Mathematical Problems in Data Science: Theoretical and Practical Methods
Gespeichert in:
| Hauptverfasser: | , , |
|---|---|
| Format: | Elektronisch E-Book |
| Sprache: | English |
| Veröffentlicht: |
Cham
Springer International Publishing
2015
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| Schlagworte: | |
| Online-Zugang: | BTU01 FHA01 FHI01 FHM01 FHN01 FKE01 FLA01 FRO01 UBG01 UBM01 UBR01 UBT01 UBW01 UER01 UPA01 URL des Erstveröffentlichers Inhaltsverzeichnis Abstract |
| Beschreibung: | 1 Online-Ressource (XV, 213 Seiten) 64 illus., 42 illus. in color |
| ISBN: | 9783319251271 |
| DOI: | 10.1007/978-3-319-25127-1 |
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Datensatz im Suchindex
| _version_ | 1804175846347374592 |
|---|---|
| adam_text | MATHEMATICAL PROBLEMS IN DATA SCIENCE
/ CHEN, LI M.
: 2015
TABLE OF CONTENTS / INHALTSVERZEICHNIS
INTRODUCTION: DATA SCIENCE AND BIGDATA COMPUTING
OVERVIEW OF BASIC METHODS FOR DATA SCIENCE
RELATIONSHIP AND CONNECTIVITY OF INCOMPLETE DATA COLLECTION
MACHINE LEARNING FOR DATA SCIENCE: MATHEMATICAL OR COMPUTATIONAL
IMAGES, VIDEOS, AND BIGDATA
TOPOLOGICAL DATA ANALYSIS
MONTE CARLO METHODS AND THEIR APPLICATIONS IN BIG DATA ANALYSIS
FEATURE EXTRACTION VIA VECTOR BUNDLE LEARNING
CURVE INTERPOLATION AND FINANCIAL CURVE CONSTRUCTION
ADVANCED METHODS IN VARIATIONAL LEARNING: SEGMENTATION WITH INTENSITY
INHOMOGENEITY
AN ON-LINE STRATEGY OF GROUPS EVACUATION FROM A CONVEX REGION IN THE
PLANE
A NEW COMPUTATIONAL MODEL OF BIGDATA
DIESES SCHRIFTSTUECK WURDE MASCHINELL ERZEUGT.
MATHEMATICAL PROBLEMS IN DATA SCIENCE
/ CHEN, LI M.
: 2015
ABSTRACT / INHALTSTEXT
THIS BOOK DESCRIBES CURRENT PROBLEMS IN DATA SCIENCE AND BIG DATA. KEY
TOPICS ARE DATA CLASSIFICATION, GRAPH CUT, THE LAPLACIAN MATRIX, GOOGLE
PAGE RANK, EFFICIENT ALGORITHMS, HARDNESS OF PROBLEMS, DIFFERENT TYPES
OFBIG DATA, GEOMETRIC DATA STRUCTURES, TOPOLOGICAL DATA PROCESSING,
AND VARIOUS LEARNING METHODS. FOR UNSOLVED PROBLEMS SUCH AS INCOMPLETE
DATA RELATION AND RECONSTRUCTION, THE BOOK INCLUDES POSSIBLE SOLUTIONS
AND BOTH STATISTICAL AND COMPUTATIONAL METHODS FOR DATA ANALYSIS.
INITIAL CHAPTERS FOCUS ONEXPLORING THE PROPERTIES OF INCOMPLETE DATA
SETS AND PARTIAL-CONNECTEDNESS AMONG DATA POINTS OR DATA SETS.
DISCUSSIONS ALSO COVER THE COMPLETION PROBLEM OF NETFLIX MATRIX; MACHINE
LEARNING METHOD ON MASSIVE DATA SETS; IMAGE SEGMENTATION AND VIDEO
SEARCH. THIS BOOK INTRODUCES SOFTWARE TOOLS FOR DATA SCIENCE AND BIG
DATA SUCH MAPREDUCE, HADOOP, AND SPARK. THIS BOOK CONTAINS THREE
PARTS. THE FIRST PART EXPLORES THE FUNDAMENTAL TOOLS OF DATA SCIENCE.
IT INCLUDES BASIC GRAPH THEORETICAL METHODS, STATISTICAL AND AI METHODS
FOR MASSIVE DATA SETS. IN SECOND PART, CHAPTERS FOCUS ON THE PROCEDURAL
TREATMENT OF DATA SCIENCE PROBLEMS INCLUDING MACHINE LEARNING METHODS,
MATHEMATICAL IMAGE AND VIDEO PROCESSING, TOPOLOGICAL DATA ANALYSIS, AND
STATISTICAL METHODS. THE FINAL SECTION PROVIDES CASE STUDIES ON SPECIAL
TOPICS IN VARIATIONAL LEARNING, MANIFOLD LEARNING, BUSINESS AND
FINANCIAL DATA REC OVERY, GEOMETRIC SEARCH, AND COMPUTING MODELS.
