Deepak S. Turaga

Publication Activity (10 Years)

Years Active: 2000-2020
Publications (10 Years): 25

Top Topics

Malicious Url Detection

Feature Engineering

Data Exploration

Image Inpainting

Top Venues

Publications

Yunan Lu, William A. Kusmik, Deepak S. Turaga
Pulse of the City: Spatio-Temporal Twitter Content Analysis. ICDE Workshops (2020)
Long H. Vu, Venkata N. Pavuluri, Yuan-Chi Chang, Deepak S. Turaga, Alex Zhong, Pratik Agrawal, Amit Singh, Boyi Jiang, Krishna Chirutha
A Large-Scale System for Real-Time Glucose Monitoring. DSN Workshops (2018)
Udayan Khurana, Horst Samulowitz, Deepak S. Turaga
Feature Engineering for Predictive Modeling Using Reinforcement Learning. AAAI (2018)
Fatemeh Nargesian, Udayan Khurana, Tejaswini Pedapati, Horst Samulowitz, Deepak S. Turaga
Dataset Evolver: An Interactive Feature Engineering Notebook. AAAI (2018)
Deepak S. Turaga
Special Issue: Applications of Analytics and Operations Research in Big Data Analysis. Interfaces 48 (2) (2018)
Jinghui Chen, Saket Sathe, Charu C. Aggarwal, Deepak S. Turaga
Outlier Detection with Autoencoder Ensembles. SDM (2017)
Udayan Khurana, Horst Samulowitz, Deepak S. Turaga
Feature Engineering for Predictive Modeling using Reinforcement Learning. CoRR (2017)
Yanjie Fu, Charu C. Aggarwal, Srinivasan Parthasarathy, Deepak S. Turaga, Hui Xiong
REMIX: Automated Exploration for Interactive Outlier Detection. KDD (2017)
Yanjie Fu, Charu C. Aggarwal, Srinivasan Parthasarathy, Deepak S. Turaga, Hui Xiong
REMIX: Automated Exploration for Interactive Outlier Detection. CoRR (2017)
Houping Xiao, Jing Gao, Long H. Vu, Deepak S. Turaga
Learning Temporal State of Diabetes Patients via Combining Behavioral and Demographic Data. KDD (2017)
Fatemeh Nargesian, Horst Samulowitz, Udayan Khurana, Elias B. Khalil, Deepak S. Turaga
Learning Feature Engineering for Classification. IJCAI (2017)
Houping Xiao, Jing Gao, Long H. Vu, Deepak S. Turaga
Detecting Malicious Behavior in Computer Networks via Cost-Sensitive and Connectivity Constrained Classification. SDM (2017)
Udayan Khurana, Srinivasan Parthasarathy, Deepak S. Turaga
Graph-based Exploration of Non-graph Datasets. Proc. VLDB Endow. 9 (13) (2016)
Alhussein Fawzi, Horst Samulowitz, Deepak S. Turaga, Pascal Frossard
Adaptive data augmentation for image classification. ICIP (2016)
Udayan Khurana, Deepak S. Turaga, Horst Samulowitz, Srinivasan Parthasrathy
Cognito: Automated Feature Engineering for Supervised Learning. ICDM Workshops (2016)
Long H. Vu, P. Nguyen, Deepak S. Turaga
Firstfilter: A cost-sensitive approach to malicious URL detection in large-scale enterprise networks. IBM J. Res. Dev. 60 (4) (2016)
Alhussein Fawzi, Horst Samulowitz, Deepak S. Turaga, Pascal Frossard
Image inpainting through neural networks hallucinations. IVMSP (2016)
Alain Biem, Maria Butrico, Mark Feblowitz, Tim Klinger, Yuri Malitsky, Kenney Ng, Adam Perer, Chandra Reddy, Anton Riabov, Horst Samulowitz, Daby M. Sow, Gerald Tesauro, Deepak S. Turaga
Towards Cognitive Automation of Data Science. AAAI (2015)
Guo-Jun Qi, Charu C. Aggarwal, Deepak S. Turaga, Daby M. Sow, Phil Anno
State-Driven Dynamic Sensor Selection and Prediction with State-Stacked Sparseness. KDD (2015)
