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Marcos R. VieiraMailing Address:
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Prior to joining UCR, I received my M.Sc. Degree in Computer Science (2004) from University of São Paulo at São Carlos and my B.S. Degree in Computer Engineering (2001) from Federal University of São Carlos, Brazil.
After I graduated, I worked for IBM Research at the Rio de Janeiro Lab until the beginning of 2015. I conducted research in the following areas: (1) machine learning techniques for big data analytics in the areas of oil and gas, mining, water and transportation; (2) scalable data analytics platform for oil and gas, and agriculture; and (3) techniques to speed up processing of complex pattern queries using GPU- and FPGA-based architectures for spatio-temporal data.
Research Interests
- Big Data Analytics
- Data Management and Processing Techniques
- Machine Learning Techniques
- Data Mining
Work Experience
- Research Staff Member at the Natural Resources Analytics Group - IBM Research, Rio de Janeiro, Brazil (2012 - 2015)
- Research Intern at the Distributed Streaming Systems Group - IBM T.J. Watson Research Center, Hawthorne, NY (summer 2011)
- Intern at the Geodatabase Department - Environmental Systems Research Institute (ESRI), Redlands, CA (summer 2010 to spring 2011)
- Research Intern at the Data Mining and User Modeling Research Group - Telefónica Research, Madrid, Spain (summer 2009)
- Research Intern at the Data Management Department - AT&T Labs - Research, Florham Park, NJ (summer 2008)
Refereed Publications [DBLP]
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2014
Bus Travel Time Predictions Using Additive Models
M. Kormaksson,
L. Barbosa,
M. Vieira,
B. Zadrozny
Proc. of 14th IEEE Int'l Conference on Data Mining (ICDM), 2014
Proc. of 14th IEEE Int'l Conference on Data Mining (ICDM), 2014
Building Socially Connected Skilled Teams to Accomplish Complex Tasks
A. Appel,
V. Cavalcante,
M. Vieira,
V. Santana,
R. Paula,
S. Tsukamoto
Proc. of 8th SIGKDD Workshop on Social Network Mining and Analysis for Business, Consumer and Social Insights (SNA), 2014
Proc. of 8th SIGKDD Workshop on Social Network Mining and Analysis for Business, Consumer and Social Insights (SNA), 2014
Handling Big Data on Agent-Based Modeling of Online Social Networks with Mapreduce
Vistradas: Visual Analytics for Urban Trajectory Data [Short Paper]
L. Barbosa,
M. Kormaksson,
M. Vieira,
R. Tavares,
B. Zadrozny
Proc. of 15th Brazilian Symposium on Geoinformatics, 2014
Proc. of 15th Brazilian Symposium on Geoinformatics, 2014
Enhancing Teamwork by Optimizing Collaboration [Abstract]
V. Cavalcante,
A. Appel,
M. Vieira,
V. Santana,
R. Paula,
N. Nauata
11th Int'l Conf. on Applied Mathematical Optimization and Modelling (APMOD), 2014
