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Historically,
multimedia systems and databases emerged as separate disciplines
addressing the needs of different application domains. However,
as these application domains matured over the years, the scientific
disciplines also moved closer. For instance, on the media
management side, although MPEG1, MPEG2, and MPEG4 standards
were primarily focused on video compression and decompression
tasks, researchers concentrated on the video-content description
and indexing issues while developing the MPEG7 standard (which
is currently in the works). On the data management side, commercial
database management systems that were once primarily targeting
traditional business applications, are today including media
and Web engines within their packages. New applications, such
as digital libraries and dynamic Web content, necessitates
a common understanding of both of these disciplines.
As a result, over the recent years,
there has been a flurry of activities in the so called area
of multimedia databases. These activities resulted in many
techniques useful in extracting various features of media
and providing means for indexing/querying based on these features.
Despite these activities, however, multimedia and databases
are never truly integrated. The activities on the media side
was for a long time limited to feature extraction and only
recently (through MPEG7 and related activities) is moving
towards incorporating media semantics. Most existing media
storage/retrieval systems, on the other hand, are mostly single-media
based and they are still using traditional query optimization
and processing techniques, ignoring the imperfections and
subjectivity inherent in these objects.
Therefore, I use my expertise in
these two disciplines, multimedia systems and data and information
management systems, to move to the next level of multimedia-database
research and education, where the database management systems
are not only dealing with media data, but are in fact designed
with multimedia semantics and requirements in mind. In short,
my work addresses the data management needs of new application
domains, most notably digital libraries and increasingly dynamic
content of the Web.
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Quality Quorums
Conventional methods for replicating homogeneous data use
quorum systems. Traditional quorum systems assume that the
data is homogeneous, the access cost to servers is uniform,
and the quality of the data is fixed. Quality quorums handle
various aspects of heterogeneous replication. More....
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Query Optimization
Multimedia and web database queries have different characteristics
from queries in traditional databases. For instance, due to
the use of thresholding and top-k predicates and sub-queries
the number of query results can also change depending on the
query execution order. Furthermore, finding exact matches
is not required. Due to these inherent differences, we develop
novel query processing mechanisms. More....
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Integration of Database and Internet Technologies
The content of many web sites change frequently. Web site
performance, including system up-time and user response time,
is a key differentiation point among companies that are eager
to reach, attract, and keep customers. Therefore, we
develop solutions
for integrating Internet services, business logic, and database
technologies, and for improving end-to-end scalability of
e-commerce systems. More....
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Indexing Multimedia Documents based on Time
The knowledge about the dynamic properties of multimedia documents,
not only enables users to query and retrieve them, but many
essential functionalities, such as (1) object prefetching
for interactive document visualization, (2) result summarization/visualization,
and (3) query processing for document retrieval, depend on
its
- efficiency
in extracting and representing dynamic information,
- speed
in comparing two documents using this information, and
- capability
of providing a meaningful similarity value as a result of
the comparison.
In
most non-trivial models, dynamic properties are declared as
relationships between the media objects. Therefore, a general
model must enable us to compare two documents based on the
declared intentions of the document authors. More....
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Pictures
I
enjoy taking pictures...
Okay,
I am not very good, but hey why should that stop me from making
some of them available online?
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