Adaptive Query Processing: Technology in Evolution. - Joseph M. Hellerstein; Michael J. Franklin; Sirish Chandrasekaran; Amol Deshpande; Kris Hildrum; Samuel Madden 001; Vijayshankar Raman; Mehul A. Shah (IEEE Data Eng. Bull., 2000)

Independence is Good: Dependency-Based Histogram Synopses for High-Dimensional Data. - Amol Deshpande; Minos N. Garofalakis; Rajeev Rastogi (SIGMOD Conference, 2001)

Efficient Stepwise Selection in Decomposable Models. - Amol Deshpande; Minos N. Garofalakis; Michael I. Jordan (UAI, 2001)

Decoupled Query Optimization for Federated Database Systems. - Amol Deshpande; Joseph M. Hellerstein (ICDE, 2002)

TelegraphCQ: Continuous Dataflow Processing for an Uncertain World. - Sirish Chandrasekaran; Owen Cooper; Amol Deshpande; Michael J. Franklin; Joseph M. Hellerstein; Wei Hong 001; Sailesh Krishnamurthy; Samuel Madden 001; Vijayshankar Raman; Frederick Reiss 001; Mehul A. Shah (CIDR, 2003)

Using State Modules for Adaptive Query Processing. - Vijayshankar Raman; Amol Deshpande; Joseph M. Hellerstein (ICDE, 2003)

TelegraphCQ: Continuous Dataflow Processing. - Sirish Chandrasekaran; Owen Cooper; Amol Deshpande; Michael J. Franklin; Joseph M. Hellerstein; Wei Hong 001; Sailesh Krishnamurthy; Samuel Madden 001; Frederick Reiss 001; Mehul A. Shah (SIGMOD Conference, 2003)

Cache-and-Query for Wide Area Sensor Databases. - Amol Deshpande; Suman Nath; Phillip B. Gibbons; Srinivasan Seshan (SIGMOD Conference, 2003)

IrisNet: Internet-scale Resource-Intensive Sensor Services. - Amol Deshpande; Suman Nath; Phillip B. Gibbons; Srinivasan Seshan (SIGMOD Conference, 2003)

IrisNet: An Architecture for Internet-scale Sensing Services. - Suman Nath; Amol Deshpande; Yan Ke; Phillip B. Gibbons; Brad Karp; Srinivasan Seshan (VLDB, 2003)

TelegraphCQ: An Architectural Status Report. - Sailesh Krishnamurthy; Sirish Chandrasekaran; Owen Cooper; Amol Deshpande; Michael J. Franklin; Joseph M. Hellerstein; Wei Hong 001; Samuel Madden 001; Frederick Reiss 001; Mehul A. Shah (IEEE Data Eng. Bull., 2003)

MobiCom poster: mining a world of smart sensors. - Suman Nath; Amol Deshpande; Phillip B. Gibbons; Srinivasan Seshan (ACM SIGMOBILE Mob. Comput. Commun. Rev., 2003)

Model-Driven Data Acquisition in Sensor Networks. - Amol Deshpande; Carlos Guestrin; Samuel Madden 001; Joseph M. Hellerstein; Wei Hong 001 (VLDB, 2004)

Lifting the Burden of History from Adaptive Query Processing. - Amol Deshpande; Joseph M. Hellerstein (VLDB, 2004)

An initial study of overheads of eddies. - Amol Deshpande (SIGMOD Rec., 2004)

Using Probabilistic Models for Data Management in Acquisitional Environments. - Amol Deshpande; Carlos Guestrin; Samuel Madden 001 (CIDR, 2005)

Exploiting Correlated Attributes in Acquisitional Query Processing. - Amol Deshpande; Carlos Guestrin; Wei Hong 001; Samuel Madden 001 (ICDE, 2005)

Resource-Aware Wireless Sensor-Actuator Networks. - Amol Deshpande; Carlos Guestrin; Samuel Madden 001 (IEEE Data Eng. Bull., 2005)

Model-based approximate querying in sensor networks. - Amol Deshpande; Carlos Guestrin; Samuel Madden 001; Joseph M. Hellerstein; Wei Hong 001 (VLDB J., 2005)

