Deepak S. Turaga

104 papers A* 19A 15B 7C 1Misc 4Journal 26Unranked 28

Year	Rank	Type	Title / Venue / Authors
2024	A	`conf`	Feature-Engineered Random Forests. SDM Saket Sathe, Charu Aggarwal, Horst Samulowitz, Deepak S. Turaga
2020	—	`conf`	Pulse of the City: Spatio-Temporal Twitter Content Analysis. ICDE Workshops Yunan Lu, William A. Kusmik, Deepak S. Turaga
2018	—	`conf`	A Large-Scale System for Real-Time Glucose Monitoring. DSN Workshops Long H. Vu, Venkata N. Pavuluri, Yuan-Chi Chang, Deepak S. Turaga, Alex Zhong, Pratik Agrawal, Amit Singh, Boyi Jiang, Krishna Chirutha
2018	A*	`conf`	Dataset Evolver: An Interactive Feature Engineering Notebook. AAAI Fatemeh Nargesian, Udayan Khurana, Tejaswini Pedapati, Horst Samulowitz, Deepak S. Turaga
2018	A*	`conf`	Feature Engineering for Predictive Modeling Using Reinforcement Learning. AAAI Udayan Khurana, Horst Samulowitz, Deepak S. Turaga
2018	J	`jnl`	Introduction to the Interfaces Deepak S. Turaga
2018	—	`ch.`	Streaming Analytics. Encyclopedia of Database Systems (2nd ed.) Deepak S. Turaga
2017	A	`conf`	Detecting Malicious Behavior in Computer Networks via Cost-Sensitive and Connectivity Constrained Classification. SDM Houping Xiao, Jing Gao, Long H. Vu, Deepak S. Turaga
2017	J	`jnl`	Feature Engineering for Predictive Modeling using Reinforcement Learning. CoRR Udayan Khurana, Horst Samulowitz, Deepak S. Turaga
2017	A*	`conf`	Learning Feature Engineering for Classification. IJCAI Fatemeh Nargesian, Horst Samulowitz, Udayan Khurana, Elias B. Khalil, Deepak S. Turaga
2017	A*	`conf`	Learning Temporal State of Diabetes Patients via Combining Behavioral and Demographic Data. KDD Houping Xiao, Jing Gao, Long H. Vu, Deepak S. Turaga
2017	A	`conf`	Outlier Detection with Autoencoder Ensembles. SDM Jinghui Chen, Saket Sathe, Charu C. Aggarwal, Deepak S. Turaga
2017	A*	`conf`	REMIX: Automated Exploration for Interactive Outlier Detection. KDD Yanjie Fu, Charu C. Aggarwal, Srinivasan Parthasarathy, Deepak S. Turaga, Hui Xiong
2017	J	`jnl`	REMIX: Automated Exploration for Interactive Outlier Detection. CoRR Yanjie Fu, Charu C. Aggarwal, Srinivasan Parthasarathy, Deepak S. Turaga, Hui Xiong
2016	B	`conf`	Adaptive data augmentation for image classification. ICIP Alhussein Fawzi, Horst Samulowitz, Deepak S. Turaga, Pascal Frossard
2016	—	`conf`	Cognito: Automated Feature Engineering for Supervised Learning. ICDM Workshops Udayan Khurana, Deepak S. Turaga, Horst Samulowitz, Srinivasan Parthasrathy
2016	J	`jnl`	Firstfilter: A cost-sensitive approach to malicious URL detection in large-scale enterprise networks. IBM J. Res. Dev. Long H. Vu, Phuong Nguyen, Deepak S. Turaga
2016	J	`jnl`	Graph-based Exploration of Non-graph Datasets. Proc. VLDB Endow. Udayan Khurana, Srinivasan Parthasarathy, Deepak S. Turaga
2016	—	`conf`	Image inpainting through neural networks hallucinations. IVMSP Alhussein Fawzi, Horst Samulowitz, Deepak S. Turaga, Pascal Frossard
2015	A	`conf`	Believe It Today or Tomorrow? Detecting Untrustworthy Information from Dynamic Multi-Source Data. SDM Houping Xiao, Yaliang Li, Jing Gao, Fei Wang, Liang Ge, Wei Fan, Long H. Vu, Deepak S. Turaga
2015	A*	`conf`	Budgeted Prediction with Expert Advice. AAAI Kareem Amin, Satyen Kale, Gerald Tesauro, Deepak S. Turaga
2015	—	`ch.`	Mining of Sensor Data in Healthcare: A Survey. Healthcare Data Analytics Daby M. Sow, Kiran K. Turaga, Deepak S. Turaga, J. Michael Schmidt