11th Int'l Conf. on Applied Mathematical Optimization and Modelling (APMOD), 2014
2013
Stream-Mode FPGA Acceleration of Complex Pattern Trajectory Querying [Best Paper Award]
R. Moussalli,
M. Vieira,
W. Najjar,
V. Tsotras
Proc. of 13th Int'l Symp. on Advances in Spatial and Temporal Databases (SSTD), 2013
Proc. of 13th Int'l Symp. on Advances in Spatial and Temporal Databases (SSTD), 2013
STEM: A Spatio-TEmporal Miner for Bursty Activities
T. Lappas,
M. Vieira,
D. Gunopulos,
V. Tsotras
Proc. of the ACM Int'l Conf. on Management of Data (SIGMOD) [Demo], 2013
Proc. of the ACM Int'l Conf. on Management of Data (SIGMOD) [Demo], 2013
Spatio-Temporal Databases: Complex Motion Pattern Queries
2012
A Spatial Caching Framework for Map Operations in Geographical Information Systems
M. Vieira,
P. Bakalov,
E. Hoel,
V. Tsotras
Proc. of 13th IEEE Int'l Conf. on Mobile Data Management (MDM), 2012
Proc. of 13th IEEE Int'l Conf. on Mobile Data Management (MDM), 2012
2011
DivDB: A System for Diversifying Query Results
M. Vieira,
H. Razente,
M. Barioni,
M. Hadjieleftheriou,
D. Srivastava,
C. Traina, Jr.,
V. Tsotras
Proc. of 37th Int'l Conf. on Very Large Data Bases (VLDB) [Demo], 2011
Proc. of 37th Int'l Conf. on Very Large Data Bases (VLDB) [Demo], 2011
FlexTrack: A System for Querying Flexible Patterns in Trajectory Databases
M. Vieira,
P. Bakalov,
V. Tsotras
Proc. of 12th Int'l Symp. on Advances in Spatial and Temporal Databases (SSTD) [Demo], 2011
Proc. of 12th Int'l Symp. on Advances in Spatial and Temporal Databases (SSTD) [Demo], 2011
On Query Result Diversification
M. Vieira,
H. Razente,
M. Barioni,
M. Hadjieleftheriou,
D. Srivastava,
C. Traina, Jr.,
V. Tsotras
Proc. of 27th IEEE Int'l Conf. on Data Engineering (ICDE), 2011
Proc. of 27th IEEE Int'l Conf. on Data Engineering (ICDE), 2011
2010
MAMView: A Framework for Visualization of Metric Trees
M. Vieira,
F. Chino,
C. Traina, Jr.,
A. Traina
Proc. of 25th Brazilian Symp. on Databases (SBBD) [Demo], 2010
Proc. of 25th Brazilian Symp. on Databases (SBBD) [Demo], 2010
Querying Spatio-Temporal Patterns in Mobile Phone-Call Databases
M. Vieira,
E. Frias-Martinez,
P. Bakalov,
V. Frias-Martinez,
V. Tsotras
Proc. of 11th IEEE Int'l Conf. on Mobile Data Management (MDM), 2010
Proc. of 11th IEEE Int'l Conf. on Mobile Data Management (MDM), 2010
Characterizing Dense Urban Areas from Mobile Phone-Call Data: Discovery and Social Dynamics
M. Vieira,
E. Frias-Martinez,
N. Oliver,
V. Frias-Martinez
Proc. of 2nd IEEE Int'l Conf. on Social Computing (SocialCom), 2010
Proc. of 2nd IEEE Int'l Conf. on Social Computing (SocialCom), 2010
Querying trajectories using flexible patterns
Marcos R. Vieira,
P. Bakalov,
Vassilis J. Tsotras
Proc. of the 13th International Conference on Extending Database Technology (EDBT), 2010
Proc. of the 13th International Conference on Extending Database Technology (EDBT), 2010
