WP4%20Zagreb,%2021.june%202007 - PowerPoint PPT Presentation

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WP4%20Zagreb,%2021.june%202007

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T4.1 Data warehouse for knowledge discovery. T4.2 Data understanding and preparation ... on procedural ontology and ontology reasoning for DSS support - Marin Prcela ... – PowerPoint PPT presentation

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Title: WP4%20Zagreb,%2021.june%202007


1
WP4Zagreb, 21.june 2007
2
WP4 Knowledge representation, discovery, and
management T4.1 Data warehouse for knowledge
discovery T4.2 Data understanding and
preparation T4.3 Implementation of knowledge
discovery processes T4.4 Ontologies and
knowledge representation
3
WP4 Knowledge representation, discovery, and
management T4.1 Data warehouse for knowledge
discovery T4.2 Data understanding and
preparation T4.3 Implementation of knowledge
discovery processes T4.4 Ontologies and
knowledge representation
ended 1.may
to end on 1. august ? MS4.1 !!!
4
WP4 Knowledge representation, discovery, and
management T4.1 Data warehouse for knowledge
discovery T4.2 Data understanding and
preparation T4.3 Implementation of knowledge
discovery processes T4.4 Ontologies and
knowledge representation
ended 1.may
till 1. september
till M33
to end on 1. august ? MS4.1 !!!
5
WP4 Knowledge representation, discovery, and
management T4.1 Data warehouse for knowledge
discovery T4.2 Data understanding and
preparation T4.3 Implementation of knowledge
discovery processes T4.4 Ontologies and
knowledge representation
D21
to end on 1. august ? MS4.1 !!!
6
WP4 Knowledge representation, discovery, and
management T4.1 Data warehouse for knowledge
discovery T4.2 Data understanding and
preparation T4.3 Implementation of knowledge
discovery processes T4.4 Ontologies and
knowledge representation
D21
D22
? MS4.1
7
WP4 Knowledge representation, discovery, and
management T4.1 Data warehouse for knowledge
discovery T4.2 Data understanding and
preparation T4.3 Implementation of knowledge
discovery processes T4.4 Ontologies and
knowledge representation
D29 month 24 MS4.2
? MS4.1
8
WP4 Knowledge representation, discovery, and
management T4.1 Data warehouse for knowledge
discovery T4.2 Data understanding and
preparation T4.3 Implementation of knowledge
discovery processes T4.4 Ontologies and
knowledge representation
D21
D29
D22
9
WP4 Knowledge representation, discovery, and
management T4.1 Data warehouse for knowledge
discovery T4.2 Data understanding and
preparation T4.3 Implementation of knowledge
discovery processes T4.4 Ontologies and
knowledge representation
D21
D29
D22
integration of knowledge representation with DSS
10
WP3
WP5
WP4
DSS
HF Middleware
Knowledge Base
During the review meeting in Brussels pointed out
as very relevant and very difficult problem
11
  • What has been done in the period from the last
    meeting
  • T4.1
  • - Functional specification of the data
    transformation from patient data defined by the
    'Case report form' into the complete set of
    attributes prepared for knowledge discovery has
    been done.
  • Open source DW software package Pentaho has been
    extensively studied and its application tested
    for some multi-patient managerial tasks and
    single patients decision support purposes.
  • Work on D21.

12
  • T4.2
  • Retrospective data from UNICZ have been
    transformed to the standard Weka (arff) and
    illm form. Data have been cleaned manually by
    elimination of obvious outliers and sparsely
    populated attributes.
  • Retrospective ANMCO data set has been
    transformed to the Weka format.
  • D21 on data preparation has been started.

13
  • T4.3
  • Experiments with contrast set mining and Kernel
    based Support Vector Machine (?) algorithms have
    started in parallel on available retrospective
    data.
  • ANMCO seems as a good simulation of data that
    will be collected by the platform (except
    continuous data monitoring).
  • We have some results with UNICZ and ANMCO data,
    but the results are not very optimistic.

14
  • T4.4
  • HF ontology has been upgraded.
  • Meeting in Milan with UNIMIB and AUXOL -gt
    procedural knowledge related to HF has been
    prepared in the form of 10 sets of rules.
  • In cooperation with JUMC some of the rule sets
    have been discussed and improved.
  • Additionally, for some common HF related
    decision problems medical plans have been
    developed.
  • ontology rules medical plans
    are on line on
  • http//lis.irb.hr/heartfaid/

15
  • T4.4 continued
  • encountered problems
  • developed HF ontology is large but not
    appropriate for reasoning (taxonomy) !
  • Open issue how to integrate ontology
    (descriptive knowledge) and rules (procedural
    knowledge) ?
  • possible solution
  • development of the procedural ontology
    development of the ontology interpreter for DSS
    interface

we have devoted a lot of work to this idea!
16
  • WP4 presentation plan
  • Knowledge representation for HF domain (D22) -
    Alan Jovic
  • Demo on procedural ontology and ontology
    reasoning for DSS support - Marin Prcela
  • Data warehousing on HF platform (D21) - Tom
    Šmuc
  • Discussion on
  • a) D21
  • b) D22
  • c) KB DSS interface
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