Central Library

Interactive Knowledge Discovery and Data Mining in Biomedical Informatics (Record no. 96499)

000 -LEADER
fixed length control field 05201nam a22005775i 4500
001 - CONTROL NUMBER
control field 978-3-662-43968-5
003 - CONTROL NUMBER IDENTIFIER
control field DE-He213
005 - DATE AND TIME OF LATEST TRANSACTION
control field 20240730201401.0
007 - PHYSICAL DESCRIPTION FIXED FIELD--GENERAL INFORMATION
fixed length control field cr nn 008mamaa
008 - FIXED-LENGTH DATA ELEMENTS--GENERAL INFORMATION
fixed length control field 140617s2014 gw | s |||| 0|eng d
020 ## - INTERNATIONAL STANDARD BOOK NUMBER
International Standard Book Number 9783662439685
-- 978-3-662-43968-5
024 7# - OTHER STANDARD IDENTIFIER
Standard number or code 10.1007/978-3-662-43968-5
Source of number or code doi
050 #4 - LIBRARY OF CONGRESS CALL NUMBER
Classification number QA76.9.D343
072 #7 - SUBJECT CATEGORY CODE
Subject category code UNF
Source bicssc
072 #7 - SUBJECT CATEGORY CODE
Subject category code UYQE
Source bicssc
072 #7 - SUBJECT CATEGORY CODE
Subject category code COM021030
Source bisacsh
072 #7 - SUBJECT CATEGORY CODE
Subject category code UNF
Source thema
072 #7 - SUBJECT CATEGORY CODE
Subject category code UYQE
Source thema
082 04 - DEWEY DECIMAL CLASSIFICATION NUMBER
Classification number 006.312
Edition number 23
245 10 - TITLE STATEMENT
Title Interactive Knowledge Discovery and Data Mining in Biomedical Informatics
Medium [electronic resource] :
Remainder of title State-of-the-Art and Future Challenges /
Statement of responsibility, etc. edited by Andreas Holzinger, Igor Jurisica.
250 ## - EDITION STATEMENT
Edition statement 1st ed. 2014.
264 #1 - PRODUCTION, PUBLICATION, DISTRIBUTION, MANUFACTURE, AND COPYRIGHT NOTICE
Place of production, publication, distribution, manufacture Berlin, Heidelberg :
Name of producer, publisher, distributor, manufacturer Springer Berlin Heidelberg :
-- Imprint: Springer,
Date of production, publication, distribution, manufacture, or copyright notice 2014.
300 ## - PHYSICAL DESCRIPTION
Extent XX, 357 p. 56 illus.
Other physical details online resource.
336 ## - CONTENT TYPE
Content type term text
Content type code txt
Source rdacontent
337 ## - MEDIA TYPE
Media type term computer
Media type code c
Source rdamedia
338 ## - CARRIER TYPE
Carrier type term online resource
Carrier type code cr
Source rdacarrier
347 ## - DIGITAL FILE CHARACTERISTICS
File type text file
Encoding format PDF
Source rda
490 1# - SERIES STATEMENT
Series statement Information Systems and Applications, incl. Internet/Web, and HCI,
International Standard Serial Number 2946-1642 ;
Volume/sequential designation 8401
505 0# - FORMATTED CONTENTS NOTE
Formatted contents note Knowledge Discovery and Data Mining in Biomedical Informatics: The Future Is in Integrative, Interactive Machine Learning Solutions -- Visual Data Mining: Effective Exploration of the Biological Universe -- Darwin or Lamarck? Future Challenges in Evolutionary Algorithms for Knowledge Discovery and Data Mining -- On the Generation of Point Cloud Data Sets: Step One in the Knowledge Discovery Process -- Adapted Features and Instance Selection for Improving Co-training -- Knowledge Discovery and Visualization of Clusters for Erythromycin Related Adverse Events in the FDA Drug Adverse Event Reporting System -- On Computationally-Enhanced Visual Analysis of Heterogeneous Data and Its Application in Biomedical Informatics -- A Policy-Based Cleansing and Integration Framework for Labour and Healthcare Data -- Interactive Data Exploration Using Pattern Mining -- Resources for Studying Statistical Analysis of Biomedical Data and R -- A Kernel-Based Framework for Medical Big-Data Analytics -- On Entropy-Based Data Mining -- Sparse Inverse Covariance Estimation for Graph Representation of Feature Structure -- Multi-touch Graph-Based Interaction for Knowledge Discovery on Mobile Devices: State-of-the-Art and Future Challenges -- Intelligent Integrative Knowledge Bases: Bridging Genomics, Integrative Biology and Translational Medicine -- Biomedical Text Mining: State-of-the-Art, Open Problems and Future Challenges -- Protecting Anonymity in Data-Driven Biomedical Science -- Biobanks - A Source of Large Biological Data Sets: Open Problems and Future Challenges -- On Topological Data Mining.
