Research enabling other research

Infinite graph (UTD) is the prerequisite for EL++ (RPI, HP), Expanded Visualization (UCSB) and Topic Modeling (UC Irvine, RPI)

Workflow (Occulus, Cal), Ontology homogenization

Infinite Graph Visualization EL++Topic ModelingWorkflow

Entity Resolution Entity Resolution (UMass) is the

prerequisite for all research and large flows

Ontology

John

UpdatedOntology

Rocker

Entity 1

Entity 2

Is A

Machine Learning

Entity Resolution Unique Approach – chaotic at all

points. Variable vocabulary and ontology.

Change in input ontology changes result.

Machine learning. Production quality only needing

packaging.

Entity Resolution Unique Approach – chaotic at all

points. Variable vocabulary and ontology.

Change in input ontology changes result.

Machine learning. Production quality only needing

packaging.

Infinite Graph Unique Approach – works at the

model level. Appears as if it is working in the jvm.

Leverages work from previous generations of technology.

Learned from others failures. Complete and in repository. Allows addressing of other

problems.

Visualization No limits on nodes Natively visualizes RDF Scales in a browser No plugins Unmatched aestetics Specification compliant leveraging

google paradigm

Ontology Homogenization World of many stores ontologies

and choices Distributed document retrieval Machine learning automation Partner with Raytheon Solution next year (design solved)

Algorithms Design consistent Model to Model Variable vocabularies Self-addressed stamped envelope Complete Adding to code base without source

code (JEE deployer role)

Thinking Outside the Box Entity Resolution (Ontology as Input,

Ontology updated through machine learning)

Infinite Graph (Graph Oriented Virtualization Algorithms)

EL++ (Polynomial Based Reasoning) Expanded Visualization (2D rendering,

virtualized memory) Topic Modeling (Chaotic Use of

Vocabularies)

Recognition

Entity Resolution (McCallum) Infinite Graph (Khadilkar) EL++ (Seaborne, Zaki) Expanded Visualization (Hollerrer) Algorithms (Zaki, Smyth) Workflow (Day,Zysman) Ontology Homogenization (Partyka)