PROJECT
PLAN
|
# |
Description |
Milestone
(month ending) |
|
1 |
Application
requirements with emphasis on understanding types/classification of semantic
associations, and types of knowledge discovery which is possible using
semantic metadata |
Initial
study (12); revised study (24) |
|
2 |
Testbed for using evaluating techniques (items 4 through
7) with open source data, involving metadata extraction, knowledge base
creation using InfoQuilt tools for ontology creation |
Testbed for 1-st round
evaluation (12); testbed for 2-nd
round evaluation (24) |
|
3 |
Create scenarios in accordance to requirements (1)
and set up the evaluation using our testbed (2) |
Initial
evaluation (18); final evaluation (36) |
|
4 |
Research 2: Ontology-based Metadata Extraction ·
Develop an automatic metadata extractor and document annotator based
on ontological document classification ·
Develop a lazy annotation
mechanism where a document will be anchored to the target ontology, and the
full meta-data will be dynamically materialized at the time it is needed |
Model
development (12); initial implementation and evaluation (18); extensions and
final evaluation (36) |
|
5 |
Research
4: Knowledge Discovery ·
Develop a hybrid method incorporating traditional data mining techniques
with semantic-based knowledge discovery and association identification
methods (i.e., use knowledge base to drive knowledge discovery operations on
the available meta-data) ·
Develop knowledge discovery and data mining techniques on an
interconnected set of concepts and relations (i.e., ontologies) and their
instances in the knowledge base |
Model
development (12); implementation and
initial evaluation (18); extensions final evaluation (30) |