520 ## - SUMMARY, ETC.
Summary, etc. One of the grand challenges in our digital world are the large, complex, and often weakly structured data sets and massive amounts of unstructured information. This "big data" challenge is most evident in biomedical informatics: The trend toward precision medicine has resulted in an explosion in the amount of biomedical data sets generated. Despite the fact that human experts are very good at pattern recognition in three dimensions or less, most of the data are high-dimensional, which makes manual analysis often impossible and neither the medical doctor nor the biomedical researcher can memorize all these facts. A synergistic combination of the methodologies and approaches of two fields offer ideal conditions for unraveling these problems: human-computer interaction (HCI) and knowledge discovery/data mining (KDD), with the goal of supporting human capabilities with machine learning. This state-of-the-art survey is an output of the HCI-KDD expert network and features 19 carefully selected and reviewed papers related to seven hot and promising research areas: (1) data integration, data pre-processing, and data mapping; (2) data mining algorithms; (3) graph-based data mining; (4) entropy-based data mining; (5) topological data mining; (6)  visualization; (7) privacy, data protection, safety, and security.    .
650 #0 - SUBJECT ADDED ENTRY--TOPICAL TERM
Topical term or geographic name entry element Data mining.
9 (RLIN) 3907
650 #0 - SUBJECT ADDED ENTRY--TOPICAL TERM
Topical term or geographic name entry element Information storage and retrieval systems.
9 (RLIN) 22213
650 #0 - SUBJECT ADDED ENTRY--TOPICAL TERM
Topical term or geographic name entry element Medical informatics.
9 (RLIN) 4729
650 14 - SUBJECT ADDED ENTRY--TOPICAL TERM
Topical term or geographic name entry element Data Mining and Knowledge Discovery.
9 (RLIN) 166942
650 24 - SUBJECT ADDED ENTRY--TOPICAL TERM
Topical term or geographic name entry element Information Storage and Retrieval.
9 (RLIN) 23927
650 24 - SUBJECT ADDED ENTRY--TOPICAL TERM
Topical term or geographic name entry element Health Informatics.
9 (RLIN) 31799
700 1# - ADDED ENTRY--PERSONAL NAME
Personal name Holzinger, Andreas.
Relator term editor.
Relationship edt
-- http://id.loc.gov/vocabulary/relators/edt
9 (RLIN) 166943
700 1# - ADDED ENTRY--PERSONAL NAME
Personal name Jurisica, Igor.
Relator term editor.
Relationship edt
-- http://id.loc.gov/vocabulary/relators/edt
9 (RLIN) 166944
710 2# - ADDED ENTRY--CORPORATE NAME
Corporate name or jurisdiction name as entry element SpringerLink (Online service)
9 (RLIN) 166945
773 0# - HOST ITEM ENTRY
Title Springer Nature eBook
776 08 - ADDITIONAL PHYSICAL FORM ENTRY
Relationship information Printed edition:
International Standard Book Number 9783662439678
776 08 - ADDITIONAL PHYSICAL FORM ENTRY
Relationship information Printed edition:
International Standard Book Number 9783662439692
830 #0 - SERIES ADDED ENTRY--UNIFORM TITLE
Uniform title Information Systems and Applications, incl. Internet/Web, and HCI,
International Standard Serial Number 2946-1642 ;
Volume/sequential designation 8401
9 (RLIN) 166946
856 40 - ELECTRONIC LOCATION AND ACCESS
Uniform Resource Identifier <a href="https://doi.org/10.1007/978-3-662-43968-5">https://doi.org/10.1007/978-3-662-43968-5</a>
912 ## -
-- ZDB-2-SCS
912 ## -
-- ZDB-2-SXCS
912 ## -
-- ZDB-2-LNC
942 ## - ADDED ENTRY ELEMENTS (KOHA)
Koha item type eBooks-Lecture Notes in CS

No items available.