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JMLR
2010
144views more  JMLR 2010»
13 years 4 months ago
Maximum Margin Learning with Incomplete Data: Learning Networks instead of Tables
In this paper we address the problem of predicting when the available data is incomplete. We show that changing the generally accepted table-wise view of the sample items into a g...
Sándor Szedmák, Yizhao Ni, Steve R. ...
WWW
2011
ACM
13 years 4 months ago
Semi-supervised truth discovery
Accessing online information from various data sources has become a necessary part of our everyday life. Unfortunately such information is not always trustworthy, as different sou...
Xiaoxin Yin, Wenzhao Tan
BMCBI
2010
195views more  BMCBI 2010»
13 years 5 months ago
MBAT: A scalable informatics system for unifying digital atlasing workflows
Background: Digital atlases provide a common semantic and spatial coordinate system that can be leveraged to compare, contrast, and correlate data from disparate sources. As the q...
Daren Lee, Seth Ruffins, Queenie Ng, Nikhil Sane, ...
IJKDB
2010
170views more  IJKDB 2010»
13 years 7 months ago
Clustering Genes Using Heterogeneous Data Sources
Clustering of gene expression data is a standard exploratory technique used to identify closely related genes. Many other sources of data are also likely to be of great assistance...
Erliang Zeng, Chengyong Yang, Tao Li, Giri Narasim...
CORR
2010
Springer
104views Education» more  CORR 2010»
13 years 7 months ago
The Use of Scientific Data: A Content Analysis
In order to improve our understanding of scientific data users' data usage behaviors, which has been rarely studied in the fourth science paradigm--data-intensive science, th...
Jian Zhang 0006, Chaomei Chen, Michael S. E. Vogel...
BMCBI
2010
113views more  BMCBI 2010»
13 years 7 months ago
SIDEKICK: Genomic data driven analysis and decision-making framework
Mark Doderer, Kihoon Yoon, Kay A. Robbins
ALGOSENSORS
2009
Springer
13 years 7 months ago
Brief Announcement: Universal Data Aggregation Trees for Sensor Networks in Low Doubling Metrics
Abstract. We describe a novel approach for constructing a single spanning tree for data aggregation towards a sink node. The tree is universal in the sense that it is static and in...
Srinivasagopalan Srivathsan, Costas Busch, S. Sith...
WEBI
2010
Springer
13 years 7 months ago
Learning in Presence of Ontology Mapping Errors
The widespread use of ontologies to associate semantics with data has resulted in a growing interest in the problem of learning predictive models from data sources that use differe...
Neeraj Koul, Vasant Honavar
WEBI
2010
Springer
13 years 7 months ago
A Scalable Indexing Mechanism for Ontology-Based Information Integration
In recent years, there has been an explosion of publicly available RDF and OWL web pages. Some of these pages are static text files, while others are dynamically generated from la...
Yingjie Li, Abir Qasem, Jeff Heflin
SEDE
2010
13 years 7 months ago
Metadata Services for Distributed Event Stream Processing Agents
Enterprise-level applications are becoming complex with the need for event and stream processing, multiple query processing and data analysis over heterogeneous data sources such ...
Mahesh B. Chaudhari, Suzanne W. Dietrich