Approximate Data Collection in Sensor Networks using Probabilistic Models. - David Chu; Amol Deshpande; Joseph M. Hellerstein; Wei Hong 001 (ICDE, 2006)

Flow algorithms for two pipelined filter ordering problems. - Anne Condon; Amol Deshpande; Lisa Hellerstein; Ning Wu (PODS, 2006)

Adaptive query processing: why, how, when, what next. - Amol Deshpande; Joseph M. Hellerstein; Vijayshankar Raman (SIGMOD Conference, 2006)

MauveDB: supporting model-based user views in database systems. - Amol Deshpande; Samuel Madden 001 (SIGMOD Conference, 2006)

A graph-based approach to vehicle tracking in traffic camera video streams. - Hamid Haidarian Shahri; Galileo Namata; Saket Navlakha; Amol Deshpande; Nick Roussopoulos (DMSN, 2007)

Representing and Querying Correlated Tuples in Probabilistic Databases. - Prithviraj Sen; Amol Deshpande (ICDE, 2007)

Representing Tuple and Attribute Uncertainty in Probabilistic Databases. - Prithviraj Sen; Amol Deshpande; Lise Getoor (ICDM Workshops, 2007)

Probabilistic Graphical Models and their Role in Databases. - Amol Deshpande; Sunita Sarawagi (VLDB, 2007)

Adaptive query processing: Why, How, When, and What Next? - Zachary G. Ives; Amol Deshpande; Vijayshankar Raman (VLDB, 2007)

Adaptive Query Processing. - Amol Deshpande; Zachary G. Ives; Vijayshankar Raman (Found. Trends Databases, 2007)

Data Management in the Worldwide Sensor Web. - Magdalena Balazinska; Amol Deshpande; Michael J. Franklin; Phillip B. Gibbons; Jim Gray 001; Mark H. Hansen; Michael Liebhold; Suman Nath; Alexander S. Szalay; Vincent Tao (IEEE Pervasive Comput., 2007)

Report on the Fourth International Workshop on Data Management for Sensor Networks (DMSN 2007). - Magdalena Balazinska; Amol Deshpande; Alexandros Labrinidis; Qiong Luo 001; Samuel Madden 001; Jun Yang 001 (SIGMOD Rec., 2007)

08421 Working Group: Lineage/Provenance. - Anish Das Sarma; Amol Deshpande; Thomas Hubauer; Ihab F. Ilyas; Birgitta König-Ries; Matthias Renz; Martin Theobald (Uncertainty Management in Information Systems, 2008)

08421 Working Group: Classification, Representation and Modeling. - Anish Das Sarma; Ander de Keijzer; Amol Deshpande; Peter J. Haas; Ihab F. Ilyas; Christoph Koch 001; Thomas Neumann 001; Dan Olteanu; Martin Theobald; Vasilis Vassalos (Uncertainty Management in Information Systems, 2008)

Predictive Modeling-Based Data Collection in Wireless Sensor Networks. - Lidan Wang; Amol Deshpande (EWSN, 2008)

Flow Algorithms for Parallel Query Optimization. - Amol Deshpande; Lisa Hellerstein (ICDE, 2008)

Online Filtering, Smoothing and Probabilistic Modeling of Streaming data. - Bhargav Kanagal; Amol Deshpande (ICDE, 2008)

Network-Aware Join Processing in Global-Scale Database Federations. - Xiaodan Wang; Randal C. Burns; Andreas Terzis; Amol Deshpande (ICDE, 2008)

Exploiting shared correlations in probabilistic databases. - Prithviraj Sen; Amol Deshpande; Lise Getoor (Proc. VLDB Endow., 2008)

Efficient Query Evaluation over Temporally Correlated Probabilistic Streams. - Bhargav Kanagal; Amol Deshpande (ICDE, 2009)

Minimizing Communication Cost in Distributed Multi-query Processing. - Jian Li 015; Amol Deshpande; Samir Khuller (ICDE, 2009)

Consensus answers for queries over probabilistic databases. - Jian Li 015; Amol Deshpande (PODS, 2009)

Indexing correlated probabilistic databases. - Bhargav Kanagal; Amol Deshpande (SIGMOD Conference, 2009)

