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1word2vec, LDA, and introducing a new hybrid algorithm: lda2vec
Available with notes: http://de.slideshare.net/ChristopherMoody3/word2vec-lda-and-introducing-a-new-hybrid-algorithm-lda2vec (Data Day 2016) Standard natural …
9 years ago by @hotho
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toread
lda
*****
word2vec
lda2vec
toreadlda*****word2veclda2vec
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2Evaluation Methods for Topic Models - evaluation.pdf
http://people.cs.umass.edu/~wallach/talks/evaluation.pdf
12 years ago by @hotho
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evaluation
topic
lda
model
evaluationtopicldamodel
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2RohitParimi2010.pdf
http://krex.k-state.edu/dspace/bitstream/handle/2097/4624/RohitParimi2010.pdf?sequence=5
12 years ago by @hotho
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toread
lda
prediction
link
toreadldapredictionlink
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1Package ‘topicmodels’
http://cran.r-project.org/web/packages/topicmodels/topicmodels.pdf
13 years ago by @folke
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R
models
implementation
topic
lda
gnu
Rmodelsimplementationtopicldagnu
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4GibbsLDA++: A C/C++ Implementation of Latent Dirichlet Allocation (LDA) using Gibbs Sampling for Parameter Estimation and Inference
http://gibbslda.sourceforge.net/
15 years ago by @folke
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1Porteous et al. (2008) Fast Collapsed Gibbs Sampling for Latent Dirichlet Allocation « LingPipe Blog
http://lingpipe-blog.com/2009/01/22/porteous-et-al-2008-fast-collapsed-gibbs-sampling-for-latent-dirichlet-allocation/
16 years ago by @folke
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samplingldagibbsexample
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4Latent Dirichlet Allocation in C
http://www.cs.princeton.edu/~blei/lda-c/
16 years ago by @folke
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variational
c
implementation
em
lda
variationalcimplementationemlda
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1Link-PLSA-LDA: A new unsupervised model for topics and influence of blogs
http://videolectures.net/icwsm08_nallapati_plsa/
16 years ago by @folke
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clustering
lda
plsa
clusteringldaplsa
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1beyond_bag-of-words.pdf (application/pdf Object)
http://www.cs.umass.edu/~wallach/talks/beyond_bag-of-words.pdf
16 years ago by @folke
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overview
slides
topic
lda
model
overviewslidestopicldamodel
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4Topic Modeling Toolbox
http://psiexp.ss.uci.edu/research/programs_data/toolbox.htm
17 years ago by @hotho
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matlab
lda
toolbox
matlabldatoolbox
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2On an equivalence between PLSI and LDA
M. Girolami, and A. Kabán. Proceedings of the 26th annual international ACM SIGIR conference on Research and development in informaion retrieval, page 433--434. ACM, (2003)
14 years ago by @folke
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plsi
lda
theory
plsildatheory
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12Latent dirichlet allocation for tag recommendation
R. Krestel, P. Fankhauser, and W. Nejdl. Proceedings of the third ACM conference on Recommender systems, page 61--68. New York, NY, USA, ACM, (2009)
14 years ago by @folke
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tag
warwick
lda
recommender
tagwarwickldarecommender
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2Modeling relational events via latent classes
C. DuBois, and P. Smyth. (2010)
15 years ago by @folke
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detection
latent
two-mode
lda
sunbelt
gibbs
community
detectionlatenttwo-modeldasunbeltgibbscommunity
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2Community-Based Ranking of the Social Web
S. Kashoob, J. Caverlee, and K. Kamath. Proceedings of the 21st ACM conference on Hypertext and hypermedia, (2010)
15 years ago by @folke
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detection
lda
ranking
delicious
community
detectionldarankingdeliciouscommunity
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10Hierarchical dirichlet processes
Y. Teh, M. Jordan, M. Beal, and D. Blei. Journal of the American Statistical Association, 101 (476): 1566--1581 (2006)
16 years ago by @folke
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bayesian
dirichlet
hierarchical
lda
gibbs
bayesiandirichlethierarchicalldagibbs
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5Fast collapsed Gibbs sampling for latent Dirichlet allocation
I. Porteous, D. Newman, A. Ihler, A. Asuncion, P. Smyth, and M. Welling. KDD '08: Proceeding of the 14th ACM SIGKDD international conference on Knowledge discovery and data mining, page 569--577. New York, NY, USA, ACM, (2008)
16 years ago by @folke
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sampling
lda
gibbs
samplingldagibbs
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14Finding scientific topics
T. Griffiths, and M. Steyvers. Proceedings of the National Academy of Sciences, 101 (Suppl. 1): 5228-5235 (April 2004)
16 years ago by @folke
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models
sampling
topic
lda
gibbs
modelssamplingtopicldagibbs
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16The author-topic model for authors and documents
M. Rosen-Zvi, T. Griffiths, M. Steyvers, and P. Smyth. (2004)
16 years ago by @folke
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extension
author
lda
extensionauthorlda
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12Probabilistic Author-Topic models for information discovery
M. Steyvers, P. Smyth, M. Rosen-Zvi, and T. Griffiths. The Tenth ACM SIGKDD International Conference on Knowledge Discovery and Data Mining, (2004)
16 years ago by @folke
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extension
author
lda
extensionauthorlda
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2Rao-Blackwellisation of Sampling Schemes
G. Casella, and C. Robert. Biometrika, 83 (1): 81-94 (March 1996)
16 years ago by @folke
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sampling
lda
gibbs
samplingldagibbs
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3Collapsed Variational Inference for HDP
Y. Teh, K. Kurihara, and M. Welling. Advances in Neural Information Processing Systems, 20, (2008)
16 years ago by @folke
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variational
bayesian
inference
collapsed
hierachical
lda
variationalbayesianinferencecollapsedhierachicallda
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4A Collapsed Variational Bayesian Inference Algorithm for Latent Dirichlet Allocation
Y. Teh, D. Newman, and M. Welling. Advances in Neural Information Processing Systems, 19, (2007)
16 years ago by @folke
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variational
inference
collapsed
lda
variationalinferencecollapsedlda
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3Latent Dirichlet Co-Clustering
M. Shafiei, and E. Milios. ICDM '06: Proceedings of the Sixth International Conference on Data Mining, page 542--551. Washington, DC, USA, IEEE Computer Society, (2006)
16 years ago by @folke
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co-clustering
models
clustering
topic
lda
co-clusteringmodelsclusteringtopiclda
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2Topic and role discovery in social networks with experiments on enron and academic email
A. McCallum, X. Wang, and A. Corrada-Emmanuel. Journal of Artificial Intelligence Research, (2007)
16 years ago by @folke
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models
sampling
topic
lda
gibbs
modelssamplingtopicldagibbs
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5Inference of population structure using multilocus genotype data
J. Pritchard, M. Stephens, and P. Donnelly. Genetics, 155 (2): 945 (2000)
16 years ago by @folke
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sampler
collapsed
lda
gibbs
non
plsa
samplercollapsedldagibbsnonplsa
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5Markov chain sampling methods for Dirichlet process mixture models
R. Neal. Journal of computational and graphical statistics, (2000)
16 years ago by @folke
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carlo
sampling
monte
lda
gibbs
markov
carlosamplingmonteldagibbsmarkov
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3Latent Semantic Analysis: A Road to Meaning
M. Steyvers, and T. Griffiths. chapter Probabilistic topic models, Laurence Erlbaum, (2007)
16 years ago by @folke
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models
topic
lsa
lda
introduction
modelstopiclsaldaintroduction
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2Markov Chain Monte Carlo and Gibbs Sampling
B. Walsh. (April 2004)
16 years ago by @folke
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estimation
carlo
parameter
sampling
monte
lda
gibbs
markov
estimationcarloparametersamplingmonteldagibbsmarkov
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2Applying latent dirichlet allocation to group discovery in large graphs
K. Henderson, and T. Eliassi-Rad. SAC '09: Proceedings of the 2009 ACM symposium on Applied Computing, page 1456--1461. New York, NY, USA, ACM, (2009)
16 years ago by @folke
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detection
lda
community
detectionldacommunity
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2Gibbs sampling in the generative model of Latent Dirichlet Allocation
T. Griffiths. Stanford University, (2002)
16 years ago by @folke
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estimation
parameter
sampling
lda
gibbs
estimationparametersamplingldagibbs
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BibSonomy

