Deepak S Turaga  Deepak S Turaga photo       

contact information

Manager: Exploratory Stream Analytics, Distinguished Research Staff Member
Thomas J. Watson Research Center, Yorktown Heights, NY USA
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2017

Feature Engineering for Predictive Modeling using Reinforcement Learning
Khurana, Udayan and Samulowitz, Horst and Turaga, Deepak
arXiv preprint arXiv:1709.07150, 2017
Abstract

10 Distributed Online Learning and Stream Processing for a Smarter Planet
Turaga, Deepak S and VANDER SCHAAR, MIHAELA
Fog for 5G and IoT, 234, John Wiley & Sons, 2017
Abstract

Detecting Malicious Behavior in Computer Networks via Cost-Sensitive and Connectivity Constrained Classification
Xiao, Houping and Gao, Jing and Vu, Long and Turaga, Deepak S
Proceedings of the 2017 SIAM International Conference on Data Mining, pp. 117--125
Abstract

Outlier Detection with Autoencoder Ensembles
Chen, Jinghui and Sathe, Saket and Aggarwal, Charu and Turaga, Deepak
Proceedings of the 2017 SIAM International Conference on Data Mining, pp. 90--98
Abstract


Learning Temporal State of Diabetes Patients via Combining Behavioral and Demographic Data
Xiao, Houping and Gao, Jing and Vu, Long and Turaga, Deepak S
Proceedings of the 23rd ACM SIGKDD International Conference on Knowledge Discovery and Data Mining, pp. 2081--2089, 2017
Abstract

REMIX: Automated Exploration for Interactive Outlier Detection
Yanjie Fu, Charu Aggarwal, Srinivasan Parthasarathy, Deepak S. Turaga, Hui Xiong
23rd ACM SIGKDD Conference on Knowledge Discovery and Data Mining (KDD), 2017


2016




2015

Online Transfer Learning for Differential Diagnosis Determination.
Xu, Jie and Sow, Daby M and Turaga, Deepak S and van der Schaar, Mihaela
AAAI Workshop: WWW and Public Health Intelligence, 2015
Abstract

Believe it today or tomorrow? detecting untrustworthy information from dynamic multi-source data
Xiao, Houping and Li, Yaliang and Gao, Jing and Wang, Fei and Ge, Liang and Fan, Wei and Vu, Long H and Turaga, Deepak S
Proceedings of the 2015 SIAM International Conference on Data Mining, pp. 397--405
Abstract

Temporal multi-view inconsistency detection for network traffic analysis
Xiao, Houping and Gao, Jing and Turaga, Deepak S and Vu, Long H and Biem, Alain
Proceedings of the 24th International Conference on World Wide Web, pp. 455--465, 2015
Abstract

State-driven dynamic sensor selection and prediction with state-stacked sparseness
Qi, Guo-Jun and Aggarwal, Charu and Turaga, Deepak and Sow, Daby and Anno, Phil
Proceedings of the 21th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining, pp. 945--954, 2015
Abstract

Planning-Based Reasoning for Automated Large-Scale Data Analysis.
Riabov, Anton V and Sohrabi, Shirin and Sow, Daby M and Turaga, Deepak S and Udrea, Octavian and Vu, Long H
ICAPS, pp. 282--290, 2015
Abstract

Towards Cognitive Automation of Data Science.
A.Biem, M.Butrico, M.Feblowitz, T.Klinger, Y.Malitsky, K.Ng, A.Perer, C.Reddy, A.Riabov, H.Samulowitz, D.Sow, G.Tesauro, D.Turaga
AAAI, pp. 4268--4269, 2015

Budgeted Prediction with Expert Advice.
Amin, Kareem and Kale, Satyen and Tesauro, Gerald and Turaga, Deepak S
AAAI, pp. 2490--2496, 2015
Abstract


2014


Fundamentals of Stream Processing: InfoSphere Streams architecture
Andrade, Henrique and Gedik, Bu{\u{g}}ra and Turaga, Deepak S
2014 - cco.cup.cam.ac.uk
Abstract

