Deepak S. Turaga

Proceedings of the 36th IEEE International Conference on Data Engineering Workshops, 2020

2018

Streaming Analytics.

[BibT_eX]

[DOI]

Proceedings of the Encyclopedia of Database Systems, Second Edition, 2018

Introduction to the <i>Interfaces</i> Special Issue: Applications of Analytics and Operations Research in Big Data Analysis.

[BibT_eX]

[DOI]

Interfaces, 2018

A Large-Scale System for Real-Time Glucose Monitoring.

[BibT_eX]

[DOI]

Proceedings of the 48th Annual IEEE/IFIP International Conference on Dependable Systems and Networks Workshops, 2018

Dataset Evolver: An Interactive Feature Engineering Notebook.

[BibT_eX]

[DOI]

Proceedings of the Thirty-Second AAAI Conference on Artificial Intelligence, 2018

Feature Engineering for Predictive Modeling Using Reinforcement Learning.

[BibT_eX]

[DOI]

Horst Samulowitz

Proceedings of the Thirty-Second AAAI Conference on Artificial Intelligence, 2018

2017

Detecting Malicious Behavior in Computer Networks via Cost-Sensitive and Connectivity Constrained Classification.

[BibT_eX]

[DOI]

Proceedings of the 2017 SIAM International Conference on Data Mining, 2017

Outlier Detection with Autoencoder Ensembles.

[BibT_eX]

[DOI]

Proceedings of the 2017 SIAM International Conference on Data Mining, 2017

Learning Temporal State of Diabetes Patients via Combining Behavioral and Demographic Data.

[BibT_eX]

[DOI]

Proceedings of the 23rd ACM SIGKDD International Conference on Knowledge Discovery and Data Mining, Halifax, NS, Canada, August 13, 2017

REMIX: Automated Exploration for Interactive Outlier Detection.

[BibT_eX]

[DOI]

Yanjie Fu

Charu C. Aggarwal

Hui Xiong

Proceedings of the 23rd ACM SIGKDD International Conference on Knowledge Discovery and Data Mining, Halifax, NS, Canada, August 13, 2017

Learning Feature Engineering for Classification.

[BibT_eX]

[DOI]

Proceedings of the Twenty-Sixth International Joint Conference on Artificial Intelligence, 2017

2016

Graph-based Exploration of Non-graph Datasets.

[BibT_eX]

[DOI]

Proc. VLDB Endow., 2016

Firstfilter: A cost-sensitive approach to malicious URL detection in large-scale enterprise networks.

[BibT_eX]

[DOI]

Long H. Vu

Phuong Nguyen

IBM J. Res. Dev., 2016

Image inpainting through neural networks hallucinations.

[BibT_eX]

[DOI]

Proceedings of the IEEE 12th Image, Video, and Multidimensional Signal Processing Workshop, 2016

Adaptive data augmentation for image classification.

[BibT_eX]

[DOI]

Proceedings of the 2016 IEEE International Conference on Image Processing, 2016

Cognito: Automated Feature Engineering for Supervised Learning.

[BibT_eX]

[DOI]

Horst Samulowitz

Srinivasan Parthasrathy

Proceedings of the IEEE International Conference on Data Mining Workshops, 2016

2015

Temporal Multi-View Inconsistency Detection for Network Traffic Analysis.

[BibT_eX]

[DOI]

Proceedings of the 24th International Conference on World Wide Web Companion, 2015

SOFIA: An Analytics Recommendation System.

[BibT_eX]

[DOI]

Fatemeh Nargesian

Alain Biem

Prateek Jain

Proceedings of the ISWC 2015 Posters & Demonstrations Track co-located with the 14th International Semantic Web Conference (ISWC-2015), 2015

Believe It Today or Tomorrow? Detecting Untrustworthy Information from Dynamic Multi-Source Data.

[BibT_eX]

[DOI]

Proceedings of the 2015 SIAM International Conference on Data Mining, Vancouver, BC, Canada, April 30, 2015

State-Driven Dynamic Sensor Selection and Prediction with State-Stacked Sparseness.

[BibT_eX]

[DOI]

Proceedings of the 21th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining, 2015

Planning-Based Reasoning for Automated Large-Scale Data Analysis.

[BibT_eX]

[DOI]

Proceedings of the Twenty-Fifth International Conference on Automated Planning and Scheduling, 2015

Towards Cognitive Automation of Data Science.

[BibT_eX]

[DOI]

Proceedings of the Twenty-Ninth AAAI Conference on Artificial Intelligence, 2015

Budgeted Prediction with Expert Advice.

[BibT_eX]

[DOI]

Proceedings of the Twenty-Ninth AAAI Conference on Artificial Intelligence, 2015

Online Transfer Learning for Differential Diagnosis Determination.