PrDB: Managing Large-Scale Correlated Probabilistic Databases (Abstract). - Amol Deshpande (SUM, 2009)

Bisimulation-based Approximate Lifted Inference. - Prithviraj Sen; Amol Deshpande; Lise Getoor (UAI, 2009)

On Computing Compression Trees for Data Collection in Sensor Networks - Jian Li 015; Amol Deshpande; Samir Khuller (CoRR, 2009)

A Unified Approach to Ranking in Probabilistic Databases. - Jian Li 015; Barna Saha; Amol Deshpande (Proc. VLDB Endow., 2009)

Algorithms for distributional and adversarial pipelined filter ordering problems. - Anne Condon; Amol Deshpande; Lisa Hellerstein; Ning Wu (ACM Trans. Algorithms, 2009)

PrDB: managing and exploiting rich correlations in probabilistic databases. - Prithviraj Sen; Amol Deshpande; Lise Getoor (VLDB J., 2009)

Data Compression in Sensor Networks. - Amol Deshpande (Encyclopedia of Database Systems, 2009)

Model-based Querying in Sensor Networks. - Amol Deshpande; Carlos Guestrin; Samuel Madden 001 (Encyclopedia of Database Systems, 2009)

Increasing representational power and scaling reasoning in probabilistic databases. - Amol Deshpande (ICDT, 2010)

On Computing Compression Trees for Data Collection in Wireless Sensor Networks. - Jian Li 015; Amol Deshpande; Samir Khuller (INFOCOM, 2010)

Lineage processing over correlated probabilistic databases. - Bhargav Kanagal; Amol Deshpande (SIGMOD Conference, 2010)

Utility Maximization under Uncertainty - Jian Li 015; Amol Deshpande (CoRR, 2010)

Ranking Continuous Probabilistic Datasets. - Jian Li 015; Amol Deshpande (Proc. VLDB Endow., 2010)

Read-Once Functions and Query Evaluation in Probabilistic Databases. - Prithviraj Sen; Amol Deshpande; Lise Getoor (Proc. VLDB Endow., 2010)

Sharing-Aware Horizontal Partitioning for Exploiting Correlations During Query Processing. - Kostas Tzoumas; Amol Deshpande; Christian S. Jensen (Proc. VLDB Endow., 2010)

Declarative analysis of noisy information networks. - Walaa Eldin Moustafa; Galileo Namata; Amol Deshpande; Lise Getoor (ICDE Workshops, 2011)

Sensitivity analysis and explanations for robust query evaluation in probabilistic databases. - Bhargav Kanagal; Jian Li 015; Amol Deshpande (SIGMOD Conference, 2011)

Energy Efficient Monitoring in Sensor Networks. - Amol Deshpande; Samir Khuller; Azarakhsh Malekian; Mohammed Toossi (Algorithmica, 2011)

Lightweight Graphical Models for Selectivity Estimation Without Independence Assumptions. - Kostas Tzoumas; Amol Deshpande; Christian S. Jensen (Proc. VLDB Endow., 2011)

Ego-centric Graph Pattern Census. - Walaa Eldin Moustafa; Amol Deshpande; Lise Getoor (ICDE, 2012)

Saving on cooling: the thermal scheduling problem. - Koyel Mukherjee; Samir Khuller; Amol Deshpande (SIGMETRICS, 2012)

Managing large dynamic graphs efficiently. - Jayanta Mondal; Amol Deshpande (SIGMOD Conference, 2012)

Local structure and determinism in probabilistic databases. - Theodoros Rekatsinas; Amol Deshpande; Lise Getoor (SIGMOD Conference, 2012)

Spectrum access policy reasoning for policy-based cognitive radios. - Behnam Bahrak; Amol Deshpande; Jung-Min "Jerry" Park (Comput. Networks, 2012)

Parallel pipelined filter ordering with precedence constraints. - Amol Deshpande; Lisa Hellerstein (ACM Trans. Algorithms, 2012)

A Temporal Pattern Search Algorithm for Personal History Event Visualization. - Taowei David Wang; Amol Deshpande; Ben Shneiderman (IEEE Trans. Knowl. Data Eng., 2012)

SWORD: scalable workload-aware data placement for transactional workloads. - Abdul Quamar; K. Ashwin Kumar; Amol Deshpande (EDBT, 2013)

