Bias Correction in Classification Tree Construction. - Alin Dobra; Johannes Gehrke (ICML, 2001)

SECRET: a scalable linear regression tree algorithm. - Alin Dobra; Johannes Gehrke (KDD, 2002)

Processing complex aggregate queries over data streams. - Alin Dobra; Minos N. Garofalakis; Johannes Gehrke; Rajeev Rastogi (SIGMOD Conference, 2002)

Gossip-Based Computation of Aggregate Information. - David Kempe 001; Alin Dobra; Johannes Gehrke (FOCS, 2003)

Scalable Classification and Regression Tree Construction. - Alin Dobra (2003)

Sketch-Based Multi-query Processing over Data Streams. - Alin Dobra; Minos N. Garofalakis; Johannes Gehrke; Rajeev Rastogi (EDBT, 2004)

Histograms revisited: when are histograms the best approximation method for aggregates over joins? - Alin Dobra (PODS, 2005)

A Disk-Based Join With Probabilistic Guarantees. - Chris Jermaine; Alin Dobra; Subramanian Arumugam 002; Shantanu Joshi 001; Abhijit Pol (SIGMOD Conference, 2005)

Online Estimation For Subset-Based SQL Queries. - Chris Jermaine; Alin Dobra; Abhijit Pol; Shantanu Joshi 001 (VLDB, 2005)

Fast range-summable random variables for efficient aggregate estimation. - Florin Rusu; Alin Dobra (SIGMOD Conference, 2006)

The Sort-Merge-Shrink join. - Chris Jermaine; Alin Dobra; Subramanian Arumugam 002; Shantanu Joshi 001; Abhijit Pol (ACM Trans. Database Syst., 2006)

Multiple-Choice Random Network for Server Load Balancing. - Ye Xia 001; Alin Dobra; Seung Chul Han (INFOCOM, 2007)

Statistical analysis of sketch estimators. - Florin Rusu; Alin Dobra (SIGMOD Conference, 2007)

Pseudo-random number generation for sketch-based estimations. - Florin Rusu; Alin Dobra (ACM Trans. Database Syst., 2007)

The DBO database system. - Florin Rusu; Fei Xu; Luis Leopoldo Perez; Mingxi Wu; Ravi Jampani; Chris Jermaine; Alin Dobra (SIGMOD Conference, 2008)

Scalable approximate query processing with the DBO engine. - Chris Jermaine; Subramanian Arumugam 002; Abhijit Pol; Alin Dobra (ACM Trans. Database Syst., 2008)

Sketches for size of join estimation. - Florin Rusu; Alin Dobra (ACM Trans. Database Syst., 2008)

Confidence bounds for sampling-based group by estimates. - Fei Xu; Christopher M. Jermaine; Alin Dobra (ACM Trans. Database Syst., 2008)

Aggregation methods for large-scale sensor networks. - Laukik Chitnis; Alin Dobra; Sanjay Ranka (ACM Trans. Sens. Networks, 2008)

Sketching Sampled Data Streams. - Florin Rusu; Alin Dobra (ICDE, 2009)

Multi-query optimization for sketch-based estimation. - Alin Dobra; Minos N. Garofalakis; Johannes Gehrke; Rajeev Rastogi (Inf. Syst., 2009)

Fault tolerant aggregation in heterogeneous sensor networks. - Laukik Chitnis; Alin Dobra; Sanjay Ranka (J. Parallel Distributed Comput., 2009)

Analyzing the techniques that improve fault tolerance of aggregation trees in sensor networks. - Laukik Chitnis; Alin Dobra; Sanjay Ranka (J. Parallel Distributed Comput., 2009)

Turbo-Charging Estimate Convergence in DBO. - Alin Dobra; Chris Jermaine; Florin Rusu; Fei Xu (Proc. VLDB Endow., 2009)

Semi-analytical method for analyzing models and model selection measures based on moment analysis. - Amit Dhurandhar; Alin Dobra (ACM Trans. Knowl. Discov. Data, 2009)

AMS Sketch. - Alin Dobra (Encyclopedia of Database Systems, 2009)

Decision Tree Classification. - Alin Dobra (Encyclopedia of Database Systems, 2009)

Decision Trees. - Alin Dobra (Encyclopedia of Database Systems, 2009)

The DataPath system: a data-centric analytic processing engine for large data warehouses. - Subi Arumugam; Alin Dobra; Christopher M. Jermaine; Niketan Pansare; Luis Leopoldo Perez (SIGMOD Conference, 2010)

Uncertain interactions affect degree distribution of biological networks. - Andrei Todor; Alin Dobra; Tamer Kahveci (BIBM, 2012)

Distribution-free bounds for relational classification. - Amit Dhurandhar; Alin Dobra (Knowl. Inf. Syst., 2012)

GLADE: a scalable framework for efficient analytics. - Florin Rusu; Alin Dobra (ACM SIGOPS Oper. Syst. Rev., 2012)

PReach: Reachability in Probabilistic Signaling Networks. - Haitham Gabr; Andrei Todor; Helia Zandi; Alin Dobra; Tamer Kahveci (BCB, 2013)