[BibT_eX]

[DOI]

Jie Xu

Daby M. Sow

Proceedings of the World Wide Web and Public Health Intelligence, 2015

Mining of Sensor Data in Healthcare: A Survey.

[BibT_eX]

[DOI]

Proceedings of the Healthcare Data Analytics., 2015

2014

A fast online learning algorithm for distributed mining of BigData.

[BibT_eX]

[DOI]

Yu Zhang

Daby M. Sow

SIGMETRICS Perform. Evaluation Rev., 2014

Impact of DHCP churn on network characterization.

[BibT_eX]

[DOI]

Long H. Vu

Proceedings of the ACM SIGMETRICS / International Conference on Measurement and Modeling of Computer Systems, 2014

Class-distribution regularized consensus maximization for alleviating overfitting in model combination.

[BibT_eX]

[DOI]

Proceedings of the 20th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining, 2014

FAQ: A Framework for Fast Approximate Query Processing on Temporal Data.

[BibT_eX]

[DOI]

Proceedings of the 3rd International Workshop on Big Data, 2014

Large Scale Discriminative Metric Learning.

[BibT_eX]

[DOI]

Proceedings of the 2014 IEEE International Parallel & Distributed Processing Symposium Workshops, 2014

READ: Rapid data Exploration, Analysis and Discovery.

[BibT_eX]

[DOI]

Proceedings of the 17th International Conference on Extending Database Technology, 2014

2013

Real-time analysis and management of big time-series data.

[BibT_eX]

[DOI]

IBM J. Res. Dev., 2013

Big Data Exploration Via Automated Orchestration of Analytic Workflows.

[BibT_eX]

[DOI]

Proceedings of the 10th International Conference on Autonomic Computing, 2013

Mining of Sensor Data in Healthcare: A Survey.

[BibT_eX]

[DOI]

Daby M. Sow

J. Michael Schmidt

Proceedings of the Managing and Mining Sensor Data, 2013

2012

Cluster-Aware Compression with Provable K-means Preservation.

[BibT_eX]

[DOI]

Nikolaos M. Freris

Michail Vlachos

Proceedings of the Twelfth SIAM International Conference on Data Mining, 2012

Processing 6 billion CDRs/day: from research to production (experience report).

[BibT_eX]

[DOI]

Proceedings of the Sixth ACM International Conference on Distributed Event-Based Systems, 2012

2011

Configuring Trees of Classifiers in Distributed Multimedia Stream Mining Systems.

[BibT_eX]

[DOI]

Brian Foo

IEEE Trans. Circuits Syst. Video Technol., 2011

Foresighted tree configuration games in resource constrained distributed stream mining sensors.

[BibT_eX]

[DOI]

Ad Hoc Networks, 2011

Consensus extraction from heterogeneous detectors to improve performance over network traffic anomaly detection.

[BibT_eX]

[DOI]

Proceedings of the INFOCOM 2011. 30th IEEE International Conference on Computer Communications, 2011

A Spectral Framework for Detecting Inconsistency across Multi-source Object Relationships.

[BibT_eX]

[DOI]

Jing Gao

Wei Fan

Jiawei Han

Proceedings of the 11th IEEE International Conference on Data Mining, 2011

2010

Design principles for developing stream processing applications.

[BibT_eX]

[DOI]

Softw. Pract. Exp., 2010

Adaptive Topologic Optimization for Large-Scale Stream Mining.

[BibT_eX]

[DOI]

Raphael Ducasse

IEEE J. Sel. Top. Signal Process., 2010

Adaptive Cross-Layer Strategies for Fourth Generation Wireless Communications.

[BibT_eX]

[DOI]

Mohammad Shikh-Bahaei

Dilip Krishnaswamy

EURASIP J. Wirel. Commun. Netw., 2010

Designing and optimizing large-scale multimedia mining applications in distributed processing environments.

[BibT_eX]

[DOI]

Proceedings of the 18th International Conference on Multimedia 2010, 2010

Multimodal analysis of body sensor network data streams for real-time healthcare.

[BibT_eX]

[DOI]

Manoj K. Garg

Duk-Jin Kim

Balakrishnan Prabhakaran

Proceedings of the 11th ACM SIGMM International Conference on Multimedia Information Retrieval, 2010

Welcome to CAC/SSPS 2010.

[BibT_eX]

[DOI]

Proceedings of the 24th IEEE International Symposium on Parallel and Distributed Processing, 2010

Ordering of stream mining classifiers.

[BibT_eX]

[DOI]

Raphael Ducasse

Proceedings of the International Conference on Image Processing, 2010

Adaptive Multimedia Mining on Distributed Stream Processing Systems.

