Amol Deshpande

Publication Activity (10 Years)

Years Active: 2000-2024
Publications (10 Years): 48

Top Venues

CoRR

Proc. VLDB Endow.

ICDE

SIGMOD Conference

Publications

Anxin Guo, Jingwei Li, Pattara Sukprasert, Samir Khuller, Amol Deshpande, Koyel Mukherjee
To Store or Not to Store: a graph theoretical approach for Dataset Versioning. CoRR (2024)
Anxin Guo, Jingwei Li, Pattara Sukprasert, Samir Khuller, Amol Deshpande, Koyel Mukherjee
To Store or Not to Store: a graph theoretical approach for Dataset Versioning. IPDPS (2024)
Gang Liao, Amol Deshpande, Daniel J. Abadi
Flock: A Low-Cost Streaming Query Engine on FaaS Platforms. CoRR (2023)
Amol Deshpande
Sypse: Privacy-first Data Management through Pseudonymization and Partitioning. CIDR (2021)
Aadesh Bagmar, Shishira R. Maiya, Shruti Bidwalka, Amol Deshpande
Membership Inference Attacks on Lottery Ticket Networks. CoRR (2021)
Anastasia Ailamaki, Periklis Chrysogelos, Amol Deshpande, Tim Kraska
The SIGMOD 2019 Research Track Reviewing System. SIGMOD Rec. 48 (2) (2019)
Jian Li, Amol Deshpande
Maximizing Expected Utility for Stochastic Combinatorial Optimization Problems. Math. Oper. Res. 44 (1) (2019)
Konstantinos Xirogiannopoulos, Amol Deshpande
Memory-Efficient Group-by Aggregates over Multi-Way Joins. CoRR (2019)
Hui Miao, Amol Deshpande
Understanding Data Science Lifecycle Provenance via Graph Segmentation and Summarization. ICDE (2019)
Theodoros Rekatsinas, Amol Deshpande, Aditya G. Parameswaran
CRUX: Adaptive Querying for Efficient Crowdsourced Data Extraction. CIKM (2019)
Hui Miao, Amol Deshpande
ProvDB: Provenance-enabled Lifecycle Management of Collaborative Data Analysis Workflows. IEEE Data Eng. Bull. 41 (4) (2018)
Lisa Singh, Amol Deshpande, Wenchao Zhou, Arindam Banerjee, Alex J. Bowers, Sorelle A. Friedler, H. V. Jagadish, George Karypis, Zoran Obradovic, Anil Vullikanti, Wangda Zuo
NSF BIGDATA PI Meeting - Domain-Specific Research Directions and Data Sets. SIGMOD Rec. 47 (3) (2018)
Hui Miao, Amol Deshpande
Understanding Data Science Lifecycle Provenance via Graph Segmentation and Summarization. CoRR (2018)
Amol Deshpande
In situ graph querying and analytics with graphgen: extended abstract. GRADES/NDA@SIGMOD/PODS (2018)
Souvik Bhattacherjee, Amol Deshpande
RStore: A Distributed Multi-Version Document Store. ICDE (2018)
Souvik Bhattacherjee, Amol Deshpande
RStore: A Distributed Multi-version Document Store. CoRR (2018)
Buwen Wu, Yongluan Zhou, Hai Jin, Amol Deshpande
Parallel SPARQL Query Optimization. ICDE (2017)
Souvik Bhattacherjee, Amol Deshpande
RStore: efficient multiversion document management in the cloud. SoCC (2017)
Konstantinos Xirogiannopoulos, Virinchi Srinivas, Amol Deshpande
GraphGen: Adaptive Graph Processing using Relational Databases. GRADES@SIGMOD/PODS (2017)
Hui Miao, Ang Li, Larry S. Davis, Amol Deshpande
ModelHub: Deep Learning Lifecycle Management. ICDE (2017)
Hui Miao, Ang Li, Larry S. Davis, Amol Deshpande
Towards Unified Data and Lifecycle Management for Deep Learning. ICDE (2017)
Hui Miao, Ang Li, Larry S. Davis, Amol Deshpande
On Model Discovery For Hosted Data Science Projects. DEEM@SIGMOD (2017)
Konstantinos Xirogiannopoulos, Amol Deshpande
Extracting and Analyzing Hidden Graphs from Relational Databases. SIGMOD Conference (2017)
Bum Jun Kwon, Virinchi Srinivas, Amol Deshpande, Tudor Dumitras
Catching Worms, Trojan Horses and PUPs: Unsupervised Detection of Silent Delivery Campaigns. NDSS (2017)
Amit Chavan, Amol Deshpande
DEX: Query Execution in a Delta-based Storage System. SIGMOD Conference (2017)