MATHEMATICAL PROBLEMS IN DATA SCIENCE IS A VALUABLE RESOURCE FOR
RESEARCHERS AND PROFESSIONALS WORKING IN DATA SCIENCE, INFORMATION
SYSTEMS AND NETWORKS. ADVANCED-LEVEL STUDENTS STUDYING COMPUTER
SCIENCE, ELECTRICAL ENGINEERING AND MATHEMATICS WILL ALSO FIND THE
CONTENT HELPFUL
DIESES SCHRIFTSTUECK WURDE MASCHINELL ERZEUGT.
|
| any_adam_object | 1 |
| author | Chen, Li M. Su, Zhixun Jiang, Bo |
| author_GND | (DE-588)1032156708 |
| author_facet | Chen, Li M. Su, Zhixun Jiang, Bo |
| author_role | aut aut aut |
| author_sort | Chen, Li M. |
| author_variant | l m c lm lmc z s zs b j bj |
| building | Verbundindex |
| bvnumber | BV043309486 |
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| collection | ZDB-2-SCS |
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| dewey-full | 005.7 |
| dewey-hundreds | 000 - Computer science, information, general works |
| dewey-ones | 005 - Computer programming, programs, data, security |
| dewey-raw | 005.7 |
| dewey-search | 005.7 |
| dewey-sort | 15.7 |
| dewey-tens | 000 - Computer science, information, general works |
| discipline | Informatik |
| doi_str_mv | 10.1007/978-3-319-25127-1 |
| format | Electronic eBook |
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| id | DE-604.BV043309486 |
| illustrated | Illustrated |
| indexdate | 2024-07-10T07:22:46Z |
| institution | BVB |
| isbn | 9783319251271 |
| language | English |
| oai_aleph_id | oai:aleph.bib-bvb.de:BVB01-028730175 |
| oclc_num | 934189714 |
| open_access_boolean | |
| owner | DE-355 DE-BY-UBR DE-19 DE-BY-UBM DE-Aug4 DE-M347 DE-573 DE-859 DE-703 DE-473 DE-BY-UBG DE-29 DE-20 DE-634 DE-92 DE-860 DE-861 DE-739 |
| owner_facet | DE-355 DE-BY-UBR DE-19 DE-BY-UBM DE-Aug4 DE-M347 DE-573 DE-859 DE-703 DE-473 DE-BY-UBG DE-29 DE-20 DE-634 DE-92 DE-860 DE-861 DE-739 |
| physical | 1 Online-Ressource (XV, 213 Seiten) 64 illus., 42 illus. in color |
| psigel | ZDB-2-SCS ZDB-2-SCS_2015 |
| publishDate | 2015 |
| publishDateSearch | 2015 |
| publishDateSort | 2015 |
| publisher | Springer International Publishing |
| record_format | marc |
| spelling | Chen, Li M. Verfasser (DE-588)1032156708 aut Mathematical Problems in Data Science Theoretical and Practical Methods by Li M. Chen, Zhixun Su, Bo Jiang Cham Springer International Publishing 2015 1 Online-Ressource (XV, 213 Seiten) 64 illus., 42 illus. in color txt rdacontent c rdamedia cr rdacarrier Computer science Computer communication systems Computer science / Mathematics Computers Computer Science Information Systems and Communication Service Computer Communication Networks Mathematics of Computing Informatik Mathematik Cloud Computing (DE-588)7623494-0 gnd rswk-swf Maschinelles Lernen (DE-588)4193754-5 gnd rswk-swf Big Data (DE-588)4802620-7 gnd rswk-swf Data Mining (DE-588)4428654-5 gnd rswk-swf Big Data (DE-588)4802620-7 s Data Mining (DE-588)4428654-5 s Maschinelles Lernen (DE-588)4193754-5 s Cloud Computing (DE-588)7623494-0 s DE-604 Su, Zhixun Verfasser aut Jiang, Bo Verfasser aut Erscheint auch als Druckausgabe 978-3-319-25125-7 https://doi.org/10.1007/978-3-319-25127-1 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=028730175&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=028730175&sequence=000003&line_number=0002&func_code=DB_RECORDS&service_type=MEDIA Abstract |
| spellingShingle | Chen, Li M. Su, Zhixun Jiang, Bo Mathematical Problems in Data Science Theoretical and Practical Methods Computer science Computer communication systems Computer science / Mathematics Computers Computer Science Information Systems and Communication Service Computer Communication Networks Mathematics of Computing Informatik Mathematik Cloud Computing (DE-588)7623494-0 gnd Maschinelles Lernen (DE-588)4193754-5 gnd Big Data (DE-588)4802620-7 gnd Data Mining (DE-588)4428654-5 gnd |
| subject_GND | (DE-588)7623494-0 (DE-588)4193754-5 (DE-588)4802620-7 (DE-588)4428654-5 |
| title | Mathematical Problems in Data Science Theoretical and Practical Methods |
| title_auth | Mathematical Problems in Data Science Theoretical and Practical Methods |
| title_exact_search | Mathematical Problems in Data Science Theoretical and Practical Methods |
| title_full | Mathematical Problems in Data Science Theoretical and Practical Methods by Li M. Chen, Zhixun Su, Bo Jiang |
| title_fullStr | Mathematical Problems in Data Science Theoretical and Practical Methods by Li M. Chen, Zhixun Su, Bo Jiang |
| title_full_unstemmed | Mathematical Problems in Data Science Theoretical and Practical Methods by Li M. Chen, Zhixun Su, Bo Jiang |
| title_short | Mathematical Problems in Data Science |
| title_sort | mathematical problems in data science theoretical and practical methods |
| title_sub | Theoretical and Practical Methods |
| topic | Computer science Computer communication systems Computer science / Mathematics Computers Computer Science Information Systems and Communication Service Computer Communication Networks Mathematics of Computing Informatik Mathematik Cloud Computing (DE-588)7623494-0 gnd Maschinelles Lernen (DE-588)4193754-5 gnd Big Data (DE-588)4802620-7 gnd Data Mining (DE-588)4428654-5 gnd |
| topic_facet | Computer science Computer communication systems Computer science / Mathematics Computers Computer Science Information Systems and Communication Service Computer Communication Networks Mathematics of Computing Informatik Mathematik Cloud Computing Maschinelles Lernen Big Data Data Mining |
| url | https://doi.org/10.1007/978-3-319-25127-1 http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=028730175&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=028730175&sequence=000003&line_number=0002&func_code=DB_RECORDS&service_type=MEDIA |
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