Houping Xiao, Yaliang Li, Jing Gao, Fei Wang, Liang Ge, Wei Fan, Long H. Vu, Deepak S. Turaga
Believe It Today or Tomorrow? Detecting Untrustworthy Information from Dynamic Multi-Source Data. SDM (2015)
Anton V. Riabov, Shirin Sohrabi, Daby M. Sow, Deepak S. Turaga, Octavian Udrea, Long H. Vu
Planning-Based Reasoning for Automated Large-Scale Data Analysis. ICAPS (2015)
Jie Xu, Daby M. Sow, Deepak S. Turaga, Mihaela van der Schaar
Online Transfer Learning for Differential Diagnosis Determination. AAAI Workshop: WWW and Public Health Intelligence (2015)
Houping Xiao, Jing Gao, Deepak S. Turaga, Long H. Vu, Alain Biem
Temporal Multi-View Inconsistency Detection for Network Traffic Analysis. WWW (Companion Volume) (2015)
Fatemeh Nargesian, Alain Biem, Prateek Jain, Srinivasan Parthasarathy, Deepak S. Turaga
SOFIA: An Analytics Recommendation System. ISWC (Posters & Demos) (2015)
Kareem Amin, Satyen Kale, Gerald Tesauro, Deepak S. Turaga
Budgeted Prediction with Expert Advice. AAAI (2015)
Udayan Khurana, Srinivasan Parthasarathy, Deepak S. Turaga
READ: Rapid data Exploration, Analysis and Discovery. EDBT (2014)
Peter D. Kirchner, Matthias Böhm, Berthold Reinwald, Daby M. Sow, J. Michael Schmidt, Deepak S. Turaga, Alain Biem
Large Scale Discriminative Metric Learning. IPDPS Workshops (2014)
Yu Zhang, Daby M. Sow, Deepak S. Turaga, Mihaela van der Schaar
A fast online learning algorithm for distributed mining of BigData. SIGMETRICS Perform. Evaluation Rev. 41 (4) (2014)
Udayan Khurana, Srinivasan Parthasarathy, Deepak S. Turaga
FAQ: A Framework for Fast Approximate Query Processing on Temporal Data. BigMine (2014)
Sihong Xie, Jing Gao, Wei Fan, Deepak S. Turaga, Philip S. Yu
Class-distribution regularized consensus maximization for alleviating overfitting in model combination. KDD (2014)
Long H. Vu, Deepak S. Turaga, Srinivasan Parthasarathy
Impact of DHCP churn on network characterization. SIGMETRICS (2014)
Alina Beygelzimer, Anton Riabov, Daby M. Sow, Deepak S. Turaga, Octavian Udrea
Big Data Exploration Via Automated Orchestration of Analytic Workflows. ICAC (2013)
Alain Biem, Hanhua Feng, Anton Riabov, Deepak S. Turaga
Real-time analysis and management of big time-series data. IBM J. Res. Dev. 57 (3/4) (2013)
Nikolaos M. Freris, Michail Vlachos, Deepak S. Turaga
Cluster-Aware Compression with Provable K-means Preservation. SDM (2012)
Eric Bouillet, Ravi Kothari, Vibhore Kumar, Laurent Mignet, Senthil Nathan, Anand Ranganathan, Deepak S. Turaga, Octavian Udrea, Olivier Verscheure
Processing 6 billion CDRs/day: from research to production (experience report). DEBS (2012)
Brian Foo, Deepak S. Turaga, Olivier Verscheure, Mihaela van der Schaar, Lisa Amini
Configuring Trees of Classifiers in Distributed Multimedia Stream Mining Systems. IEEE Trans. Circuits Syst. Video Technol. 21 (3) (2011)
Jing Gao, Wei Fan, Deepak S. Turaga, Olivier Verscheure, Xiaoqiao Meng, Lu Su, Jiawei Han
Consensus extraction from heterogeneous detectors to improve performance over network traffic anomaly detection. INFOCOM (2011)
Jing Gao, Wei Fan, Deepak S. Turaga, Srinivasan Parthasarathy, Jiawei Han
A Spectral Framework for Detecting Inconsistency across Multi-source Object Relationships. ICDM (2011)