Reachability analysis in large probabilistic biological networks. - Andrei Todor; Haitham Gabr; Alin Dobra; Tamer Kahveci (BCB, 2013)

From Uncertain Protein Interaction Networks to Signaling Pathways Through Intensive Color Coding. - Haitham Gabr; Alin Dobra; Tamer Kahveci (Pacific Symposium on Biocomputing, 2013)

Making massive probabilistic databases practical. - Andrei Todor; Alin Dobra; Tamer Kahveci; Christopher Dudley (CoRR, 2013)

Histograms as statistical estimators for aggregate queries. - Lixia Chen; Alin Dobra (Inf. Syst., 2013)

Probabilistic characterization of nearest neighbor classifier. - Amit Dhurandhar; Alin Dobra (Int. J. Mach. Learn. Cybern., 2013)

A Sampling Algebra for Aggregate Estimation. - Supriya Nirkhiwale; Alin Dobra; Christopher M. Jermaine (Proc. VLDB Endow., 2013)

Probabilistic Biological Network Alignment. - Andrei Todor; Alin Dobra; Tamer Kahveci (IEEE ACM Trans. Comput. Biol. Bioinform., 2013)

Characterizing the Topology of Probabilistic Biological Networks. - Andrei Todor; Alin Dobra; Tamer Kahveci (IEEE ACM Trans. Comput. Biol. Bioinform., 2013)

Large scale analysis of signal reachability. - Andrei Todor; Haitham Gabr; Alin Dobra; Tamer Kahveci (Bioinform., 2014)

Estimating reachability in dense biological networks. - Haitham Gabr; Alin Dobra; Tamer Kahveci (BCB, 2015)

Counting motifs in probabilistic biological networks. - Andrei Todor; Alin Dobra; Tamer Kahveci (BCB, 2015)

UDA-GIST: An In-database Framework to Unify Data-Parallel and State-Parallel Analytics. - Kun Li; Daisy Zhe Wang; Alin Dobra; Christopher Dudley (Proc. VLDB Endow., 2015)

Reachability Analysis in Probabilistic Biological Networks. - Haitham Gabr; Andrei Todor; Alin Dobra; Tamer Kahveci (IEEE ACM Trans. Comput. Biol. Bioinform., 2015)

Sketch-Based Multi-Query Processing over Data Streams. - Alin Dobra; Minos N. Garofalakis; Johannes Gehrke; Rajeev Rastogi (Data Stream Management, 2016)

Retrofitting Applications with Provenance-Based Security Monitoring. - Adam Bates 001; Kevin R. B. Butler; Alin Dobra; Bradley Reaves; Patrick T. Cable II; Thomas Moyer; Nabil Schear (CoRR, 2016)

Transparent Web Service Auditing via Network Provenance Functions. - Adam Bates 001; Wajih Ul Hassan; Kevin R. B. Butler; Alin Dobra; Bradley Reaves; Patrick T. Cable II; Thomas Moyer; Nabil Schear (WWW, 2017)

In-database batch and query-time inference over probabilistic graphical models using UDA-GIST. - Kun Li; Xiaofeng Zhou 003; Daisy Zhe Wang; Christan Earl Grant; Alin Dobra; Christopher Dudley (VLDB J., 2017)

AMS Sketch. - Alin Dobra (Encyclopedia of Database Systems (2nd ed.), 2018)

Decision Tree Classification. - Alin Dobra (Encyclopedia of Database Systems (2nd ed.), 2018)

Decision Trees. - Alin Dobra (Encyclopedia of Database Systems (2nd ed.), 2018)

Finding Conserved Patterns in Multilayer Networks. - Yuanfang Ren; Aisharjya Sarkar; Ahmet Ay; Alin Dobra; Tamer Kahveci (BCB, 2019)

Characterizing building blocks of resource constrained biological networks. - Yuanfang Ren; Ahmet Ay; Alin Dobra; Tamer Kahveci (BMC Bioinform., 2019)

Identification of co-existing embeddings of a motif in multilayer networks. - Yuanfang Ren; Aisharjya Sarkar; Aysegul Bumin; Kejun Huang; Pierangelo Veltri; Alin Dobra; Tamer Kahveci (BCB, 2022)

Optimal separation of high dimensional transcriptome for complex multigenic traits. - Aisharjya Sarkar; Aaditya Singh; Richard Bailey; Alin Dobra; Tamer Kahveci (BCB, 2022)

Pattern Discovery in Multilayer Networks. - Yuanfang Ren; Aisharjya Sarkar; Pierangelo Veltri; Ahmet Ay; Alin Dobra; Tamer Kahveci (IEEE ACM Trans. Comput. Biol. Bioinform., 2022)

Optimal Supervised Reduction of High Dimensional Transcription Data. - Richard Bailey; Aisharjya Sarkar; Aaditya Singh; Alin Dobra; Tamer Kahveci (IEEE ACM Trans. Comput. Biol. Bioinform., 2023)