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1word2vec, LDA, and introducing a new hybrid algorithm: lda2vec

2Evaluation Methods for Topic Models - evaluation.pdf

2RohitParimi2010.pdf

1Package ‘topicmodels’

4GibbsLDA++: A C/C++ Implementation of Latent Dirichlet Allocation (LDA) using Gibbs Sampling for Parameter Estimation and Inference

1Porteous et al. (2008) Fast Collapsed Gibbs Sampling for Latent Dirichlet Allocation « LingPipe Blog

4Latent Dirichlet Allocation in C

1Link-PLSA-LDA: A new unsupervised model for topics and influence of blogs

1beyond_bag-of-words.pdf (application/pdf Object)

4Topic Modeling Toolbox

publications (hide)52
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2On an equivalence between PLSI and LDA

12Latent dirichlet allocation for tag recommendation

2Modeling relational events via latent classes

2Community-Based Ranking of the Social Web

10Hierarchical dirichlet processes

5Fast collapsed Gibbs sampling for latent Dirichlet allocation

14Finding scientific topics

16The author-topic model for authors and documents

12Probabilistic Author-Topic models for information discovery

2Rao-Blackwellisation of Sampling Schemes

3Collapsed Variational Inference for HDP

4A Collapsed Variational Bayesian Inference Algorithm for Latent Dirichlet Allocation

3Latent Dirichlet Co-Clustering

2Topic and role discovery in social networks with experiments on enron and academic email

5Inference of population structure using multilocus genotype data

5Markov chain sampling methods for Dirichlet process mixture models

3Latent Semantic Analysis: A Road to Meaning

2Markov Chain Monte Carlo and Gibbs Sampling

2Applying latent dirichlet allocation to group discovery in large graphs

2Gibbs sampling in the generative model of Latent Dirichlet Allocation

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