Hyunggon Park, Deepak S. Turaga, Olivier Verscheure, Mihaela van der Schaar
Foresighted tree configuration games in resource constrained distributed stream mining sensors. Ad Hoc Networks 9 (4) (2011)
Mohammad Shikh-Bahaei, Hyunggon Park, Dilip Krishnaswamy, Deepak S. Turaga
Adaptive Cross-Layer Strategies for Fourth Generation Wireless Communications. EURASIP J. Wirel. Commun. Netw. 2010 (2010)
Alain Biem, Bruce G. Elmegreen, Olivier Verscheure, Deepak S. Turaga, Henrique Andrade, Tim Cornwell
A streaming approach to radio astronomy imaging. ICASSP (2010)
Deepak S. Turaga, Mihaela van der Schaar
Designing and optimizing large-scale multimedia mining applications in distributed processing environments. ACM Multimedia (2010)
Raphael Ducasse, Deepak S. Turaga, Mihaela van der Schaar
Adaptive Topologic Optimization for Large-Scale Stream Mining. IEEE J. Sel. Top. Signal Process. 4 (3) (2010)
Raphael Ducasse, Deepak S. Turaga, Mihaela van der Schaar
Ordering of stream mining classifiers. ICIP (2010)
Scott Pakin, Craig B. Stunkel, Jose Flich, Henrique Andrade, Vibhore Kumar, Deepak S. Turaga
Welcome to CAC/SSPS 2010. IPDPS Workshops (2010)
Manoj K. Garg, Duk-Jin Kim, Deepak S. Turaga, Balakrishnan Prabhakaran
Multimodal analysis of body sensor network data streams for real-time healthcare. Multimedia Information Retrieval (2010)
Deepak S. Turaga, Henrique Andrade, Bugra Gedik, Chitra Venkatramani, Olivier Verscheure, Jeffrey David Harris, John Cox, William Szewczyk, Paul Jones
Design principles for developing stream processing applications. Softw. Pract. Exp. 40 (12) (2010)
Deepak S. Turaga, Hyunggon Park, Rong Yan, Olivier Verscheure
Adaptive Multimedia Mining on Distributed Stream Processing Systems. ICDM Workshops (2010)
Deepak S. Turaga, Rong Yan, Olivier Verscheure, Brian Foo, Fangwen Fu, Hyunggon Park, Mihaela van der Schaar
Resource-adaptive multimedia analysis on stream mining systems. ICME (2009)
Raphael Ducasse, Deepak S. Turaga, Mihaela van der Schaar
Topology selection for stream mining systems. LS-MMRM@ACM Multimedia (2009)
Erheng Zhong, Wei Fan, Jing Peng, Kun Zhang, Jiangtao Ren, Deepak S. Turaga, Olivier Verscheure
Cross domain distribution adaptation via kernel mapping. KDD (2009)
Hyunggon Park, Deepak S. Turaga, Olivier Verscheure, Mihaela van der Schaar
A framework for distributed multimedia stream mining systems using coalition-based foresighted strategies. ICASSP (2009)
Lars K. S. Daldorff, Deepak S. Turaga, Olivier Verscheure, Alain Biem
Direction of Arrival estimation using single tripole radio antenna. ICASSP (2009)
Deepak S. Turaga, Rong Yan
Resource-adaptive semantic concept detection using ensemble classifiers. ICME (2009)
Hyunggon Park, Deepak S. Turaga, Olivier Verscheure, Mihaela van der Schaar
Tree configuration games for distributed stream mining systems. ICASSP (2009)
Deepak S. Turaga, Michail Vlachos, Olivier Verscheure
On K-Means Cluster Preservation Using Quantization Schemes. ICDM (2009)
Nikhil Bansal, Ranjita Bhagwan, Navendu Jain, Yoonho Park, Deepak S. Turaga, Chitra Venkatramani
Towards Optimal Resource Allocation in Partial-Fault Tolerant Applications. INFOCOM (2008)