[BibT_eX]

[DOI]

Proceedings of the ICDMW 2010, 2010

A streaming approach to radio astronomy imaging.

[BibT_eX]

[DOI]

Proceedings of the IEEE International Conference on Acoustics, 2010

2009

Topology selection for stream mining systems.

[BibT_eX]

[DOI]

Raphael Ducasse

Proceedings of the First ACM workshop on Large-scale multimedia retrieval and mining, 2009

Cross domain distribution adaptation via kernel mapping.

[BibT_eX]

[DOI]

Proceedings of the 15th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining, Paris, France, June 28, 2009

Resource-adaptive multimedia analysis on stream mining systems.

[BibT_eX]

[DOI]

Proceedings of the 2009 IEEE International Conference on Multimedia and Expo, 2009

Resource-adaptive semantic concept detection using ensemble classifiers.

[BibT_eX]

[DOI]

Rong Yan

Proceedings of the 2009 IEEE International Conference on Multimedia and Expo, 2009

On K-Means Cluster Preservation Using Quantization Schemes.

[BibT_eX]

[DOI]

Michail Vlachos

Proceedings of the ICDM 2009, 2009

Tree configuration games for distributed stream mining systems.

[BibT_eX]

[DOI]

Proceedings of the IEEE International Conference on Acoustics, 2009

A framework for distributed multimedia stream mining systems using coalition-based foresighted strategies.

[BibT_eX]

[DOI]

Proceedings of the IEEE International Conference on Acoustics, 2009

Direction of Arrival estimation using single tripole radio antenna.

[BibT_eX]

[DOI]

Proceedings of the IEEE International Conference on Acoustics, 2009

2008

Stochastic Optimization for Content Sharing in P2P Systems.

[BibT_eX]

[DOI]

Ritesh Sood

IEEE Trans. Multim., 2008

Resource Constrained Stream Mining With Classifier Tree Topologies.

[BibT_eX]

[DOI]

Brian Foo

IEEE Signal Process. Lett., 2008

Special issue on resource-aware adaptive video streaming.

[BibT_eX]

[DOI]

J. Vis. Commun. Image Represent., 2008

Configuring topologies of distributed semantic concept classifiers for continuous multimedia stream processing.

[BibT_eX]

[DOI]

Proceedings of the 16th International Conference on Multimedia 2008, 2008

Towards Optimal Resource Allocation in Partial-Fault Tolerant Applications.

[BibT_eX]

[DOI]

Proceedings of the INFOCOM 2008. 27th IEEE International Conference on Computer Communications, 2008

Adaptative Signal Sampling and Sample Quantization for Resource-Constrained Stream Processing.

[BibT_eX]

Proceedings of the First International Conference on Biomedical Electronics and Devices, 2008

2007

Cross-Layer Packetization and Retransmission Strategies for Delay-Sensitive Wireless Multimedia Transmission.

[BibT_eX]

[DOI]

IEEE Trans. Multim., 2007

Configuring Competing Classifier Chains in Distributed Stream Mining Systems.

[BibT_eX]

[DOI]

Fangwen Fu

J. Sel. Topics Signal Processing, 2007

Collaborative resource exchanges for peer-to-peer video streaming over wireless mesh networks.

[BibT_eX]

[DOI]

Nicholas Mastronarde

IEEE J. Sel. Areas Commun., 2007

Optimized one-bit quantization for adapted GMM-based speaker verification.

[BibT_eX]

[DOI]

Proceedings of the 8th Annual Conference of the International Speech Communication Association, 2007

Configuring Networked Classifiers in Distributed and Resource Constrained Stream Processing Systems.

[BibT_eX]

[DOI]

Fangwen Fu

Proceedings of the IEEE International Conference on Acoustics, 2007

2006

MPEG-4 Beyond Conventional Video Coding: Object Coding, Resilience, and Scalability

[BibT_eX]

[DOI]

Thomas Stockhammer

Synthesis Lectures on Image, Video, and Multimedia Processing, Morgan & Claypool Publishers, ISBN: 978-3-031-02239-5, 2006

Classification-Based System For Cross-Layer Optimized Wireless Video Transmission.

[BibT_eX]

[DOI]

Raymond Wong

IEEE Trans. Multim., 2006

Collaborative Resource Management for Video Over Wireless Multi-Hop Mesh Networks.

[BibT_eX]

[DOI]

Nicholas Mastronarde

Proceedings of the International Conference on Image Processing, 2006

Resource Management for Networked Classifiers in Distributed Stream Mining Systems.

[BibT_eX]

[DOI]

Proceedings of the 6th IEEE International Conference on Data Mining (ICDM 2006), 2006

Slide: Streaming and Load-Adaptive Periodicity Estimation.