Konstantinos Xirogiannopoulos, Amol Deshpande
Extracting and Analyzing Hidden Graphs from Relational Databases. CoRR (2017)
Hui Miao, Amit Chavan, Amol Deshpande
ProvDB: Lifecycle Management of Collaborative Analysis Workflows. HILDA@SIGMOD (2017)
Da Yan, Yingyi Bu, Yuanyuan Tian, Amol Deshpande
Big Graph Analytics Platforms. Found. Trends Databases 7 (1-2) (2017)
Theodoros Rekatsinas, Amol Deshpande, Xin Luna Dong, Lise Getoor, Divesh Srivastava
SourceSight: Enabling Effective Source Selection. SIGMOD Conference (2016)
Bum Jun Kwon, Virinchi Srinivas, Amol Deshpande, Tudor Dumitras
Catching Worms, Trojan Horses and PUPs: Unsupervised Detection of Silent Delivery Campaigns. CoRR (2016)
Hui Miao, Amit Chavan, Amol Deshpande
ProvDB: A System for Lifecycle Management of Collaborative Analysis Workflows. CoRR (2016)
Abdul Quamar, Amol Deshpande
NScaleSpark: subgraph-centric graph analytics on Apache Spark. NDA@SIGMOD (2016)
Abdul Quamar, Amol Deshpande, Jimmy Lin
NScale: neighborhood-centric large-scale graph analytics in the cloud. VLDB J. 25 (2) (2016)
Da Yan, Yingyi Bu, Yuanyuan Tian, Amol Deshpande, James Cheng
Big Graph Analytics Systems. SIGMOD Conference (2016)
Michael Maddox, David Goehring, Aaron J. Elmore, Samuel Madden, Aditya G. Parameswaran, Amol Deshpande
Decibel: The Relational Dataset Branching System. Proc. VLDB Endow. 9 (9) (2016)
Hui Miao, Ang Li, Larry S. Davis, Amol Deshpande
ModelHub: Towards Unified Data and Lifecycle Management for Deep Learning. CoRR (2016)
Udayan Khurana, Amol Deshpande
Storing and Analyzing Historical Graph Data at Scale. EDBT (2016)
Jayanta Mondal, Amol Deshpande
CASQD: continuous detection of activity-based subgraph pattern queries on dynamic graphs. DEBS (2016)
Amol Deshpande, Lisa Hellerstein, Devorah Kletenik
Approximation Algorithms for Stochastic Submodular Set Cover with Applications to Boolean Function Evaluation and Min-Knapsack. ACM Trans. Algorithms 12 (3) (2016)
Konstantinos Xirogiannopoulos, Udayan Khurana, Amol Deshpande
GraphGen: Exploring Interesting Graphs in Relational Data. Proc. VLDB Endow. 8 (12) (2015)
Souvik Bhattacherjee, Amit Chavan, Silu Huang, Amol Deshpande, Aditya G. Parameswaran
Principles of Dataset Versioning: Exploring the Recreation/Storage Tradeoff. CoRR (2015)
Souvik Bhattacherjee, Amit Chavan, Silu Huang, Amol Deshpande, Aditya G. Parameswaran
Principles of Dataset Versioning: Exploring the Recreation/Storage Tradeoff. Proc. VLDB Endow. 8 (12) (2015)
Amit Chavan, Silu Huang, Amol Deshpande, Aaron J. Elmore, Samuel Madden, Aditya G. Parameswaran
Towards a unified query language for provenance and versioning. CoRR (2015)
Theodoros Rekatsinas, Amol Deshpande, Aditya G. Parameswaran
CrowdGather: Entity Extraction over Structured Domains. CoRR (2015)
Anant P. Bhardwaj, Amol Deshpande, Aaron J. Elmore, David R. Karger, Sam Madden, Aditya G. Parameswaran, Harihar Subramanyam, Eugene Wu, Rebecca Zhang
Collaborative Data Analytics with DataHub. Proc. VLDB Endow. 8 (12) (2015)
Amit Chavan, Silu Huang, Amol Deshpande, Aaron J. Elmore, Samuel Madden, Aditya G. Parameswaran
Towards a Unified Query Language for Provenance and Versioning. TaPP (2015)
Anant P. Bhardwaj, Souvik Bhattacherjee, Amit Chavan, Amol Deshpande, Aaron J. Elmore, Samuel Madden, Aditya G. Parameswaran
DataHub: Collaborative Data Science & Dataset Version Management at Scale. CIDR (2015)
Udayan Khurana, Amol Deshpande
Storing and Analyzing Historical Graph Data at Scale. CoRR (2015)
Jayanta Mondal, Amol Deshpande
