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PUBLICATIONS
The following published papers describe my work in detail. Summaries of these projects, as well as the most updated list of my publications, can be found in my resume (linked to the left). My DBLP listing can
be found here,
and my Google Scholar entry can be found here.
BOOK
- Gaurav
Pandey, Chad L. Myers, Vipin Kumar and Michael Steinbach, "Computational
Approaches for
Protein Function Prediction", to be published in the Wiley
Book Series on Bioinformatics in late 2011 (Expected).
BOOK CHAPTER
- Chandrika Kamath, Nikhil Wale, George Karypis, Gaurav
Pandey, Vipin Kumar et al., "Scientific Data Analysis", in Scientific Data Management: Challenges,
Existing Technology and Deployment, Editors Arie Shoshani and Doron Rotem, CRC Press, 2009.
JOURNAL
ARTICLES
- Gang Fang, Gaurav Pandey, Manish Gupta, Michael Steinbach and Vipin Kumar, "Mining Low-Support Discriminative Patterns from Dense and High-dimensional Data", Accepted by IEEE Transactions on Knowledge and Data Engineering (TKDE), 2011 (preprint)
- Gaurav Pandey*, Bin Zhang*, Aaron Chang, Chad L. Myers, Jun Zhu, Vipin Kumar and Eric E. Schadt, "An Integrative Multi-Network and Multi-Classifier Approach to Predict Genetic Interactions", PLoS Computational Biology, 6(9): e1000928, 2010 (* Equal contribution) (link) (Cited as one of the major computational biology breakthroughs of 2010 by a Nature Biotechnology feature article)
- Gaurav Pandey, Chad L. Myers,
and Vipin Kumar, "Incorporating Functional Inter-relationships into Protein Function Prediction Algorithms",
BMC Bioinformatics, 10:142, 2009 (pdf) (link) (source code) (Determined "Highly Accessed" by the publisher)
- Gaurav Pandey, Sanjay Chawla,
Simon Poon, Bavani Arunasalam and Joseph Davis, "Association Rules Network: Definition and
Applications", Statistical Analysis and Data Mining, Volume 1, Number 4, pp. 260-279, 2009 (pdf)
- Hui
Xiong, Gaurav Pandey, Michael
Steinbach and Vipin Kumar, "Enhancing Data Analysis with Noise
Removal", in IEEE Transactions on Knowledge and Data Engineering
(TKDE), Vol 18, No 3, pp. 304-319, 2006 (pdf)
CONFERENCE
ARTICLES
- Gang Fang, Rui Kuang, Gaurav
Pandey, Michael Steinbach, Chad L. Myers and Vipin Kumar, " Subspace Differential Coexpression Analysis: Problem Definition and a General Approach",
Proceedings of the Pacific Symposium on Biocomputing (PSB), 2010, in press.
- Gaurav
Pandey, Gowtham Atluri, Michael Steinbach, Chad L. Myers and Vipin Kumar,
"An Association Analysis Approach to Biclustering",
Proceedings of the ACM International Conference on Knowledge Discovery and Data Mining
(SIGKDD), pp 677-686, 2009 (pdf)(source code)(conference talk)
- Gowtham Atluri, Rohit Gupta, Gang Fang, Gaurav
Pandey, Michael Steinbach and Vipin Kumar,
"Association Analysis Techniques for Bioinformatics Problems",
Proceedings of the 1st International Conference on Bioinformatics and Computational Biology
(BICoB), pp 1-13, 2009 (pdf)
- Gaurav
Pandey,
Lakshmi N. Ramakrishnan, Michael Steinbach and Vipin Kumar,
"Systematic Evaluation of Scaling Methods for Gene Expression Data",
Proceedings of the IEEE International Conference on Bioinformatics and
Biomedicine (BIBM), pp 376-381, 2008 (pdf)
- Gaurav
Pandey,
Michael Steinbach, Rohit Gupta, Tushar Garg and Vipin Kumar,
"Association Analysis-based Transformations for Protein Interaction
Networks: A Function Prediction Case Study", ACM Interactional
Conference on Knowledge Discovery and Data Mining (SIGKDD), pp 540-549,
2007 (pdf) (Also selected for presentation at the ISMB 2008 Highlights Track)
- Gaurav
Pandey,
Himanshu Gupta and Pabitra Mitra, "Stochastic Scheduling of Active
Support Vector Learning Algorithms", in the Proceedings of the 20th ACM
Symposium on Applied Computing (SAC), pp. 38-42, Santa Fe, USA,
