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The BUDS Language for Distributed Bayesian Machine Learning

Summary: Declarative language for specifying distributed Bayesian ML algorithms; BUDS uses logical types (vectors, arrays) decoupled from their physical layout. The compiler co-optimizes data representation and concrete operation implementations (matmul, transpose, Hadamard), generating efficient, platform-aware code. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID
5303
Venue
SIGMOD
Year
2017
Pagerank
5.1124615e-05
Overall Rank
6,322 | 56.02%
DOI
10.1145/3035918.3035937

Incoming Non-self Citations Over Time

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Incoming Citations (Sorted by Pagerank)

Showing 5 of 5 citing papers.

Rank Citing Paper Year Venue Pagerank
1,532 Data Management in Machine Learning: Challenges, Techniques, and Systems 2017 SIGMOD 0.00011472681
3,277 A Layered Aggregate Engine for Analytics Workloads 2019 SIGMOD 7.2871625e-05
6,745 DistME: A Fast and Elastic Distributed Matrix Computation Engine using GPUs 2019 SIGMOD 4.9417155e-05
10,571 Quantum Data Management in the NISQ Era 2025 VLDB 4.1945683e-05
10,976 StarfishDB: a Query Execution Engine for Relational Probabilistic Programming 2024 SIGMOD 4.1945683e-05
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Outgoing Citations (Sorted by Pagerank)

Showing 13 of 13 cited papers.

Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.

Rank Cited Paper Year Venue Pagerank
16 MAGIC SETS AND OTHER STRANGE WAYS TO IMPLEMENT LOGIC PROGRAMS (Extended Abstract) 1986 PODS 0.0010066783
140 The MADlib Analytics Library or MAD Skills, the SQL 2012 VLDB 0.00042270404
318 Overview of SciDB: Large Scale Array Storage, Processing and Analysis 2010 SIGMOD 0.00027795661
658 Towards a Unified Architecture for in-RDBMS Analytics 2012 SIGMOD 0.00018506577
1,076 RIOT: I/O-Efficient Numerical Computing without SQL 2009 CIDR 0.00014248449
1,158 Simulation of Database-Valued Markov Chains Using SimSQL 2013 SIGMOD 0.0001361064
1,412 A Query Language for Multidimensional Arrays: Design, Implementation, and Optimization Techniques 1996 SIGMOD 0.00012122159
1,495 Ricardo: Integrating R and Hadoop 2010 SIGMOD 0.00011691049
1,710 Microsoft Index Tuning Wizard for SQL Server 7.0 1998 SIGMOD 0.00010807871
1,879 A Call to Order 1993 PODS 0.00010232242
2,611 Opening the Black Boxes in Data Flow Optimization 2012 VLDB 8.4536967e-05
2,818 Implicit Parallelism through Deep Language Embedding 2015 SIGMOD 8.0665558e-05
3,455 A Comparison of Platforms for Implementing and Running Very Large Scale Machine Learning Algorithms 2014 SIGMOD 7.0771839e-05
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