Large Scale Discriminative Metric Learning
Peter D. Kirchner, Matthias Boehm, Berthold Reinwald, Daby M. Sow, Michael Schmidt, Deepak S. Turaga, Alain Biem
ParLearning, 2014

Impact of DHCP churn on network characterization
Long H. Vu, Deepak S. Turaga, Srinivasan Parthasarathy
ACM Sigmetrics Poster, 2014

FAQ: A Framework for Fast Approximate Query Processing on Temporal Data.
Khurana, Udayan and Parthasarathy, Srinivasan and Turaga, Deepak S
BigMine, pp. 29--45, 2014

Class-distribution regularized consensus maximization for alleviating overfitting in model combination
Xie, Sihong and Gao, Jing and Fan, Wei and Turaga, Deepak and Yu, Philip S
Proceedings of the 20th ACM SIGKDD international conference on Knowledge discovery and data mining, pp. 303--312, 2014
Abstract

A fast online learning algorithm for distributed mining of bigdata
Zhang, Yu and Sow, Daby and Turaga, Deepak and van der Schaar, Mihaela
ACM SIGMETRICS Performance Evaluation Review 41(4), 90--93, ACM, 2014
Abstract

Fundamentals of Stream Processing: Application Design, Systems, and Analytics
Andrade, Henrique CM and Gedik, Bu{\u{g}}ra and Turaga, Deepak S
2014 - books.google.com, Cambridge University Press
Abstract


2013

Real-time analysis and management of big time-series data
Alain Biem, Hanhua Feng, AV Riabov, Deepak S Turaga
IBM Journal of Research and Development 57(3/4), 8--1, IBM, 2013

Mining of Sensor Data in Healthcare: A Survey
Daby Sow, Deepak S. Turaga, Michael Schmidt
Managing and Mining Sensor Data, pp. 459-504, Springer US, 2013


2010

Adaptive Topologic Optimization for Large-Scale Stream Mining
R Ducasse, D S Turaga, M Schaar van der
Selected Topics in Signal Processing, IEEE Journal of 4(3), 620--636, IEEE, 2010

Adaptive Multimedia Mining on Distributed Stream Processing Systems
Deepak S. Turaga, Hyunggon Park, Rong Yan, Olivier Verscheure
ICDMW 2010, The 10th IEEE International Conference on Data Mining Workshops, Sydney, Australia, 13 December 2010, pp. 1419--1422

Multimodal analysis of body sensor network data streams for real-time healthcare
M K Garg, D J Kim, D S Turaga, B Prabhakaran
Proceedings of the international conference on Multimedia information retrieval, pp. 469--478, 2010

A streaming approach to radio astronomy imaging
Alain Biem, Bruce G. Elmegreen, Olivier Verscheure, Deepak S. Turaga, Henrique Andrade, Tim Cornwell
Proceedings of the IEEE International Conference on Acoustics, Speech, and Signal Processing, ICASSP 2010, 14-19 March 2010, Sheraton Dallas Hotel, Dallas, Texas, USA, pp. 1654--1657


2009

Quality Models for Multimedia Delivery in a Services Oriented Architecture
K Ratakonda, D S Turaga
Managing Web Service Quality: Measuring Outcomes and Effectiveness, Information Science Reference, 2009

Novel data stream techniques for real time HF radio weather statistics and forecasting
LKS Daldorff, S M Mohammadi, JES Bergman, B Thide, A Biem, B Elmegreen, DS Turaga, O Verscheure, W Puccio
Ionospheric radio Systems and Techniques, 2009, pp. 1--3, IEE

Resource-adaptive semantic concept detection using ensemble classifiers
DS Turaga, R Yan
Proceedings of the 2009 IEEE international conference on Multimedia and Expo, pp. 410--413

Resource-adaptive multimedia analysis on stream mining systems
Deepak S. Turaga, Rong Yan, Olivier Verscheure, Brian Foo, Fangwen Fu, Hyunggon Park, Mihaela van der Schaar
Proceedings of the 2009 IEEE International Conference on Multimedia and Expo, ICME 2009, June 28 - July 2, 2009, New York City, NY, USA, pp. 1584--1585