DBM-Tree: A Dynamic Metric Access Method Sensitive to Local Density Data
M. Vieira,
F. Chino,
C. Traina, Jr.,
A. Traina
Journal of Information and Data Management (JIDM) [invited paper], 2010
Journal of Information and Data Management (JIDM) [invited paper], 2010
Revisiting the DBM-Tree
M. Vieira,
F. Chino,
A. Traina,
C. Traina, Jr.
Journal of Information and Data Management (JIDM) [invited paper], 2010
Journal of Information and Data Management (JIDM) [invited paper], 2010
A Visual Framework to Understand Similarity Queries and Explore Data in Metric Access Method
M. Vieira,
F. Chino,
C. Traina, Jr.,
A. Traina
Int'l Journal Business Intelligence and Data Mining (IJBIDM), 2010
Int'l Journal Business Intelligence and Data Mining (IJBIDM), 2010
2009
On-line discovery of flock patterns in spatio-temporal data
M. Vieira,
P. Bakalov,
V. Tsotras
Proc. of the 17th ACM SIGSPATIAL International Conference on Advances in Geographic Information Systems, 2009
Proc. of the 17th ACM SIGSPATIAL International Conference on Advances in Geographic Information Systems, 2009
Boosting XML Filtering Through a Scalable FPGA-based Architecture
A. Mitra,
M. Vieira,
P. Bakalov,
W. Najjar,
V. Tsotras
Proc. of 4th Conf. on Innovative Data Systems Research (CIDR), 2009
Proc. of 4th Conf. on Innovative Data Systems Research (CIDR), 2009
2007
The Omni-Family of All-Purpose Access Methods: A Simple and Effective Way to Make Similarity Search More Efficient
C. Traina, Jr.,
A. Traina,
R. Filho,
M. Vieira,
C. Traina, Jr.,
C. Faloutsos
Very Large Data Bases Journal (VLDBJ), 2007
Very Large Data Bases Journal (VLDBJ), 2007
Boosting k-Nearest Neighbor Queries Estimating Suitable Query Radii
M. Vieira,
C. Traina, Jr.,
A. Traina,
A. Arantes,
C. Faloutsos
Proc. of 19th IEEE Int'l Conf. on Scientific and Statistical Database Management (SSDBM), 2007
Proc. of 19th IEEE Int'l Conf. on Scientific and Statistical Database Management (SSDBM), 2007
2006
Efficient Processing of Complex Similarity Queries in RDBMS Through Query Rewriting
C. Traina, Jr.,
A. Traina,
M. Vieira,
A. Arantes,
C. Faloutsos
Proc. of the 15th ACM International Conference on Information and Knowledge Management (CIKM), 2006
Proc. of the 15th ACM International Conference on Information and Knowledge Management (CIKM), 2006
DBM-Tree: Trading Height-Balancing for Performance in Metric Access Methods
M. Vieira,
C. Traina, Jr.,
F. Chino,
A. Traina
Journal of the Brazilian Computer Society (JBCS), 2006
Journal of the Brazilian Computer Society (JBCS), 2006
2005
MAMView: a visual tool for exploring and understanding metric access methods
Fabio J. T. Chino,
Marcos R. Vieira,
Agma J. M. Traina,
Caetano Traina
Proc. of the ACM Symposium on Applied Computing (SAC), 2005
Proc. of the ACM Symposium on Applied Computing (SAC), 2005
2004
DBM-Tree: A Dynamic Metric Access Method Sensitive to Local Density Data [Best Paper Award]
M. Vieira,
C. Traina, Jr.,
F. Chino,
A. Traina
Proc. of 19th Brazilian Symp. on Databases (SBBD), 2004
Proc. of 19th Brazilian Symp. on Databases (SBBD), 2004
2003
Similarity Selection Operators for Relational Database Management Systems [Best Paper Award]
A. Arantes,
M. Vieira,
C. Traina, Jr.,
A. Traina
Proc. of 18th Brazilian Symp. on Databases (SBBD), 2003
Proc. of 18th Brazilian Symp. on Databases (SBBD), 2003
The Fractal Dimension Making Similarity Queries More Efficient
A. Arantes,
M. Vieira,
A. Traina,
C. Traina, Jr.
Proc. of 2nd ACM SIGKDD Workshop on Fractals and Self-Similarity in Data Mining: Issues and Approaches, 2003
Proc. of 2nd ACM SIGKDD Workshop on Fractals and Self-Similarity in Data Mining: Issues and Approaches, 2003
If any paper is not electronically available here, send me an email
Patents
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Automatically selecting analogous members for new population members based on incomplete descriptions, including an uncertainty characterzing selection
M. Hegazy,
S. Droz,
E. Escobar,
M. Perez-Valiente,
H. Rodriguez,
U. Mello,
C. Santos,
M. Vieira,
B. Zadrozny
US Patent Application 20140136466, May 15, 2014
System, method and program product for automatically supplying missing parameters for matching new members of a population with analogous members
US Patent Application 20140136466, May 15, 2014
M. Hegazy,
S. Droz,
E. Escobar,
M. Perez-Valiente,
H. Rodriguez,
U. Mello,
C. Santos,
M. Vieira,
B. Zadrozny
US Patent Application 20140136462 A1, May 15, 2014
Method for an Automatic Identification of Urban Dense Areas from Cell Phones Records
US Patent Application 20140136462 A1, May 15, 2014