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lines changed Original file line number Diff line number Diff line change 2727namespace Microsoft . ML . Runtime . TextAnalytics
2828{
2929 /// <summary>
30- /// The latent Dirichlet allocation (LDA) transform.
31- /// http://arxiv.org/abs/1412.1576
30+ /// LightLDA transform: Big Topic Models on Modest Compute Clusters.
31+ /// <see href="http://arxiv.org/abs/1412.1576">LightLDA</see> is an implementation of Latent Dirichlet Allocation (LDA).
32+ /// Previous implementations of LDA such as SparseLDA or AliasLDA allow to achieve massive data and model scales,
33+ /// for example models with tens of billions of parameters to be inferred from billions of documents.
34+ /// However this requires using a cluster of thousands of machines with all ensuing costs to setup and maintain.
35+ /// LightLDA solves this problem in a more cost-effective manner by providing an implementation
36+ /// that is efficient enough for modest clusters with at most tens of machines...
37+ /// For more details please see original LightLDA paper:
38+ /// http://arxiv.org/abs/1412.1576
39+ /// http://www.www2015.it/documents/proceedings/proceedings/p1351.pdf
40+ /// and open source implementation:
41+ /// https://github.com/Microsoft/LightLDA
42+ ///
43+ /// See <a href="https://github.com/dotnet/machinelearning/blob/master/test/Microsoft.ML.TestFramework/DataPipe/TestDataPipe.cs"/>
44+ /// for an example on how to use LdaTransform.
3245 /// </summary>
3346 public sealed class LdaTransform : OneToOneTransformBase
3447 {
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