[BibT_eX]

[DOI]

Proceedings of the 2006 IEEE International Conference on Acoustics Speech and Signal Processing, 2006

QUANTization for Adapted GMM-Based Speaker Verification.

[BibT_eX]

[DOI]

Proceedings of the 2006 IEEE International Conference on Acoustics Speech and Signal Processing, 2006

QoS Support for Streaming Media using a Multimedia Server Cluster.

[BibT_eX]

[DOI]

Krishna Ratakonda

Junwen Lai

Proceedings of the Global Telecommunications Conference, 2006. GLOBECOM '06, San Francisco, CA, USA, 27 November, 2006

Resource Adaptive Periodicity Estimation of Streaming Data.

[BibT_eX]

[DOI]

Michail Vlachos

Philip S. Yu

Proceedings of the Advances in Database Technology, 2006

QoS Support for Media Broadcast in a Services Oriented Architecture.

[BibT_eX]

[DOI]

Krishna Ratakonda

Junwen Lai

Proceedings of the 2006 IEEE International Conference on Services Computing (SCC 2006), 2006

2005

Complexity scalable motion compensated wavelet video encoding.

[BibT_eX]

[DOI]

Béatrice Pesquet-Popescu

IEEE Trans. Circuits Syst. Video Technol., 2005

Unconstrained motion compensated temporal filtering (UMCTF) for efficient and flexible interframe wavelet video coding.

[BibT_eX]

[DOI]

Yiannis Andreopoulos

Adrian Munteanu

Peter Schelkens

Signal Process. Image Commun., 2005

Optimized wireless video transmission using classification.

[BibT_eX]

[DOI]

Raymond S. Wong

Proceedings of the 2005 IEEE International Conference on Multimedia and Expo, 2005

Enterprise multimedia streaming: issues, background and new developments.

[BibT_eX]

[DOI]

Krishna Ratakonda

Proceedings of the 2005 IEEE International Conference on Multimedia and Expo, 2005

Adaptive Live Streaming Over Enterprise Networks.

[BibT_eX]

[DOI]

Proceedings of the 2005 IEEE International Conference on Multimedia and Expo, 2005

Cross-layer aware packetization strategies for optimized wireless multimedia transmission.

[BibT_eX]

[DOI]

Proceedings of the 2005 International Conference on Image Processing, 2005

2004

No reference PSNR estimation for compressed pictures.

[BibT_eX]

[DOI]

Yingwei Chen

Jorge E. Caviedes

Signal Process. Image Commun., 2004

Rate-distortion-complexity adaptive video compression and streaming.

[BibT_eX]

Venkatesh Akella

Proceedings of the 2004 International Conference on Image Processing, 2004

2003

On Probability Density for Modeling Video Traffic.

[BibT_eX]

[DOI]

J. VLSI Signal Process., 2003

Reduced complexity spatio-temporal scalable motion compensated wavelet video encoding.

[BibT_eX]

[DOI]

Proceedings of the 2003 IEEE International Conference on Multimedia and Expo, 2003

Temporal prediction and differential coding of motion vectors in the MCTF framework.

[BibT_eX]

[DOI]

Béatrice Pesquet-Popescu

Proceedings of the 2003 International Conference on Image Processing, 2003

Multiple description scalable coding using wavelet-based motion compensated temporal filtering.

[BibT_eX]

[DOI]

Proceedings of the 2003 International Conference on Image Processing, 2003

Content-adaptive filtering in the UMCTF framework.

[BibT_eX]

[DOI]

Proceedings of the 2003 IEEE International Conference on Acoustics, 2003

Unconstrained motion compensated temporal filtering (UMCTF) framework for wavelet video coding.

[BibT_eX]

[DOI]

Proceedings of the 2003 IEEE International Conference on Acoustics, 2003

2002

Model-based error concealment for wireless video.

[BibT_eX]

[DOI]

IEEE Trans. Circuits Syst. Video Technol., 2002

Face recognition using mixtures of principal components.

[BibT_eX]

[DOI]

Proceedings of the 2002 International Conference on Image Processing, 2002

2001

Classification based mode decisions for video over network.

[BibT_eX]

[DOI]

IEEE Trans. Multim., 2001

Estimation and mode decision for spatially correlated motion sequences.

[BibT_eX]

[DOI]

IEEE Trans. Circuits Syst. Video Technol., 2001

I/P frame selection using classification based mode decision.

[BibT_eX]

[DOI]

Proceedings of the 2001 International Conference on Image Processing, 2001

2000

Modeling of dynamic video traffic.

[BibT_eX]

[DOI]

Proceedings of the IEEE International Symposium on Circuits and Systems, 2000

Activity-Adaptive Modeling of Dynamic Multimedia Traffic.

[BibT_eX]

[DOI]