EAGr: Supporting Continuous Ego-centric Aggregate Queries over Large Dynamic Graphs. CoRR (2014)
Abdul Quamar, Amol Deshpande, Jimmy Lin
NScale: Neighborhood-centric Large-Scale Graph Analytics in the Cloud. CoRR (2014)
Anant P. Bhardwaj, Souvik Bhattacherjee, Amit Chavan, Amol Deshpande, Aaron J. Elmore, Samuel Madden, Aditya G. Parameswaran
DataHub: Collaborative Data Science & Dataset Version Management at Scale. CoRR (2014)
Souvik Bhattacherjee, Amol Deshpande, Alan Sussman
PStore: an efficient storage framework for managing scientific data. SSDBM (2014)
Walaa Eldin Moustafa, Angelika Kimmig, Amol Deshpande, Lise Getoor
Subgraph pattern matching over uncertain graphs with identity linkage uncertainty. ICDE (2014)
Abdul Quamar, Amol Deshpande, Jimmy Lin
NScale: Neighborhood-centric Analytics on Large Graphs. Proc. VLDB Endow. 7 (13) (2014)
Alekh Jindal, Praynaa Rawlani, Eugene Wu, Samuel Madden, Amol Deshpande, Mike Stonebraker
VERTEXICA: Your Relational Friend for Graph Analytics! Proc. VLDB Endow. 7 (13) (2014)
K. Ashwin Kumar, Jonathan Gluck, Amol Deshpande, Jimmy Lin
Optimization Techniques for "Scaling Down" Hadoop on Multi-Core, Shared-Memory Systems. EDBT (2014)
Amol Deshpande, Lisa Hellerstein, Devorah Kletenik
Approximation Algorithms for Stochastic Boolean Function Evaluation and Stochastic Submodular Set Cover. SODA (2014)
Jayanta Mondal, Amol Deshpande
EAGr: supporting continuous ego-centric aggregate queries over large dynamic graphs. SIGMOD Conference (2014)
K. Ashwin Kumar, Abdul Quamar, Amol Deshpande, Samir Khuller
SWORD: workload-aware data placement and replica selection for cloud data management systems. VLDB J. 23 (6) (2014)
Amol Deshpande, Lisa Hellerstein, Devorah Kletenik
Approximation Algorithms for Stochastic Boolean Function Evaluation and Stochastic Submodular Set Cover CoRR (2013)
Abdul Quamar, K. Ashwin Kumar, Amol Deshpande
SWORD: scalable workload-aware data placement for transactional workloads. EDBT (2013)
Koyel Mukherjee, Samir Khuller, Amol Deshpande
Algorithms for the Thermal Scheduling Problem. IPDPS (2013)
Walaa Eldin Moustafa, Angelika Kimmig, Amol Deshpande, Lise Getoor
Subgraph Pattern Matching over Uncertain Graphs with Identity Linkage Uncertainty CoRR (2013)
K. Ashwin Kumar, Amol Deshpande, Samir Khuller
Data Placement and Replica Selection for Improving Co-location in Distributed Environments CoRR (2013)
Theodoros Rekatsinas, Amol Deshpande, Ashwin Machanavajjhala
A SPARSI: Partitioning Sensitive Data amongst Multiple Adversaries. Proc. VLDB Endow. 6 (13) (2013)
K. Ashwin Kumar, Jonathan Gluck, Amol Deshpande, Jimmy Lin
Hone: "Scaling Down" Hadoop on Shared-Memory Systems. Proc. VLDB Endow. 6 (12) (2013)
Theodoros Rekatsinas, Amol Deshpande, Ashwin Machanavajjhala
On Sharing Private Data with Multiple Non-Colluding Adversaries CoRR (2013)
Walaa Eldin Moustafa, Hui Miao, Amol Deshpande, Lise Getoor
GRDB: a system for declarative and interactive analysis of noisy information networks. SIGMOD Conference (2013)
Udayan Khurana, Amol Deshpande
HiNGE: enabling temporal network analytics at scale. SIGMOD Conference (2013)
Udayan Khurana, Amol Deshpande
Efficient snapshot retrieval over historical graph data. ICDE (2013)
Kostas Tzoumas, Amol Deshpande, Christian S. Jensen
Efficiently adapting graphical models for selectivity estimation. VLDB J. 22 (1) (2013)
Megan Monroe, Amol Deshpande
An Integer Programming Approach to Temporal Pattern Matching Queries. ICDM Workshops (2013)
Amol Deshpande, Minos N. Garofalakis, Michael I. Jordan
Efficient Stepwise Selection in Decomposable Models CoRR (2013)