Efficient snapshot retrieval over historical graph data. - Udayan Khurana; Amol Deshpande (ICDE, 2013)

An Integer Programming Approach to Temporal Pattern Matching Queries. - Megan Monroe; Amol Deshpande (ICDM Workshops, 2013)

Algorithms for the Thermal Scheduling Problem. - Koyel Mukherjee; Samir Khuller; Amol Deshpande (IPDPS, 2013)

HiNGE: enabling temporal network analytics at scale. - Udayan Khurana; Amol Deshpande (SIGMOD Conference, 2013)

GRDB: a system for declarative and interactive analysis of noisy information networks. - Walaa Eldin Moustafa; Hui Miao 001; Amol Deshpande; Lise Getoor (SIGMOD Conference, 2013)

Data Placement and Replica Selection for Improving Co-location in Distributed Environments - K. Ashwin Kumar; Amol Deshpande; Samir Khuller (CoRR, 2013)

On Sharing Private Data with Multiple Non-Colluding Adversaries - Theodoros Rekatsinas; Amol Deshpande; Ashwin Machanavajjhala (CoRR, 2013)

Hone: "Scaling Down" Hadoop on Shared-Memory Systems. - K. Ashwin Kumar; Jonathan Gluck; Amol Deshpande; Jimmy Lin (Proc. VLDB Endow., 2013)

A SPARSI: Partitioning Sensitive Data amongst Multiple Adversaries. - Theodoros Rekatsinas; Amol Deshpande; Ashwin Machanavajjhala (Proc. VLDB Endow., 2013)

Efficiently adapting graphical models for selectivity estimation. - Kostas Tzoumas; Amol Deshpande; Christian S. Jensen (VLDB J., 2013)

Optimization Techniques for "Scaling Down" Hadoop on Multi-Core, Shared-Memory Systems. - K. Ashwin Kumar; Jonathan Gluck; Amol Deshpande; Jimmy Lin (EDBT, 2014)

Subgraph pattern matching over uncertain graphs with identity linkage uncertainty. - Walaa Eldin Moustafa; Angelika Kimmig; Amol Deshpande; Lise Getoor (ICDE, 2014)

EAGr: supporting continuous ego-centric aggregate queries over large dynamic graphs. - Jayanta Mondal; Amol Deshpande (SIGMOD Conference, 2014)

Approximation Algorithms for Stochastic Boolean Function Evaluation and Stochastic Submodular Set Cover. - Amol Deshpande; Lisa Hellerstein; Devorah Kletenik (SODA, 2014)

PStore: an efficient storage framework for managing scientific data. - Souvik Bhattacherjee; Amol Deshpande; Alan Sussman (SSDBM, 2014)

VERTEXICA: Your Relational Friend for Graph Analytics! - Alekh Jindal; Praynaa Rawlani; Eugene Wu 002; Samuel Madden 001; Amol Deshpande; Mike Stonebraker (Proc. VLDB Endow., 2014)

NScale: Neighborhood-centric Analytics on Large Graphs. - Abdul Quamar; Amol Deshpande; Jimmy Lin (Proc. VLDB Endow., 2014)

SWORD: workload-aware data placement and replica selection for cloud data management systems. - K. Ashwin Kumar; Abdul Quamar; Amol Deshpande; Samir Khuller (VLDB J., 2014)

Stream Querying and Reasoning on Social Data. - Jayanta Mondal; Amol Deshpande (Encyclopedia of Social Network Analysis and Mining, 2014)

DataHub: Collaborative Data Science & Dataset Version Management at Scale. - Anant P. Bhardwaj; Souvik Bhattacherjee; Amit Chavan; Amol Deshpande; Aaron J. Elmore; Samuel Madden 001; Aditya G. Parameswaran (CIDR, 2015)

Towards a Unified Query Language for Provenance and Versioning. - Amit Chavan; Silu Huang; Amol Deshpande; Aaron J. Elmore; Samuel Madden 001; Aditya G. Parameswaran (TaPP, 2015)

CrowdGather: Entity Extraction over Structured Domains. - Theodoros Rekatsinas; Amol Deshpande; Aditya G. Parameswaran (CoRR, 2015)