2015	—	`conf`	Online Transfer Learning for Differential Diagnosis Determination. AAAI Workshop: WWW and Public Health Intelligence Jie Xu, Daby M. Sow, Deepak S. Turaga, Mihaela van der Schaar
2015	A*	`conf`	Planning-Based Reasoning for Automated Large-Scale Data Analysis. ICAPS Anton V. Riabov, Shirin Sohrabi, Daby M. Sow, Deepak S. Turaga, Octavian Udrea, Long H. Vu
2015	—	`conf`	SOFIA: An Analytics Recommendation System. ISWC (Posters & Demos) Fatemeh Nargesian, Alain Biem, Prateek Jain, Srinivasan Parthasarathy, Deepak S. Turaga
2015	A*	`conf`	State-Driven Dynamic Sensor Selection and Prediction with State-Stacked Sparseness. KDD Guo-Jun Qi, Charu C. Aggarwal, Deepak S. Turaga, Daby M. Sow, Phil Anno
2015	—	`conf`	Temporal Multi-View Inconsistency Detection for Network Traffic Analysis. WWW (Companion Volume) Houping Xiao, Jing Gao, Deepak S. Turaga, Long H. Vu, Alain Biem
2015	A*	`conf`	Towards Cognitive Automation of Data Science. AAAI 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
2014	J	`jnl`	A fast online learning algorithm for distributed mining of BigData. SIGMETRICS Perform. Evaluation Rev. Yu Zhang, Daby M. Sow, Deepak S. Turaga, Mihaela van der Schaar
2014	A*	`conf`	Class-distribution regularized consensus maximization for alleviating overfitting in model combination. KDD Sihong Xie, Jing Gao, Wei Fan, Deepak S. Turaga, Philip S. Yu
2014	—	`conf`	FAQ: A Framework for Fast Approximate Query Processing on Temporal Data. BigMine Udayan Khurana, Srinivasan Parthasarathy, Deepak S. Turaga
2014	A*	`conf`	Impact of DHCP churn on network characterization. SIGMETRICS Long H. Vu, Deepak S. Turaga, Srinivasan Parthasarathy
2014	—	`conf`	Large Scale Discriminative Metric Learning. IPDPS Workshops Peter D. Kirchner, Matthias Böhm, Berthold Reinwald, Daby M. Sow, J. Michael Schmidt, Deepak S. Turaga, Alain Biem
2014	B	`conf`	READ: Rapid data Exploration, Analysis and Discovery. EDBT Udayan Khurana, Srinivasan Parthasarathy, Deepak S. Turaga
2013	—	`conf`	Big Data Exploration Via Automated Orchestration of Analytic Workflows. ICAC Alina Beygelzimer, Anton Riabov, Daby M. Sow, Deepak S. Turaga, Octavian Udrea
2013	—	`ch.`	Mining of Sensor Data in Healthcare: A Survey. Managing and Mining Sensor Data Daby M. Sow, Deepak S. Turaga, J. Michael Schmidt
2013	J	`jnl`	Real-time analysis and management of big time-series data. IBM J. Res. Dev. Alain Biem, Hanhua Feng, Anton Riabov, Deepak S. Turaga
2012	A	`conf`	Cluster-Aware Compression with Provable K-means Preservation. SDM Nikolaos M. Freris, Michail Vlachos, Deepak S. Turaga
2012	—	`conf`	Processing 6 billion CDRs/day: from research to production (experience report). DEBS Eric Bouillet, Ravi Kothari, Vibhore Kumar, Laurent Mignet, Senthil Nathan, Anand Ranganathan, Deepak S. Turaga, Octavian Udrea, Olivier Verscheure
2011	A*	`conf`	A Spectral Framework for Detecting Inconsistency across Multi-source Object Relationships. ICDM Jing Gao, Wei Fan, Deepak S. Turaga, Srinivasan Parthasarathy, Jiawei Han
2011	J	`jnl`	Configuring Trees of Classifiers in Distributed Multimedia Stream Mining Systems. IEEE Trans. Circuits Syst. Video Technol. Brian Foo, Deepak S. Turaga, Olivier Verscheure, Mihaela van der Schaar, Lisa Amini
2011	A*	`conf`	Consensus extraction from heterogeneous detectors to improve performance over network traffic anomaly detection. INFOCOM Jing Gao, Wei Fan, Deepak S. Turaga, Olivier Verscheure, Xiaoqiao Meng, Lu Su, Jiawei Han
