
| _version_ | 1824554493025452033 |
| adam_text | RULE BASED SYSTEMS FOR BIG DATA
/ LIU, HAN
: 2016
TABLE OF CONTENTS / INHALTSVERZEICHNIS
INTRODUCTION
THEORETICAL PRELIMINARIES
GENERATION OF CLASSIFICATION RULES
SIMPLIFICATION OF CLASSIFICATION RULES
REPRESENTATION OF CLASSIFICATION RULES
ENSEMBLE LEARNING APPROACHES
INTERPRETABILITY ANALYSIS
DIESES SCHRIFTSTUECK WURDE MASCHINELL ERZEUGT.
RULE BASED SYSTEMS FOR BIG DATA
/ LIU, HAN
: 2016
ABSTRACT / INHALTSTEXT
THE IDEAS INTRODUCED IN THIS BOOK EXPLORE THE RELATIONSHIPS AMONG RULE
BASED SYSTEMS, MACHINE LEARNING AND BIG DATA. RULE BASED SYSTEMS ARE
SEEN AS A SPECIAL TYPE OF EXPERT SYSTEMS, WHICH CAN BE BUILT BY USING
EXPERT KNOWLEDGE OR LEARNING FROM REAL DATA. THE BOOK FOCUSES ON THE
DEVELOPMENT AND EVALUATION OF RULE BASED SYSTEMS IN TERMS OF ACCURACY,
EFFICIENCY AND INTERPRETABILITY. IN PARTICULAR, A UNIFIED FRAMEWORK FOR
BUILDING RULE BASED SYSTEMS, WHICH CONSISTS OF THE OPERATIONS OF RULE
GENERATION, RULE SIMPLIFICATION AND RULE REPRESENTATION, IS PRESENTED.
EACH OF THESE OPERATIONS IS DETAILED USING SPECIFIC METHODS OR
TECHNIQUES. IN ADDITION, THIS BOOK ALSO PRESENTS SOME ENSEMBLE LEARNING
FRAMEWORKS FOR BUILDING ENSEMBLE RULE BASED SYSTEMS
DIESES SCHRIFTSTUECK WURDE MASCHINELL ERZEUGT.
|
| any_adam_object | 1 |
| author | Liu, Han |
| author_facet | Liu, Han |
| author_role | aut |
| author_sort | Liu, Han |
| author_variant | h l hl |
| building | Verbundindex |
| bvnumber | BV043211694 |
| collection | ZDB-2-ENG |
| ctrlnum | (OCoLC)923655949 (DE-599)BVBBV043211694 |
| dewey-full | 006.3 |
| dewey-hundreds | 000 - Computer science, information, general works |
| dewey-ones | 006 - Special computer methods |
| dewey-raw | 006.3 |
| dewey-search | 006.3 |
| dewey-sort | 16.3 |
| dewey-tens | 000 - Computer science, information, general works |
| discipline | Informatik |
| doi_str_mv | 10.1007/978-3-319-23696-4 |
| format | Electronic eBook |
| fullrecord | <?xml version="1.0" encoding="UTF-8"?><collection xmlns="http://www.loc.gov/MARC21/slim"><record><leader>03463nmm a2200661zcb4500</leader><controlfield tag="001">BV043211694</controlfield><controlfield tag="003">DE-604</controlfield><controlfield tag="005">20160617 </controlfield><controlfield tag="007">cr|uuu---uuuuu</controlfield><controlfield tag="008">151215s2016 |||| o||u| ||||||eng d</controlfield><datafield tag="020" ind1=" " ind2=" "><subfield code="a">9783319236964</subfield><subfield code="c">Online</subfield><subfield code="9">978-3-319-23696-4</subfield></datafield><datafield tag="024" ind1="7" ind2=" "><subfield code="a">10.1007/978-3-319-23696-4</subfield><subfield code="2">doi</subfield></datafield><datafield tag="035" ind1=" " ind2=" "><subfield code="a">(OCoLC)923655949</subfield></datafield><datafield tag="035" ind1=" " ind2=" "><subfield code="a">(DE-599)BVBBV043211694</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-1043</subfield><subfield code="a">DE-Aug4</subfield><subfield code="a">DE-573</subfield><subfield code="a">DE-859</subfield><subfield code="a">DE-863</subfield><subfield code="a">DE-92</subfield><subfield code="a">DE-862</subfield><subfield code="a">DE-898</subfield><subfield code="a">DE-634</subfield><subfield code="a">DE-1046</subfield><subfield code="a">DE-861</subfield><subfield code="a">DE-706</subfield></datafield><datafield tag="082" ind1="0" ind2=" "><subfield code="a">006.3</subfield><subfield code="2">23</subfield></datafield><datafield tag="100" ind1="1" ind2=" "><subfield code="a">Liu, Han</subfield><subfield code="e">Verfasser</subfield><subfield code="4">aut</subfield></datafield><datafield tag="245" ind1="1" ind2="0"><subfield code="a">Rule based systems for Big Data</subfield><subfield code="b">a machine learning approach</subfield><subfield code="c">Han Liu, Alexander Gegov, Mihaela Cocea</subfield></datafield><datafield tag="264" ind1=" " ind2="1"><subfield code="a">Cham</subfield><subfield code="b">Springer International Publishing</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 (xiii, 121 p. 38 illus., 5 illus. in color)</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="1" ind2=" "><subfield code="a">Studies in Big Data</subfield><subfield code="v">volume 