An Architecture for Parallel Topic Models

Summary: Parallel topic-model sampling on a workstation cluster; scales to hundreds of millions of documents and thousands of topics. Distributed key-value state sharing removes separate sync phases; disk, CPU, and network work in parallel; extendable to n-grams and hierarchies. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID: 10309
Venue: VLDB
Year: 2010
Pagerank: 0.00018146809
Overall Rank: 452 | 96.91%
DOI: 10.14778/1920841.1920931

Incoming Non-self Citations Over Time

Authors

1. Alexander Smola (Australian National University; Yahoo)
2. Shravan Narayanamurthy (Yahoo)

BibTeX Citation

@article{smola_vldb10,
        title = {{An Architecture for Parallel Topic Models}},
        author = {Smola, Alexander and Narayanamurthy, Shravan},
        journal = {PVLDB},
        series = {{VLDB} '10},
        volume = {3},
        number = {1},
        pages = {703--710},
        doi = {10.14778/1920841.1920931},
        url = {https://doi.org/10.14778/1920841.1920931},
        year = {2010}
}

Incoming Citations (Sorted by Pagerank)

Showing 19 of 19 citing papers.

Rank	Citing Paper	Year	Venue	Pagerank
20	Distributed GraphLab: A Framework for Machine Learning and Data Mining in the Cloud	2012	VLDB	0.00056944564
993	Simulation of Database-Valued Markov Chains Using SimSQL	2013	SIGMOD	0.00012789598
1,150	DimmWitted: A Study of Main-Memory Statistical Analytics	2014	VLDB	0.00011943462
2,162	Heterogeneity-aware Distributed Parameter Servers	2017	SIGMOD	9.0581831e-05
2,370	Declarative Recursive Computation on an RDBMS or, Why You Should Use a Database For Distributed Machine Learning	2019	VLDB	8.6795925e-05
2,615	NOMAD: Non-locking, stOchastic Multi-machine algorithm for Asynchronous and Decentralized matrix completion	2014	VLDB	8.340186e-05
2,693	FlexPS: Flexible Parallelism Control in Parameter Server Architecture	2018	VLDB	8.247004e-05
3,601	TopoX: Topology Refactorization for Efficient Graph Partitioning and Processing	2019	VLDB	7.27018e-05
3,714	Large-Scale Machine Learning at Twitter	2012	SIGMOD	7.1764857e-05
3,789	Husky: Towards a More Efficient and Expressive Distributed Computing Framework	2016	VLDB	7.1240627e-05
3,952	Towards High-Throughput Gibbs Sampling at Scale: A Study across Storage Managers	2013	SIGMOD	6.9967272e-05
6,022	NuPS: A Parameter Server for Machine Learning with Non-Uniform Parameter Access	2022	SIGMOD	6.0046123e-05
6,519	Dynamic Parameter Allocation in Parameter Servers	2020	VLDB	5.8536062e-05
7,687	ExDRa: Exploratory Data Science on Federated Raw Data	2021	SIGMOD	5.5671645e-05
8,334	Just Move It! Dynamic Parameter Allocation in Action	2021	VLDB	5.4518674e-05
11,999	LDA*: A Robust and Large-scale Topic Modeling System	2017	VLDB	5.093636e-05
12,001	Runtime Optimization of Join Location in Parallel Data Management Systems	2017	VLDB	5.093636e-05
12,022	Toward High-Performance Distributed Stream Processing via Approximate Fault Tolerance	2017	VLDB	5.093636e-05
12,035	Topic Exploration in Spatio-Temporal Document Collections	2016	SIGMOD	5.093636e-05

Outgoing Citations (Sorted by Pagerank)

Showing 0 of 0 cited papers.

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

Rank	Cited Paper	Year	Venue	Pagerank

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4	11,188	Language-Model Based Informed Partition of Databases to Speed Up Pattern Mining	2024	SIGMOD
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6	1,119	Latent Semantic Indexing: A Probabilistic Analysis	1998	PODS
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8	6,969	WarpLDA: a Cache Efficient O(1) Algorithm for Latent Dirichlet Allocation	2016	VLDB
9	13,529	Scalable Training of Hierarchical Topic Models	2018	VLDB
10	11,999	LDA*: A Robust and Large-scale Topic Modeling System	2017	VLDB