Direction of Arrival estimation using single tripole radio antenna
Lars K. S. Daldorff, Deepak S. Turaga, Olivier Verscheure, Alain Biem
Proceedings of the IEEE International Conference on Acoustics, Speech, and Signal Processing, ICASSP 2009, 19-24 April 2009, Taipei, Taiwan, pp. 2149--2152

On K-Means Cluster Preservation Using Quantization Schemes
Deepak S. Turaga, Michail Vlachos, Olivier Verscheure
ICDM 2009, The Ninth IEEE International Conference on Data Mining, Miami, Florida, USA, 6-9 December 2009, pp. 533--542

Topology selection for stream mining systems
R Ducasse, D S Turaga, M Schaar van der
Proceedings of the First ACM workshop on Large-scale multimedia retrieval and mining, pp. 113--120, 2009

Cross domain distribution adaptation via kernel mapping
ErHeng Zhong, Wei Fan, Jing Peng, Kun Zhang, Jiangtao Ren, Deepak S. Turaga, Olivier Verscheure
Proceedings of the 15th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining, Paris, France, June 28 - July 1, 2009, pp. 1027--1036

Mining Multimedia Streams in Large-Scale Distributed Environments
D S Turaga, P Frossard, B C Ooi, O Verscheure
2009 - computer.org

Tree configuration games for distributed stream mining systems
Hyunggon Park, Deepak S. Turaga, Olivier Verscheure, Mihaela van der Schaar
Proceedings of the IEEE International Conference on Acoustics, Speech, and Signal Processing, ICASSP 2009, 19-24 April 2009, Taipei, Taiwan, pp. 1773--1776


2008


Efficient trees for continuous monitoring
SR Kashyap, D Turaga, C Venkatramani
2008

Resource Constrained Stream Mining With Classifier Tree Topologies
Brian Foo, Deepak S. Turaga, Olivier Verscheure, Mihaela van der Schaar, Lisa Amini
IEEE Signal Process. Lett.15, 761--764, 2008

Guest Editorial: Special issue on resource-aware adaptive video streaming
C W Lin, E Magli, D Turaga, P Frossard
Journal of Visual Communication and Image Representation 19(8), 471--472, Academic Press, Inc., 2008

Stochastic optimization for content sharing in P2P systems
M Schaar van der, D S Turaga, R Sood
IEEE transactions on multimedia 10(1), 132, 2008

Towards optimal resource allocation in partial-fault tolerant applications
N Bansal, R Bhagwan, N Jain, Y Park, D Turaga, C Venkatramani
INFOCOM, pp. 1319--1327, 2008

Configuring topologies of distributed semantic concept classifiers for continuous multimedia stream processing
D S Turaga, B Foo, O Verscheure, R Yan
Proceeding of the 16th ACM international conference on Multimedia, pp. 289--298, 2008


2007

Wireless Multimedia Communication-Cross-Layer Packetization and Retransmission Strategies for Delay-Sensitive Wireless Multimedia Transmission
M Schaar, DS Turaga
IEEE Transactions on Multimedia 9(1), 185--197, Piscataway, NJ: Institute of Electrical and Electronic Engineers, Inc., c1999-, 2007

Collaborative resource exchanges for peer-to-peer video streaming over wireless mesh networks
N Mastronarde, D S Turaga, M Van Der Schaar
IEEE Journal on Selected Areas in Communications 25(1), 108--118, 2007

Configuring competing classifier chains in distributed stream mining systems
F Fangwen, D S Turaga, O Verscheure, M Schaar van der, L Amini
Selected Topics in Signal Processing, IEEE Journal of 1(4), 548--563, IEEE, 2007


Configuring networked classifiers in distributed and resource constrained stream processing systems
F Fu, DS Turaga, O Verscheure, M Van der Schaar, L Amini
Acoustics, Speech and Signal Processing, 2007, pp. III--1085


