Parallelizing a Defect Detection and Categorization Application \Lambda (2008)
Leonid Glimcher, Gagan Agrawal, Sameep Mehta, Ruoming Jin, Raghu Machiraju
Abstract This paper presents a case study in creating a parallel and scalable implementation of a scientific data analysis application. We focus on a defect detection and categorization application...
Toward Unsupervised Correlation Preserving Discretization (2008)
Sameep Mehta, Srinivasan Parthasarathy, Hui Yang
Abstract—Discretization is a crucial preprocessing technique used for a variety of data warehousing and mining tasks. In this paper, we present a novel PCA-based unsupervised algorithm for the...
A Framework for Exploration of News Corpora by Actor Evolution and Interaction (2007)
Rohan Choudhary, Sameep Mehta, Amitabha Bagchi, Rahul Balakrishnan
IBM and will probably be copyrighted is accepted for publication. It has been issued as a Research Report for early dissemination of its contents. In view of the transfer of copyright to the outside...
Realizing a feature-based framework for scientific data mining (2006)
The focus in the computational sciences has been on developing algorithms and tools to facilitate large scale realistic simulations of physical processes. These tools can also simulate the physical...
Containment Policies for Transmissible Diseases (2006)
Shirish Tatikonda, Sameep Mehta, Srinivasan Parthasarathy
Till date, there have been several cases of H5N1 influenza virus outbreak in avian populations. It is speculated that the mutations in highly unstable influenza virus represents a serious...
Mining spatial object associations for scientific data (2005)
Hui Yang, Srinivasan Parthasarathy, Sameep Mehta
In this paper, we present efficient algorithms to discover spatial associations among features extracted from scientific datasets. In contrast to previous work in this area, features are modeled as...
Towards association based spatio-temporal reasoning (2005)
Hui Yang, Srinivasan Parthasarathy, Sameep Mehta
Keywords:Spatio-temporal reasoning, Spatio-temporal object association, Scientific data mining In this paper, we present an association based approach towards spatio-temporal reasoning on scientific...
A generalized framework for mining spatio-temporal patterns in scientific data (2005)
Hui Yang, Srinivasan Parthasarathy, Sameep Mehta
In this paper, we present a general framework to discover spatial associations and spatio-temporal episodes for scientific datasets. In contrast to previous work in this area, features are modeled as...
Dynamic classification of defect structures in molecular dynamics simulation data (2005)
Sameep Mehta, Steve Barr, Alex Choy, Hui Yang, Srinivasan Parthasarathy, Raghu Machiraju, ...
In this application paper we explore techniques to classify anomalous structures (defects) in data generated from Molecular Dynamics (MD) simulations of Silicon (Si) atom systems. These systems are...
Discovering spatial relationships between approximately equivalent patterns (2004)
Hui Yang, Keith Marsolo, Srinivasan Parthasarathy, Sameep Mehta
Discovering spatial relationships between approximately equivalent patterns (2004)
Hui Yang, Keith Marsolo, Srinivasan Parthasarathy, Sameep Mehta
We present a method for finding relationships between approximate patterns in contact maps. We examine contact maps generated from protein data in order to discover spatial relationships among the...
Detection and visualization of anomalous structures in molecular dynamics simulation data (2004)
Sameep Mehta, Computer Science, Kaden Hazzard, John Wilkins, Srini Parthasarathy
Figure 1: Si System with an interstitial defect (dataset I1) (a) Lattice with bulk and defect (b) Salient Iso-surface with ability to distinguish between bulk and defect (c) An arbitrary slice of...
Discovering spatial relationships between approximately equivalent patterns (2004)
Hui Yang, Keith Marsolo, Srinivasan Parthasarathy, Sameep Mehta
Detection and visualization of anomalous structures in molecular dynamics simulation data (2004)
Sameep Mehta, Computer Science, Kaden Hazzard, Srinivasan Parthasarathy, John Wilkins
Figure 1: Si system with a tri-interstitial defect (dataset I1) (a) Lattice with bulk and defect (b) Salient Iso-surface with ability to distinguish between bulk and defect (c) An arbitrary slice of...
Feature mining paradigms for scientific data (2003)
Ming Jiang, Tat-sang Choy, Sameep Mehta, Matt Coatney, Steve Barr, Kaden Hazzard, ...
Feature mining paradigms for scientific data (2003)
Ming Jiang, Tat-sang Choy, Sameep Mehta, Matt Coatney, Steve Barr, Kaden Hazzard, ...
Feature mining paradigms for scientific data (2003)
Ming Jiang, Tat-sang Choy, Sameep Mehta, Matt Coatney, Steve Barr, Kaden Hazzard, ...
Realizing a feature-based framework for scientific data mining
The focus in the computational sciences has been on developing algorithms and tools to facilitate large scale realistic simulations of physical processes. These tools can also simulate the physical...