Collaborative Data Analytics with DataHub. - Anant P. Bhardwaj; Amol Deshpande; Aaron J. Elmore; David R. Karger; Sam Madden 001; Aditya G. Parameswaran; Harihar Subramanyam; Eugene Wu 002; Rebecca Zhang (Proc. VLDB Endow., 2015)

Principles of Dataset Versioning: Exploring the Recreation/Storage Tradeoff. - Souvik Bhattacherjee; Amit Chavan; Silu Huang; Amol Deshpande; Aditya G. Parameswaran (Proc. VLDB Endow., 2015)

GraphGen: Exploring Interesting Graphs in Relational Data. - Konstantinos Xirogiannopoulos; Udayan Khurana; Amol Deshpande (Proc. VLDB Endow., 2015)

CASQD: continuous detection of activity-based subgraph pattern queries on dynamic graphs. - Jayanta Mondal; Amol Deshpande (DEBS, 2016)

Storing and Analyzing Historical Graph Data at Scale. - Udayan Khurana; Amol Deshpande (EDBT, 2016)

NScaleSpark: subgraph-centric graph analytics on Apache Spark. - Abdul Quamar; Amol Deshpande (NDA@SIGMOD, 2016)

SourceSight: Enabling Effective Source Selection. - Theodoros Rekatsinas; Amol Deshpande; Xin Luna Dong; Lise Getoor; Divesh Srivastava (SIGMOD Conference, 2016)

Big Graph Analytics Systems. - Da Yan 001; Yingyi Bu; Yuanyuan Tian 001; Amol Deshpande; James Cheng (SIGMOD Conference, 2016)

ProvDB: A System for Lifecycle Management of Collaborative Analysis Workflows. - Hui Miao 001; Amit Chavan; Amol Deshpande (CoRR, 2016)

ModelHub: Towards Unified Data and Lifecycle Management for Deep Learning. - Hui Miao 001; Ang Li 001; Larry S. Davis; Amol Deshpande (CoRR, 2016)

Decibel: The Relational Dataset Branching System. - Michael Maddox; David Goehring; Aaron J. Elmore; Samuel Madden 001; Aditya G. Parameswaran; Amol Deshpande (Proc. VLDB Endow., 2016)

Approximation Algorithms for Stochastic Submodular Set Cover with Applications to Boolean Function Evaluation and Min-Knapsack. - Amol Deshpande; Lisa Hellerstein; Devorah Kletenik (ACM Trans. Algorithms, 2016)

NScale: neighborhood-centric large-scale graph analytics in the cloud. - Abdul Quamar; Amol Deshpande; Jimmy Lin (VLDB J., 2016)

RStore: efficient multiversion document management in the cloud. - Souvik Bhattacherjee; Amol Deshpande (SoCC, 2017)

GraphGen: Adaptive Graph Processing using Relational Databases. - Konstantinos Xirogiannopoulos; Virinchi Srinivas; Amol Deshpande (GRADES@SIGMOD/PODS, 2017)

Towards Unified Data and Lifecycle Management for Deep Learning. - Hui Miao 001; Ang Li 001; Larry S. Davis; Amol Deshpande (ICDE, 2017)

ModelHub: Deep Learning Lifecycle Management. - Hui Miao 001; Ang Li 001; Larry S. Davis; Amol Deshpande (ICDE, 2017)

Parallel SPARQL Query Optimization. - Buwen Wu; Yongluan Zhou; Hai Jin 001; Amol Deshpande (ICDE, 2017)

Catching Worms, Trojan Horses and PUPs: Unsupervised Detection of Silent Delivery Campaigns. - Bum Jun Kwon; Virinchi Srinivas; Amol Deshpande; Tudor Dumitras (NDSS, 2017)

On Model Discovery For Hosted Data Science Projects. - Hui Miao 001; Ang Li 001; Larry S. Davis; Amol Deshpande (DEEM@SIGMOD, 2017)

DEX: Query Execution in a Delta-based Storage System. - Amit Chavan; Amol Deshpande (SIGMOD Conference, 2017)

ProvDB: Lifecycle Management of Collaborative Analysis Workflows. - Hui Miao 001; Amit Chavan; Amol Deshpande (HILDA@SIGMOD, 2017)