2006

Classification-based system for cross-layer optimized wireless video transmission
M Van Der Schaar, D S Turaga, R Wong
IEEE Transactions on Multimedia 8(5), 1082--1095, 2006

Resource adaptive periodicity estimation of streaming data
Michail Vlachos, Deepak S Turaga, S Yu Philip
Advances in Database Technology-EDBT 2006, pp. 23--40, Springer

QoS Support for Media Broadcast in a Services Oriented Architecture
DS Turaga, K Ratakonda, J Lai
Services Computing, 2006, pp. 127--134, IEEE Computer Society

Collaborative Resource Management for Video Over Wireless Multi-Hop Mesh Networks
N Mastronarde, D S Turaga, M Schaar van der
2006 IEEE International Conference on Image Processing, pp. 1297--1300

Slide: Streaming and Load-Adaptive Periodicity Estimation
Deepak S Turaga, Michail Vlachos, Spiros Papadimitriou, Philip S Yu
Proceedings IEEE International Conference on Acoustics, Speech and Signal Processing, 2006

MPEG-4 Beyond Conventional Video Coding: Object Coding, Resilience, and Scalability
M Schaar, D S Turaga, T Stockhammer
Synthesis Lectures on Image, Video, and Multimedia Processing 2(1), 1--86, Morgan \& Claypool Publishers, 2006

Resource management for chained binary classifiers
D Turaga, O Verscheure, U Chaudhari, L Amini
Proceedings of the Workshop on Tackling Computer Systems Problems with Machine Learning Techniques (SysML'06 at ACM Sigmetrics), 2006

Resource management for networked classifiers in distributed stream mining systems
D S Turaga, O Verscheure, U V Chaudhari, L D Amini
IEEE International Conference on Data Mining (ICDM), pp. 1102--1107, 2006

QUANTization for Adapted GMM-Based Speaker Verification
Ivy H. Tseng, Olivier Verscheure, Deepak S. Turaga, Upendra V. Chaudhari
2006 IEEE International Conference on Acoustics Speech and Signal Processing, ICASSP 2006, Toulouse, France, May 14-19, 2006, pp. 653--656


2005

Unconstrained motion compensated temporal filtering (UMCTF) for efficient and flexible interframe wavelet video coding
D S Turaga, M Schaar van der, Y Andreopoulos, A Munteanu, P Schelkens
Signal Processing: Image Communication 20(1), 1--19, Elsevier, 2005

Complexity scalable motion compensated wavelet video encoding
D S Turaga, M Schaar van der, B Pesquet-Popescu
IEEE Transactions on Circuits and Systems for Video Technology 15(8), 982--993, 2005

Optimized wireless video transmission using classification
R S Wong, M Schaar van der, D S Turaga
IEEE International Conference on Multimedia and Expo, 2005, pp. 4

Enterprise multimedia streaming: issues, background and new developments
DS Turaga, M Schaar van der, K Ratakonda
2005 IEEE International Conference on Multimedia and Expo, pp. 6

Cross-layer aware packetization strategies for optimized wireless multimedia transmission
DS Turaga, M Schaar van der
IEEE International Conference on Image Processing, 2005

Adaptive Live Streaming Over Enterprise Networks
Deepak S. Turaga, Ahmed Abd El Al, Chitra Venkatramani, Olivier Verscheure
Proceedings of the 2005 IEEE International Conference on Multimedia and Expo, ICME 2005, July 6-9, 2005, Amsterdam, The Netherlands, pp. 974--979


2004

Rate-distortion-complexity adaptive video compression and streaming
M Schaar van der, D Turaga, V Akella
2004 International Conference on Image Processing, 2004, pp. 2051--2054

No reference PSNR estimation for compressed pictures
D S Turaga, Y Chen, J Caviedes
Signal Processing: Image Communication 19(2), 173--184, Elsevier, 2004


2003

Temporal prediction and differential coding of motion vectors in the MCTF framework
D Turaga, M Schaar van der, B Pesquet-Popescu
Proceedings of the IEEE International Conference on Image Processing, Barcelona, Spain, 2003