2011	J	`jnl`	Foresighted tree configuration games in resource constrained distributed stream mining sensors. Ad Hoc Networks Hyunggon Park, Deepak S. Turaga, Olivier Verscheure, Mihaela van der Schaar
2010	Misc	`conf`	A streaming approach to radio astronomy imaging. ICASSP Alain Biem, Bruce G. Elmegreen, Olivier Verscheure, Deepak S. Turaga, Henrique Andrade, Tim Cornwell
2010	J	`jnl`	Adaptive Cross-Layer Strategies for Fourth Generation Wireless Communications. EURASIP J. Wirel. Commun. Netw. Mohammad Shikh-Bahaei, Hyunggon Park, Dilip Krishnaswamy, Deepak S. Turaga
2010	—	`conf`	Adaptive Multimedia Mining on Distributed Stream Processing Systems. ICDM Workshops Deepak S. Turaga, Hyunggon Park, Rong Yan, Olivier Verscheure
2010	J	`jnl`	Adaptive Topologic Optimization for Large-Scale Stream Mining. IEEE J. Sel. Top. Signal Process. Raphael Ducasse, Deepak S. Turaga, Mihaela van der Schaar
2010	J	`jnl`	Design principles for developing stream processing applications. Softw. Pract. Exp. Deepak S. Turaga, Henrique Andrade, Bugra Gedik, Chitra Venkatramani, Olivier Verscheure, Jeffrey David Harris, John Cox, William Szewczyk, Paul Jones
2010	A*	`conf`	Designing and optimizing large-scale multimedia mining applications in distributed processing environments. ACM Multimedia Deepak S. Turaga, Mihaela van der Schaar
2010	—	`conf`	Multimodal analysis of body sensor network data streams for real-time healthcare. Multimedia Information Retrieval Manoj K. Garg, Duk-jin Kim, Deepak S. Turaga, Balakrishnan Prabhakaran
2010	B	`conf`	Ordering of stream mining classifiers. ICIP Raphael Ducasse, Deepak S. Turaga, Mihaela van der Schaar
2010	—	`conf`	Welcome to CAC/SSPS 2010. IPDPS Workshops Scott Pakin, Craig B. Stunkel, José Flich, Henrique Andrade, Vibhore Kumar, Deepak S. Turaga
2009	Misc	`conf`	A framework for distributed multimedia stream mining systems using coalition-based foresighted strategies. ICASSP Hyunggon Park, Deepak S. Turaga, Olivier Verscheure, Mihaela van der Schaar
2009	A*	`conf`	Cross domain distribution adaptation via kernel mapping. KDD Erheng Zhong, Wei Fan, Jing Peng, Kun Zhang, Jiangtao Ren, Deepak S. Turaga, Olivier Verscheure
2009	Misc	`conf`	Direction of Arrival estimation using single tripole radio antenna. ICASSP Lars K. S. Daldorff, Deepak S. Turaga, Olivier Verscheure, Alain Biem
2009	A*	`conf`	On K-Means Cluster Preservation Using Quantization Schemes. ICDM Deepak S. Turaga, Michail Vlachos, Olivier Verscheure
2009	A	`conf`	Resource-adaptive multimedia analysis on stream mining systems. ICME Deepak S. Turaga, Rong Yan, Olivier Verscheure, Brian Foo, Fangwen Fu, Hyunggon Park, Mihaela van der Schaar
2009	A	`conf`	Resource-adaptive semantic concept detection using ensemble classifiers. ICME Deepak S. Turaga, Rong Yan
2009	—	`conf`	Topology selection for stream mining systems. LS-MMRM@ACM Multimedia Raphael Ducasse, Deepak S. Turaga, Mihaela van der Schaar
2009	Misc	`conf`	Tree configuration games for distributed stream mining systems. ICASSP Hyunggon Park, Deepak S. Turaga, Olivier Verscheure, Mihaela van der Schaar
2008	—	`conf`	Adaptative Signal Sampling and Sample Quantization for Resource-Constrained Stream Processing. BIOSIGNALS (2) Deepak S. Turaga, Olivier Verscheure, Daby M. Sow, Lisa Amini
