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SEASR


                       National Center for Supercomputing Applications!
                          University of Illinois at Urbana-Champaign

                                                  Loretta Auvil
                                               lauvil@illinois.edu



The SEASR project and its Meandre infrastructure!
are sponsored by The Andrew W. Mellon Foundation
The
SEASR
Picture

SEASR
Overview

SEASR
will:

•  help
scholars
access
exis9ng
large
data
stores
more
readily

•  provide
scholars
with
enhanced
data
synthesis
and
query
analysis

    –  from
focused
data
retrieval
and
data
integra9on

    –  to
intelligent
human‐computer
interac9ons
for
knowledge
access

    –  to
seman9c
data
enrichment

    –  to
en9ty
and
rela9onship
discovery

    –  to
knowledge
discovery
and
hypothesis
genera9on

•  empower
collabora9on
among
scholars
by
enhancing
and
innova9ng

   virtual
research
environments

A
Quick
Look
at
SEASR

•  Addresses:

   –  Challenges
of
transforming
informa9on
into

      knowledge

   –  Construc9ng
the
soGware
bridges
to
move
from

      the
unstructured
and
semi‐structured
data
world

      to
the
structured
data
world.


•  Aims:

   –  Make
digital
collec9ons
more
useful


   –  Provide
access
to
relevant
analy9cs
and

      visualiza9ons

   –  Enable
easy
mashability
via
SOA


SEASR:
Reach
+
Relevance
+
Reuse
+
Repeatability




SEASR
emphasizes
flexibility,
scalability,
modularity,
provides

 community
hub
and
access
to
heterogeneous
data
and

 computa9onal
systems

 –  Seman9c
driven
environment
for
SOA
interoperability

 –  Encourages
sharing
and
par9cipa9on
for
building
communi9es

 –  Modular
construc9on
allows
flows
to
be
modified
and
configured
to

    encourage
reusability
within
and
across
domains

 –  Enables
a
mashup
and
integra9on
of
tools

 –  Data‐intensive
flows
can
be
executed
on
a
simple
desktop
or
a
large

    cluster(s)
without
modifica9on

 –  Computa9on
can
be
created
for
distributed
execu9on
on
servers
where

    the
content
lives

 –  User
accessibility
to
control
trust
and
compliance
with
required
copyright

    license
of
content

 –  Relies
on
standardized
Resource
Descrip9on
Framework
(RDF)
to
define

    components
and
flow

SEASR
Text
Analy9cs
Goals

Address
the
Scholarly
text
analy9cs
needs
by:


•  Efficiently
managing
distributed
Literary
and
Historical
textual
assets

•  Structuring
extracted
informa9on
to
facilitate
knowledge
discovery

•  Extract
informa9on
from
text
at
a
level
of
seman9c/func9onal

   abstrac9on
that
is
sufficiently
rich
to
support
ques9on‐answering

•  Devise
a
representa9on
for
the
extracted
informa9on
that
can
be

   efficiently
reasoned
over
to
recover
data
in
the
ques9on‐answer

   process

•  Devise
algorithms
for
ques9on
answering
and
inference

•  Develop
UI
for
effec9ve
visual
knowledge
discovery
with
separate

   query
logic
from
applica9on
logic


•  Leveraging
exis9ng
approaches
and
devise
algorithms
for
clustering,

   inference,
and
Q&A

•  Developing
an
Interac9on
UI
for
effec9ve
visual
data
explora9on

•  Enable
the
text
analy9cs
through
SEASR
components

Workbench

•  Web‐based
UI

•  Components
and
flows

   are
retrieved
from
server

•  Addi9onal
loca9ons
of

   components
and
flows

   can
be
added
to
server

•  Create
flow
using
a

   graphical
drag
and
drop

   interface

•  Change
property
values

•  Execute
the
flow

Community
Hub

SEASR
@
Work
–
Zotero

•  Plugin
to
Firefox


•  Zotero
manages
the

   collec9on

•  Launch
SEASR
Analy9cs


   –  Cita9on
Analysis
uses
the
JUNG

      network
importance
algorithms

      to
rank
the
authors
in
the
cita9on

      network
that
is
exported
as
RDF

      data
from
Zotero
to
SEASR

   –  Zotero
Export
to
Fedora
through

      SEASR

   –  Saves
results
from
SEASR

      Analy9cs
to
a
Collec9on

•  Launch
MONK
Processing

   –  MONK
DB
Inges9on
Workflow

SEASR
@
Work
–
Fedora




                               Interac9ve
Web


                                 Applica9on





Web
Service

SEASR
@
Work
–

En9ty
Mash‐up

•  En9ty

   Extrac9on
with

   OpenNLP

•  Loca9ons

   viewed
on

   Google
Map


•  Dates
viewed

   on
Simile

   Timeline

SEASR
@
Work
–
Audio
Analysis

•  NEMA:
Executes
a
SEASR

   flow
for
each
run

   –  Loads
audio
data

   –  Extracts
features
for
every

      10
sec
moving
window
of

      audio

   –  Loads
and
applies
the

      models

   –  Sends
results
back
to
the

      WebUI

•  NESTER:
Annota9on
of

   Audio
via
Spectral

   Analysis

SEASR
@
Work
–
MONK

Executes
flows
for

  each
analysis

  requested

  –  Predic9ve

     modeling
using

     Naïve
Bayes

  –  Predic9ve

     modeling
using

     Support
Vector

     Machines
(SVM)

SEASR
@
Work
–
DISCUS

•    On‐demand
usage
of

     analy9cs
while
surfing

      –  While
naviga9ng

         request
analy9cs
to
be

         performed
on
page

      –  Text
extrac9on
and

         cleaning

•    Summariza9on
and
key

     work
extrac9on

      –  List
the
important

         terms
on
the
page

         being
analyzed

      –  Provide
relevant
short

         summaries


•    Visual
maps

      –  Provide
a
visual

         representa9on
of
the

         key
concepts

      –  Show
the
graph
of

         rela9ons
between

         concepts

SEASR
and
UIMA
:
Emo9on
Tracking


Goal
is
to
have
this
type
of
Visualiza9on
to
track
emo9ons
across
a
text

 document
(Leveraging
flare.prefuse.org)


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SEASR Overview