2005 (pdf)
- Sanjay
Chawla,
Joseph Davis and Gaurav Pandey,
"On Local Pruning of Association Rules
Using Directed Hypergraphs", Proceedings of the 20th IEEE International
Conference on Data Engineering (ICDE), pp. 832, Boston, USA,
2004 (pdf)
- Gaurav
Pandey, Ankit Anand and Harish
Karnick, "EUCLID: A System for the Exploratory Discovery of Geometrical
Properties of Triangles", in
the Proceedings of
the 1st Indian International Conference on
Artificial
Intelligence (IICAI), pp. 2759-2776, Pune, India, 2005 (pdf)
- Gaurav
Pandey, Chaitanya Mishra
and Paul Ipe,
"TANSEN : A System for Automatic Raga Identification", in the
Proceedings of
the 1st Indian International Conference on
Artificial
Intelligence (IICAI), pp. 1350-1363, Hyderabad, India, 2003 (pdf)
WORKSHOP/MEETING
ARTICLES
- Gowtham Atluri, Jeremy Bellay, Gaurav Pandey, Chad Myers and Vipin Kumar, "Discovering Coherent Value Bicliques In Genetic Interaction Data", Proceedings of the 9th International Workshop on Data Mining in Bioinformatics (BIOKDD), 2010 (pdf)
- Maneesh Bhargava, Trisha L. Becker, Pratik D. Jagtap, LeeAnn Higgins, Lorraine Anderson, Gaurav Pandey, Michael S. Steinbach,
Vipin Kumar, Gary L. Nelsestuen, David H. Ingbar and Christine H. Wendt, "Alveolar Epithelial Cell Proteome in Hyperoxic Lung Injury", International Conference of the American Thoracic Society, 2009.
- Gaurav
Pandey, Gowtham Atluri, Gang Fang, Rohit Gupta, Michael Steinbach and Vipin Kumar,
"Association Analysis Techniques for Analyzing Complex Biological Data Sets",
Proceedings of the IEEE International Workshop
on Genomic Signal Processing and Statistics
(GENSIPS), 2009 (pdf)
- Gaurav
Pandey, Bin Zhang, Aaron Chang, Jun Zhu, Vipin Kumar and Eric Schadt,
"Integrative Multi-network Approach to Predict Synthetic Lethal Interactions",
Proceedings of the RECOMB Systems Biology and Regulatory Genomics Meeting, 2008 (pdf)
.
- Gaurav Pandey,
Gowtham Atluri, Michael Steinbach and
Vipin Kumar, "Association Analysis Techniques for Discovering
Functional Modules from Microarray Data", in Proc. ISMB special
interest group meeting on Automated
Function Prediction, 2008 (Also published as Nature Precedings 10.1038/npre.2008.2184.1) (pdf)
- Gaurav
Pandey and Rakshit Daga, "On Extracting Structured Knowledge
from
Unstructured Business Documents", in Proc IJCAI Workshop on Analytics
for Noisy Unstructured Text Data, pp 155-162, 2007 (pdf)
- Gaurav
Pandey
and
Vipin Kumar, "Incorporating Functional Inter-relationships into Gene
Ontology", in Proc. ISMB special interest group meeting on Automated
Function Prediction, 2007 (pdf)
- Rohit Gupta,
Tushar Garg, Gaurav
Pandey,
Michael Steinbach and Vipin Kumar, "Comparative Study of Various
Genomic Data Sets for Protein Function Prediction and Enhancements
using Association Analysis", In Proc Workshop on Data Mining for
Biomedical Informatics, help in conjunction with the SIAM International
Conference on Data Mining, 2007 (pdf)
TECHNICAL
REPORTS
- Gaurav
Pandey, Lakshmi
Naarayanan Ramakrishnan, Michael Steinbach and Vipin Kumar,
"Systematical Evaluation of Normalization Methods for Gene Expression
Data", TR 07-015, Department of Computer Science
and Engineering, University of Minnesota, Twin Cities. (link)
- Gaurav
Pandey, Vipin Kumar and Michael Steinbach, "Computational
Approaches
for
Protein Function Prediction: A Survey", TR 06-028, Department of
Computer Science
and Engineering, University of Minnesota, Twin Cities. (link)
- Other published technical reports that I have co-authored can be found here
PATENTS
- Rakshit Daga and Gaurav Pandey, "Structure Extraction from Unstructured Documents", US Patent 7562088, 2009 (link)
- Rakshit Daga and Gaurav Pandey, "Determination of Document Similarity", US Patent Application 20080162455 (link)
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