2008	A*	`conf`	Configuring topologies of distributed semantic concept classifiers for continuous multimedia stream processing. ACM Multimedia Deepak S. Turaga, Brian Foo, Olivier Verscheure, Rong Yan
2008	J	`jnl`	Resource Constrained Stream Mining With Classifier Tree Topologies. IEEE Signal Process. Lett. Brian Foo, Deepak S. Turaga, Olivier Verscheure, Mihaela van der Schaar, Lisa Amini
2008	J	`jnl`	Special issue on resource-aware adaptive video streaming. J. Vis. Commun. Image Represent. Chia-Wen Lin, Enrico Magli, Deepak S. Turaga, Pascal Frossard
2008	J	`jnl`	Stochastic Optimization for Content Sharing in P2P Systems. IEEE Trans. Multim. Mihaela van der Schaar, Deepak S. Turaga, Ritesh Sood
2008	A*	`conf`	Towards Optimal Resource Allocation in Partial-Fault Tolerant Applications. INFOCOM Nikhil Bansal, Ranjita Bhagwan, Navendu Jain, Yoonho Park, Deepak S. Turaga, Chitra Venkatramani
2007	J	`jnl`	Collaborative resource exchanges for peer-to-peer video streaming over wireless mesh networks. IEEE J. Sel. Areas Commun. Nicholas Mastronarde, Deepak S. Turaga, Mihaela van der Schaar
2007	J	`jnl`	Configuring Competing Classifier Chains in Distributed Stream Mining Systems. J. Sel. Topics Signal Processing Fangwen Fu, Deepak S. Turaga, Olivier Verscheure, Mihaela van der Schaar, Lisa Amini
2007	—	`conf`	Configuring Networked Classifiers in Distributed and Resource Constrained Stream Processing Systems. ICASSP (3) Fangwen Fu, Deepak S. Turaga, Olivier Verscheure, Mihaela van der Schaar, Lisa Amini
2007	J	`jnl`	Cross-Layer Packetization and Retransmission Strategies for Delay-Sensitive Wireless Multimedia Transmission. IEEE Trans. Multim. Mihaela van der Schaar, Deepak S. Turaga
2007	A	`conf`	Optimized one-bit quantization for adapted GMM-based speaker verification. INTERSPEECH Ivy H. Tseng, Olivier Verscheure, Deepak S. Turaga, Upendra V. Chaudhari
2006	J	`jnl`	Classification-Based System For Cross-Layer Optimized Wireless Video Transmission. IEEE Trans. Multim. Mihaela van der Schaar, Deepak S. Turaga, Raymond Wong
2006	B	`conf`	Collaborative Resource Management for Video Over Wireless Multi-Hop Mesh Networks. ICIP Nicholas Mastronarde, Deepak S. Turaga, Mihaela van der Schaar
2006	—	`book`	MPEG-4 Beyond Conventional Video Coding: Object Coding, Resilience, and Scalability MPEG-4 Beyond Conventional Video Coding Mihaela van der Schaar, Deepak S. Turaga, Thomas Stockhammer
2006	—	`conf`	QUANTization for Adapted GMM-Based Speaker Verification. ICASSP (1) Ivy H. Tseng, Olivier Verscheure, Deepak S. Turaga, Upendra V. Chaudhari
2006	—	`conf`	QoS Support for Media Broadcast in a Services Oriented Architecture. IEEE SCC Deepak S. Turaga, Krishna Ratakonda, Junwen Lai
2006	B	`conf`	QoS Support for Streaming Media using a Multimedia Server Cluster. GLOBECOM Krishna Ratakonda, Deepak S. Turaga, Junwen Lai
2006	B	`conf`	Resource Adaptive Periodicity Estimation of Streaming Data. EDBT Michail Vlachos, Deepak S. Turaga, Philip S. Yu
2006	A*	`conf`	Resource Management for Networked Classifiers in Distributed Stream Mining Systems. ICDM Deepak S. Turaga, Olivier Verscheure, Upendra V. Chaudhari, Lisa Amini
2006	—	`conf`	Slide: Streaming and Load-Adaptive Periodicity Estimation. ICASSP (3) Deepak S. Turaga, Michail Vlachos, Spiros Papadimitriou, Philip S. Yu
2005	A	`conf`	Adaptive Live Streaming Over Enterprise Networks. ICME Deepak S. Turaga, Ahmed Abd El Al, Chitra Venkatramani, Olivier Verscheure