Chia-Wen Lin, Enrico Magli, Deepak S. Turaga, Pascal Frossard
Special issue on resource-aware adaptive video streaming. J. Vis. Commun. Image Represent. 19 (8) (2008)
Deepak S. Turaga, Olivier Verscheure, Daby M. Sow, Lisa Amini
Adaptative Signal Sampling and Sample Quantization for Resource-Constrained Stream Processing. BIOSIGNALS (2) (2008)
Brian Foo, Deepak S. Turaga, Olivier Verscheure, Mihaela van der Schaar, Lisa Amini
Resource Constrained Stream Mining With Classifier Tree Topologies. IEEE Signal Process. Lett. 15 (2008)
Deepak S. Turaga, Brian Foo, Olivier Verscheure, Rong Yan
Configuring topologies of distributed semantic concept classifiers for continuous multimedia stream processing. ACM Multimedia (2008)
Mihaela van der Schaar, Deepak S. Turaga, Ritesh Sood
Stochastic Optimization for Content Sharing in P2P Systems. IEEE Trans. Multim. 10 (1) (2008)
Fangwen Fu, Deepak S. Turaga, Olivier Verscheure, Mihaela van der Schaar, Lisa Amini
Configuring Networked Classifiers in Distributed and Resource Constrained Stream Processing Systems. ICASSP (3) (2007)
Ivy H. Tseng, Olivier Verscheure, Deepak S. Turaga, Upendra V. Chaudhari
Optimized one-bit quantization for adapted GMM-based speaker verification. INTERSPEECH (2007)
Fangwen Fu, Deepak S. Turaga, Olivier Verscheure, Mihaela van der Schaar, Lisa Amini
Configuring Competing Classifier Chains in Distributed Stream Mining Systems. J. Sel. Topics Signal Processing 1 (4) (2007)
Mihaela van der Schaar, Deepak S. Turaga
Cross-Layer Packetization and Retransmission Strategies for Delay-Sensitive Wireless Multimedia Transmission. IEEE Trans. Multim. 9 (1) (2007)
Nicholas Mastronarde, Deepak S. Turaga, Mihaela van der Schaar
Collaborative resource exchanges for peer-to-peer video streaming over wireless mesh networks. IEEE J. Sel. Areas Commun. 25 (1) (2007)
Deepak S. Turaga, Michail Vlachos, Spiros Papadimitriou, Philip S. Yu
Slide: Streaming and Load-Adaptive Periodicity Estimation. ICASSP (3) (2006)
Deepak S. Turaga, Krishna Ratakonda, Junwen Lai
QoS Support for Media Broadcast in a Services Oriented Architecture. IEEE SCC (2006)
Krishna Ratakonda, Deepak S. Turaga, Junwen Lai
QoS Support for Streaming Media using a Multimedia Server Cluster. GLOBECOM (2006)
Nicholas Mastronarde, Deepak S. Turaga, Mihaela van der Schaar
Collaborative Resource Management for Video Over Wireless Multi-Hop Mesh Networks. ICIP (2006)
Ivy H. Tseng, Olivier Verscheure, Deepak S. Turaga, Upendra V. Chaudhari
QUANTization for Adapted GMM-Based Speaker Verification. ICASSP (1) (2006)
Mihaela van der Schaar, Deepak S. Turaga, Raymond Wong
Classification-Based System For Cross-Layer Optimized Wireless Video Transmission. IEEE Trans. Multim. 8 (5) (2006)
Deepak S. Turaga, Olivier Verscheure, Upendra V. Chaudhari, Lisa Amini
Resource Management for Networked Classifiers in Distributed Stream Mining Systems. ICDM (2006)
Michail Vlachos, Deepak S. Turaga, Philip S. Yu
Resource Adaptive Periodicity Estimation of Streaming Data. EDBT (2006)
Raymond S. Wong, Mihaela van der Schaar, Deepak S. Turaga
Optimized wireless video transmission using classification. ICME (2005)
Deepak S. Turaga, Mihaela van der Schaar