Koyel Mukherjee, Samir Khuller, Amol Deshpande
Saving on cooling: the thermal scheduling problem. SIGMETRICS (2012)
Amol Deshpande, Lisa Hellerstein
Parallel pipelined filter ordering with precedence constraints. ACM Trans. Algorithms 8 (4) (2012)
Taowei David Wang, Amol Deshpande, Ben Shneiderman
A Temporal Pattern Search Algorithm for Personal History Event Visualization. IEEE Trans. Knowl. Data Eng. 24 (5) (2012)
Behnam Bahrak, Amol Deshpande, Jung-Min "Jerry" Park
Spectrum access policy reasoning for policy-based cognitive radios. Comput. Networks 56 (11) (2012)
Walaa Eldin Moustafa, Amol Deshpande, Lise Getoor
Ego-centric Graph Pattern Census. ICDE (2012)
Udayan Khurana, Amol Deshpande
Efficient Snapshot Retrieval over Historical Graph Data CoRR (2012)
Prithviraj Sen, Amol Deshpande, Lise Getoor
Bisimulation-based Approximate Lifted Inference CoRR (2012)
Theodoros Rekatsinas, Amol Deshpande, Lise Getoor
Local structure and determinism in probabilistic databases. SIGMOD Conference (2012)
Jayanta Mondal, Amol Deshpande
Managing large dynamic graphs efficiently. SIGMOD Conference (2012)
Jian Li, Barna Saha, Amol Deshpande
A unified approach to ranking in probabilistic databases. VLDB J. 20 (2) (2011)
Walaa Eldin Moustafa, Galileo Namata, Amol Deshpande, Lise Getoor
Declarative analysis of noisy information networks. ICDE Workshops (2011)
Amol Deshpande, Samir Khuller, Azarakhsh Malekian, Mohammed Toossi
Energy Efficient Monitoring in Sensor Networks. Algorithmica 59 (1) (2011)
Bhargav Kanagal, Jian Li, Amol Deshpande
Sensitivity analysis and explanations for robust query evaluation in probabilistic databases. SIGMOD Conference (2011)
Jian Li, Amol Deshpande
Maximizing Expected Utility for Stochastic Combinatorial Optimization Problems. FOCS (2011)
Kostas Tzoumas, Amol Deshpande, Christian S. Jensen
Lightweight Graphical Models for Selectivity Estimation Without Independence Assumptions. Proc. VLDB Endow. 4 (11) (2011)
Jian Li, Amol Deshpande, Samir Khuller
On Computing Compression Trees for Data Collection in Wireless Sensor Networks. INFOCOM (2010)
Amol Deshpande
Increasing representational power and scaling reasoning in probabilistic databases. ICDT (2010)
Jian Li, Amol Deshpande
Ranking Continuous Probabilistic Datasets. Proc. VLDB Endow. 3 (1) (2010)
Prithviraj Sen, Amol Deshpande, Lise Getoor
Read-Once Functions and Query Evaluation in Probabilistic Databases. Proc. VLDB Endow. 3 (1) (2010)
Bhargav Kanagal, Amol Deshpande
Lineage processing over correlated probabilistic databases. SIGMOD Conference (2010)
Kostas Tzoumas, Amol Deshpande, Christian S. Jensen
Sharing-Aware Horizontal Partitioning for Exploiting Correlations During Query Processing. Proc. VLDB Endow. 3 (1) (2010)
Jian Li, Amol Deshpande
Utility Maximization under Uncertainty CoRR (2010)
Jian Li, Amol Deshpande, Samir Khuller
Minimizing Communication Cost in Distributed Multi-query Processing. ICDE (2009)
Prithviraj Sen, Amol Deshpande, Lise Getoor
PrDB: managing and exploiting rich correlations in probabilistic databases. VLDB J. 18 (5) (2009)
Jian Li, Barna Saha, Amol Deshpande
A Unified Approach to Ranking in Probabilistic Databases CoRR (2009)
Jian Li, Barna Saha, Amol Deshpande
A Unified Approach to Ranking in Probabilistic Databases. Proc. VLDB Endow. 2 (1) (2009)
Prithviraj Sen, Amol Deshpande, Lise Getoor
Bisimulation-based Approximate Lifted Inference. UAI (2009)

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Publication Activity (10 Years)

Top Topics

Top Venues

Amol Deshpande