13</subfield></datafield><datafield tag="650" ind1=" " ind2="4"><subfield code="a">Engineering</subfield></datafield><datafield tag="650" ind1=" " ind2="4"><subfield code="a">Data mining</subfield></datafield><datafield tag="650" ind1=" " ind2="4"><subfield code="a">Artificial intelligence</subfield></datafield><datafield tag="650" ind1=" " ind2="4"><subfield code="a">Computational intelligence</subfield></datafield><datafield tag="650" ind1=" " ind2="4"><subfield code="a">Computational Intelligence</subfield></datafield><datafield tag="650" ind1=" " ind2="4"><subfield code="a">Artificial Intelligence (incl. Robotics)</subfield></datafield><datafield tag="650" ind1=" " ind2="4"><subfield code="a">Data Mining and Knowledge Discovery</subfield></datafield><datafield tag="650" ind1=" " ind2="4"><subfield code="a">Ingenieurwissenschaften</subfield></datafield><datafield tag="650" ind1=" " ind2="4"><subfield code="a">Künstliche Intelligenz</subfield></datafield><datafield tag="700" ind1="1" ind2=" "><subfield code="a">Gegov, Alexander</subfield><subfield code="e">Sonstige</subfield><subfield code="4">oth</subfield></datafield><datafield tag="700" ind1="1" ind2=" "><subfield code="a">Cocea, Mihaela</subfield><subfield code="e">Sonstige</subfield><subfield code="4">oth</subfield></datafield><datafield tag="776" ind1="0" ind2="8"><subfield code="i">Erscheint auch als</subfield><subfield code="n">Druckausgabe</subfield><subfield code="z">978-3-319-23695-7</subfield></datafield><datafield tag="830" ind1=" " ind2="0"><subfield code="a">Studies in Big Data</subfield><subfield code="v">volume 13</subfield><subfield code="w">(DE-604)BV041583423</subfield><subfield code="9">13</subfield></datafield><datafield tag="856" ind1="4" ind2="0"><subfield code="u">https://doi.org/10.1007/978-3-319-23696-4</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=028634834&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=028634834&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-ENG</subfield></datafield><datafield tag="940" ind1="1" ind2=" "><subfield code="q">ZDB-2-ENG_2016</subfield></datafield><datafield tag="999" ind1=" " ind2=" "><subfield code="a">oai:aleph.bib-bvb.de:BVB01-028634834</subfield></datafield><datafield tag="966" ind1="e" ind2=" "><subfield code="u">https://doi.org/10.1007/978-3-319-23696-4</subfield><subfield code="l">BTU01</subfield><subfield code="p">ZDB-2-ENG</subfield><subfield code="x">Verlag</subfield><subfield code="3">Volltext</subfield></datafield><datafield tag="966" ind1="e" ind2=" "><subfield code="u">https://doi.org/10.1007/978-3-319-23696-4</subfield><subfield code="l">FAB01</subfield><subfield code="p">ZDB-2-ENG</subfield><subfield code="x">Verlag</subfield><subfield code="3">Volltext</subfield></datafield><datafield tag="966" ind1="e" ind2=" "><subfield code="u">https://doi.org/10.1007/978-3-319-23696-4</subfield><subfield code="l">FAW01</subfield><subfield code="p">ZDB-2-ENG</subfield><subfield code="x">Verlag</subfield><subfield code="3">Volltext</subfield></datafield><datafield tag="966" ind1="e" ind2=" "><subfield code="u">https://doi.org/10.1007/978-3-319-23696-4</subfield><subfield code="l">FHA01</subfield><subfield code="p">ZDB-2-ENG</subfield><subfield code="x">Verlag</subfield><subfield code="3">Volltext</subfield></datafield><datafield tag="966" ind1="e" ind2=" "><subfield code="u">https://doi.org/10.1007/978-3-319-23696-4</subfield><subfield code="l">FHI01</subfield><subfield code="p">ZDB-2-ENG</subfield><subfield code="x">Verlag</subfield><subfield code="3">Volltext</subfield></datafield><datafield tag="966" ind1="e" ind2=" "><subfield code="u">https://doi.org/10.1007/978-3-319-23696-4</subfield><subfield code="l">FHN01</subfield><subfield code="p">ZDB-2-ENG</subfield><subfield code="x">Verlag</subfield><subfield code="3">Volltext</subfield></datafield><datafield tag="966" ind1="e" ind2=" "><subfield code="u">https://doi.org/10.1007/978-3-319-23696-4</subfield><subfield code="l">FHR01</subfield><subfield code="p">ZDB-2-ENG</subfield><subfield code="x">Verlag</subfield><subfield code="3">Volltext</subfield></datafield><datafield tag="966" ind1="e" ind2=" "><subfield code="u">https://doi.org/10.1007/978-3-319-23696-4</subfield><subfield