Cross-layer aware packetization strategies for optimized wireless multimedia transmission. ICIP (1) (2005)
Deepak S. Turaga, Ahmed Abd El Al, Chitra Venkatramani, Olivier Verscheure
Adaptive Live Streaming Over Enterprise Networks. ICME (2005)
Deepak S. Turaga, Mihaela van der Schaar, Krishna Ratakonda
Enterprise multimedia streaming: issues, background and new developments. ICME (2005)
Deepak S. Turaga, Mihaela van der Schaar, Yiannis Andreopoulos, Adrian Munteanu, Peter Schelkens
Unconstrained motion compensated temporal filtering (UMCTF) for efficient and flexible interframe wavelet video coding. Signal Process. Image Commun. 20 (1) (2005)
Deepak S. Turaga, Mihaela van der Schaar, Béatrice Pesquet-Popescu
Complexity scalable motion compensated wavelet video encoding. IEEE Trans. Circuits Syst. Video Technol. 15 (8) (2005)
Deepak S. Turaga, Yingwei Chen, Jorge E. Caviedes
No reference PSNR estimation for compressed pictures. Signal Process. Image Commun. 19 (2) (2004)
Mihaela van der Schaar, Deepak S. Turaga, Venkatesh Akella
Rate-distortion-complexity adaptive video compression and streaming. ICIP (2004)
Deepak S. Turaga, Mihaela van der Schaar
Multiple description scalable coding using wavelet-based motion compensated temporal filtering. ICIP (3) (2003)
Mihaela van der Schaar, Deepak S. Turaga
Unconstrained motion compensated temporal filtering (UMCTF) framework for wavelet video coding. ICME (2003)
Mihaela van der Schaar, Deepak S. Turaga
Unconstrained motion compensated temporal filtering (UMCTF) framework for wavelet video coding. ICASSP (3) (2003)
Deepak S. Turaga, Mihaela van der Schaar
Content-adaptive filtering in the UMCTF framework. ICASSP (3) (2003)
Deepak S. Turaga, Mihaela van der Schaar, Béatrice Pesquet-Popescu
Temporal prediction and differential coding of motion vectors in the MCTF framework. ICIP (2) (2003)
Deepak S. Turaga, Mihaela van der Schaar
Content-adaptive filtering in the UMCTF framework. ICME (2003)
Deepak S. Turaga, Tsuhan Chen
On Probability Density for Modeling Video Traffic. J. VLSI Signal Process. 34 (1-2) (2003)
Deepak S. Turaga, Mihaela van der Schaar
Reduced complexity spatio-temporal scalable motion compensated wavelet video encoding. ICME (2003)
Deepak S. Turaga, Yingwei Chen, Jorge E. Caviedes
No reference PSNR estimation for compressed pictures. ICIP (3) (2002)
Deepak S. Turaga, Tsuhan Chen
Model-based error concealment for wireless video. IEEE Trans. Circuits Syst. Video Technol. 12 (6) (2002)
Deepak S. Turaga, Tsuhan Chen
Face recognition using mixtures of principal components. ICIP (2) (2002)
Deepak S. Turaga, Tsuhan Chen
Estimation and mode decision for spatially correlated motion sequences. IEEE Trans. Circuits Syst. Video Technol. 11 (10) (2001)
Deepak S. Turaga, Tsuhan Chen
Classification based mode decisions for video over network. IEEE Trans. Multim. 3 (1) (2001)
Deepak S. Turaga, Tsuhan Chen
I/P frame selection using classification based mode decision. ICIP (3) (2001)
Deepak S. Turaga, Tsuhan Chen
Activity-Adaptive Modeling of Dynamic Multimedia Traffic. IEEE International Conference on Multimedia and Expo (III) (2000)
Deepak S. Turaga, Tsuhan Chen
Modeling of dynamic video traffic. ISCAS (2000)