Differential motion vector coding for scalable coding
D S Turaga, M Schaar van der, B Pesquet-Popescu
Proceedings of SPIE, pp. 87, 2003


Multiple description scalable coding using wavelet-based motion compensated temporal filtering
M Van der Schaar, D S Turaga
2003 International Conference on Image Processing, 2003


2002

Unconstrained temporal scalability with multiple reference and bidirectional motion compensated temporal filtering.” doc. m8388
D Turaga, M Schaar van der
Fairfax MPEG meeting, 2002

Face recognition using mixtures of principal components
D S Turaga, T Chen
International conference on image processing, 2002

Unconstrained temporal scalability with multiple reference and bi-directional motion compensated temporal filtering
D Turaga, M Schaar van der
doc, 2002

Model-based error concealment for wireless video
D S Turaga, T Chen
IEEE Transactions on Circuits and Systems for Video Technology 12(6), 483--495, Institute of Electrical and Electronics Engineers, Inc, 445 Hoes Ln, Piscataway, NJ, 08854-1331, USA,, 2002


2001

I/P frame selection using classification based mode decision
D S Turaga, T Chen
Proceedings of the IEEE International Conference on Image Processing (ICIP'01, pp. 550--553, 2001

Classification based mode decisions for video over network
D S Turaga, T Chen
IEEE Transactions on Multimedia 3(1), 41--52, Citeseer, 2001


Estimation and mode decision for spatially correlated motion sequences
D S Turaga, T Chen
IEEE Transactions on Circuits and Systems for Video Technology 11(10), 2001


2000

Fundamentals of Video Coding: H. 263 as an example Compressed Video over Networks, chapter Fundamentals of Video Coding: H. 263 as an example
DS Turaga, T Chen
The Signal Processing Series. MarcelDekker6, 2000

Modeling of dynamic video traffic
DS Turaga, T Chen
IEEE International Symposium on Circuits and Systems, 2000

Activity-adaptive modeling of dynamic multimedia traffic
D Turaga, T Chen
International Conference on Multimedia and Exposition, 2000


1999

SAR ship detection using new conditional contrast box filter [3721-31]
DP Casasent, W Su, D Turaga, N Narusawa, S Ashizawa
PROCEEDINGS-SPIE THE INTERNATIONAL SOCIETY FOR OPTICAL ENGINEERING, pp. 274--284, 1999

SAR ship detection using new conditional contrast box filter
D P Casasent, W Su, D Turaga, N Narusawa, S Ashizawa
Proceedings of SPIE, pp. 274, 1999

Correlation based search algorithms for motion estimation
M Alkanhal, D Turaga, T Chen
Picture Coding Symposium, pp. 99--102, 1999


Year Unknown

Wavelet coding for video streaming using new unconstrained motion 24 EURASIP Journal on Image and Video Processing compensated temporal filtering
DS Turaga, M Schaar van der
Proceedings of International Thyrrhenian Workshop on Digital Communications (IWDC’02), pp. 41--48

Differential motion vector coding in the MCTF framework
DS Turaga, M Schaar van der, B Pesquet-Popescu
MPEG Contribution M9035

Fundamentals of video compression: H. 263 as an example
DS Turaga, T Chen
Compressed Video over Networks, 3--34, 0

Search algorithms for block-matching in motion estimation
D Turaga, M Alkanhal
1998. www. ece. cma. edu/\~{} ee899/project/Deepak wid. htm, Citeseer, 0

Wavelet coding for video streaming using new unconstrained motion compensated temporal filtering
D Turaga, M Schaar van der
Proc, pp. 41--48, 0


Tree configuration games for distributed stream mining systems (PDF)
H Park, D S Turaga, O Verscheure, M Schaar van der
computer.org, 0

Real-time Monitoring and Predictive Analysis of High-Volume Manufacturing Data Streams
DS Turaga, M Vlachos, O Verscheure, S Parthasarathy, W Fan, A Norfleet, R Redburn
DS Turaga, M Vlachos, O Verscheure..., 0