code="l">FKE01</subfield><subfield code="p">ZDB-2-ENG</subfield><subfield code="x">Verlag</subfield><subfield code="3">Volltext</subfield></datafield><datafield tag="966" ind1="e" ind2=" "><subfield code="u">https://doi.org/10.1007/978-3-319-23696-4</subfield><subfield code="l">FRO01</subfield><subfield code="p">ZDB-2-ENG</subfield><subfield code="x">Verlag</subfield><subfield code="3">Volltext</subfield></datafield><datafield tag="966" ind1="e" ind2=" "><subfield code="u">https://doi.org/10.1007/978-3-319-23696-4</subfield><subfield code="l">FWS01</subfield><subfield code="p">ZDB-2-ENG</subfield><subfield code="x">Verlag</subfield><subfield code="3">Volltext</subfield></datafield><datafield tag="966" ind1="e" ind2=" "><subfield code="u">https://doi.org/10.1007/978-3-319-23696-4</subfield><subfield code="l">FWS02</subfield><subfield code="p">ZDB-2-ENG</subfield><subfield code="x">Verlag</subfield><subfield code="3">Volltext</subfield></datafield><datafield tag="966" ind1="e" ind2=" "><subfield code="u">https://doi.org/10.1007/978-3-319-23696-4</subfield><subfield code="l">UBY01</subfield><subfield code="p">ZDB-2-ENG</subfield><subfield code="x">Verlag</subfield><subfield code="3">Volltext</subfield></datafield></record></collection> |
| id | DE-604.BV043211694 |
| illustrated | Not Illustrated |
| indexdate | 2025-02-20T06:52:38Z |
| institution | BVB |
| isbn | 9783319236964 |
| language | English |
| oai_aleph_id | oai:aleph.bib-bvb.de:BVB01-028634834 |
| oclc_num | 923655949 |
| open_access_boolean | |
| owner | DE-1043 DE-Aug4 DE-573 DE-859 DE-863 DE-BY-FWS DE-92 DE-862 DE-BY-FWS DE-898 DE-BY-UBR DE-634 DE-1046 DE-861 DE-706 |
| owner_facet | DE-1043 DE-Aug4 DE-573 DE-859 DE-863 DE-BY-FWS DE-92 DE-862 DE-BY-FWS DE-898 DE-BY-UBR DE-634 DE-1046 DE-861 DE-706 |
| physical | 1 Online Ressource (xiii, 121 p. 38 illus., 5 illus. in color) |
| psigel | ZDB-2-ENG ZDB-2-ENG_2016 |
| publishDate | 2016 |
| publishDateSearch | 2016 |
| publishDateSort | 2016 |
| publisher | Springer International Publishing |
| record_format | marc |
| series | Studies in Big Data |
| series2 | Studies in Big Data |
| spellingShingle | Liu, Han Rule based systems for Big Data a machine learning approach Studies in Big Data Engineering Data mining Artificial intelligence Computational intelligence Computational Intelligence Artificial Intelligence (incl. Robotics) Data Mining and Knowledge Discovery Ingenieurwissenschaften Künstliche Intelligenz |
| title | Rule based systems for Big Data a machine learning approach |
| title_auth | Rule based systems for Big Data a machine learning approach |
| title_exact_search | Rule based systems for Big Data a machine learning approach |
| title_full | Rule based systems for Big Data a machine learning approach Han Liu, Alexander Gegov, Mihaela Cocea |
| title_fullStr | Rule based systems for Big Data a machine learning approach Han Liu, Alexander Gegov, Mihaela Cocea |
| title_full_unstemmed | Rule based systems for Big Data a machine learning approach Han Liu, Alexander Gegov, Mihaela Cocea |
| title_short | Rule based systems for Big Data |
| title_sort | rule based systems for big data a machine learning approach |
| title_sub | a machine learning approach |
| topic | Engineering Data mining Artificial intelligence Computational intelligence Computational Intelligence Artificial Intelligence (incl. Robotics) Data Mining and Knowledge Discovery Ingenieurwissenschaften Künstliche Intelligenz |
| topic_facet | Engineering Data mining Artificial intelligence Computational intelligence Computational Intelligence Artificial Intelligence (incl. Robotics) Data Mining and Knowledge Discovery Ingenieurwissenschaften Künstliche Intelligenz |
| url | https://doi.org/10.1007/978-3-319-23696-4 http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=028634834&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=028634834&sequence=000003&line_number=0002&func_code=DB_RECORDS&service_type=MEDIA |
| volume_link | (DE-604)BV041583423 |
| work_keys_str_mv | AT liuhan rulebasedsystemsforbigdataamachinelearningapproach AT gegovalexander rulebasedsystemsforbigdataamachinelearningapproach AT coceamihaela rulebasedsystemsforbigdataamachinelearningapproach |