Extracting and Analyzing Hidden Graphs from Relational Databases. - Konstantinos Xirogiannopoulos; Amol Deshpande (SIGMOD Conference, 2017)

Big Graph Analytics Platforms. - Da Yan 001; Yingyi Bu; Yuanyuan Tian 001; Amol Deshpande (Found. Trends Databases, 2017)

In situ graph querying and analytics with graphgen: extended abstract. - Amol Deshpande (GRADES/NDA@SIGMOD/PODS, 2018)

RStore: A Distributed Multi-Version Document Store. - Souvik Bhattacherjee; Amol Deshpande (ICDE, 2018)

ProvDB: Provenance-enabled Lifecycle Management of Collaborative Data Analysis Workflows. - Hui Miao 001; Amol Deshpande (IEEE Data Eng. Bull., 2018)

NSF BIGDATA PI Meeting - Domain-Specific Research Directions and Data Sets. - Lisa Singh; Amol Deshpande; Wenchao Zhou; Arindam Banerjee 001; Alex J. Bowers; Sorelle A. Friedler; H. V. Jagadish; George Karypis; Zoran Obradovic; Anil Vullikanti; Wangda Zuo (SIGMOD Rec., 2018)

Data Compression in Sensor Networks. - Amol Deshpande (Encyclopedia of Database Systems (2nd ed.), 2018)

Graphical Models for Uncertain Data Management. - Amol Deshpande (Encyclopedia of Database Systems (2nd ed.), 2018)

Model-Based Querying in Sensor Networks. - Amol Deshpande; Carlos Guestrin; Samuel Madden 001 (Encyclopedia of Database Systems (2nd ed.), 2018)

Stream Querying and Reasoning on Social Data. - Jayanta Mondal; Amol Deshpande (Encyclopedia of Social Network Analysis and Mining. 2nd Ed., 2018)

CRUX: Adaptive Querying for Efficient Crowdsourced Data Extraction. - Theodoros Rekatsinas; Amol Deshpande; Aditya G. Parameswaran (CIKM, 2019)

Understanding Data Science Lifecycle Provenance via Graph Segmentation and Summarization. - Hui Miao 001; Amol Deshpande (ICDE, 2019)

Memory-Efficient Group-by Aggregates over Multi-Way Joins. - Konstantinos Xirogiannopoulos; Amol Deshpande (CoRR, 2019)

Maximizing Expected Utility for Stochastic Combinatorial Optimization Problems. - Jian Li 015; Amol Deshpande (Math. Oper. Res., 2019)

The SIGMOD 2019 Research Track Reviewing System. - Anastasia Ailamaki; Periklis Chrysogelos; Amol Deshpande; Tim Kraska (SIGMOD Rec., 2019)

Historical Graph Management. - Udayan Khurana; Amol Deshpande (Encyclopedia of Big Data Technologies, 2019)

Sypse: Privacy-first Data Management through Pseudonymization and Partitioning. - Amol Deshpande (CIDR, 2021)

Membership Inference Attacks on Lottery Ticket Networks. - Aadesh Bagmar; Shishira R. Maiya; Shruti Bidwalka; Amol Deshpande (CoRR, 2021)

Flock: A Low-Cost Streaming Query Engine on FaaS Platforms. - Gang Liao; Amol Deshpande; Daniel J. Abadi (CoRR, 2023)

To Store or Not to Store: a graph theoretical approach for Dataset Versioning. - Anxin Guo; Jingwei Li; Pattara Sukprasert; Samir Khuller; Amol Deshpande; Koyel Mukherjee (IPDPS, 2024)

Modern Techniques For Querying Graph-structured Databases. - Amine Mhedhbi; Amol Deshpande; Semih Salihoglu (Found. Trends Databases, 2024)

Optimizing Queries with Many-to-Many Joins. - Hasara Kalumin; Amol Deshpande (ICDE, 2025)

TreeCat: Standalone Catalog Engine for Large Data Systems. - Keonwoo Oh; Pooja Nilangekar; Amol Deshpande (CoRR, 2025)

Beyond Relations: A Case for Elevating to the Entity-Relationship Abstraction. - Amol Deshpande (CoRR, 2025)