2005	J	`jnl`	Complexity scalable motion compensated wavelet video encoding. IEEE Trans. Circuits Syst. Video Technol. Deepak S. Turaga, Mihaela van der Schaar, Béatrice Pesquet-Popescu
2005	—	`conf`	Cross-layer aware packetization strategies for optimized wireless multimedia transmission. ICIP (1) Deepak S. Turaga, Mihaela van der Schaar
2005	A	`conf`	Enterprise multimedia streaming: issues, background and new developments. ICME Deepak S. Turaga, Mihaela van der Schaar, Krishna Ratakonda
2005	A	`conf`	Optimized wireless video transmission using classification. ICME Raymond S. Wong, Mihaela van der Schaar, Deepak S. Turaga
2005	J	`jnl`	Unconstrained motion compensated temporal filtering (UMCTF) for efficient and flexible interframe wavelet video coding. Signal Process. Image Commun. Deepak S. Turaga, Mihaela van der Schaar, Yiannis Andreopoulos, Adrian Munteanu, Peter Schelkens
2004	J	`jnl`	No reference PSNR estimation for compressed pictures. Signal Process. Image Commun. Deepak S. Turaga, Yingwei Chen, Jorge E. Caviedes
2004	B	`conf`	Rate-distortion-complexity adaptive video compression and streaming. ICIP Mihaela van der Schaar, Deepak S. Turaga, Venkatesh Akella
2003	—	`conf`	Content-adaptive filtering in the UMCTF framework. ICASSP (3) Deepak S. Turaga, Mihaela van der Schaar
2003	A	`conf`	Content-adaptive filtering in the UMCTF framework. ICME Deepak S. Turaga, Mihaela van der Schaar
2003	—	`conf`	Multiple description scalable coding using wavelet-based motion compensated temporal filtering. ICIP (3) Deepak S. Turaga, Mihaela van der Schaar
2003	J	`jnl`	On Probability Density for Modeling Video Traffic. J. VLSI Signal Process. Deepak S. Turaga, Tsuhan Chen
2003	A	`conf`	Reduced complexity spatio-temporal scalable motion compensated wavelet video encoding. ICME Deepak S. Turaga, Mihaela van der Schaar
2003	—	`conf`	Temporal prediction and differential coding of motion vectors in the MCTF framework. ICIP (2) Deepak S. Turaga, Mihaela van der Schaar, Béatrice Pesquet-Popescu
2003	—	`conf`	Unconstrained motion compensated temporal filtering (UMCTF) framework for wavelet video coding. ICASSP (3) Mihaela van der Schaar, Deepak S. Turaga
2003	A	`conf`	Unconstrained motion compensated temporal filtering (UMCTF) framework for wavelet video coding. ICME Mihaela van der Schaar, Deepak S. Turaga
2002	—	`conf`	Face recognition using mixtures of principal components. ICIP (2) Deepak S. Turaga, Tsuhan Chen
2002	J	`jnl`	Model-based error concealment for wireless video. IEEE Trans. Circuits Syst. Video Technol. Deepak S. Turaga, Tsuhan Chen
2002	—	`conf`	No reference PSNR estimation for compressed pictures. ICIP (3) Deepak S. Turaga, Yingwei Chen, Jorge E. Caviedes
2001	J	`jnl`	Classification based mode decisions for video over network. IEEE Trans. Multim. Deepak S. Turaga, Tsuhan Chen
2001	J	`jnl`	Estimation and mode decision for spatially correlated motion sequences. IEEE Trans. Circuits Syst. Video Technol. Deepak S. Turaga, Tsuhan Chen
2001	—	`conf`	I/P frame selection using classification based mode decision. ICIP (3) Deepak S. Turaga, Tsuhan Chen
2000	A	`conf`	Activity-Adaptive Modeling of Dynamic Multimedia Traffic. IEEE International Conference on Multimedia and Expo (III) Deepak S. Turaga, Tsuhan Chen
2000	C	`conf`	Modeling of dynamic video traffic. ISCAS Deepak S. Turaga, Tsuhan Chen