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1What is amortized variational inference? - Quora
https://www.quora.com/What-is-amortized-variational-inference#:~:text=Amortizing%20Posterior%20Inference,of%20the%20approximate%20posterior%20distribution.
6 лет назад , @becker
variational
modeling
vi
inference
neural
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amortized
model
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network
variationalmodelingviinferenceneuralbayesamortizedmodelelbonetwork
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1Hyperspherical VAE | Nicola De Cao
https://nicola-decao.github.io/s-vae.html
6 лет назад , @becker
variational
bayesian
autoencoder
auto
bayes
vae
afcs
encoder
model
generative
variationalbayesianautoencoderautobayesvaeafcsencodermodelgenerative
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1Generalized log likelihood ratio test for non-nested models - Cross Validated
https://stats.stackexchange.com/questions/110038/generalized-log-likelihood-ratio-test-for-non-nested-models
8 лет назад , @becker
bayesian
comparison
frequentist
bayes
mixedtrails
likelihood
model
diss
nested
non
bayesiancomparisonfrequentistbayesmixedtrailslikelihoodmodeldissnestednon
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1Felix Schönbrodt's blog
http://www.nicebread.de/what-does-a-bayes-factor-feel-like/
8 лет назад , @becker
bayesian
comparison
visualization
examples
bayes
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factor
table
bayesiancomparisonvisualizationexamplesbayesillustrationinterpretationmodelfactortable
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1NPBayesHMM/QuickStartGuide.md at master · michaelchughes/NPBayesHMM
https://github.com/michaelchughes/NPBayesHMM/blob/master/doc/QuickStartGuide.md
8 лет назад , @becker
code
github
implementation
hmm
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emily
fox
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markov
codegithubimplementationhmmhiddensourcenonemilyfoxbayesparametricmodelmarkov
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1ThomasBrouwer/BNMTF_ARD: Comparative Study of Inference Methods for Bayesian Nonnegative Matrix Factorisation
https://github.com/ThomasBrouwer/BNMTF_ARD
8 лет назад , @becker
bayesian
code
inference
tri
gibbs
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factorization
ecml
selection
2017
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factor
bayesiancodeinferencetrigibbsmatrixfactorizationecmlselection2017bayesmodelfactor
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1posterior predictive distributions of Bayes factors | Xi'an's Og
https://xianblog.wordpress.com/2014/10/08/posterior-predictive-distributions-of-bayes-factors/
9 лет назад , @becker
comparison
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1BayesFactor: Software for Bayesian inference: Multiple Comparisons with BayesFactor, Part 1
http://bayesfactor.blogspot.de/2015/01/multiple-comparisons-with-bayesfactor-1.html
9 лет назад , @becker
comparison
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comparisonfdrferonibayesbinmultiplemixedtrailsmodelfactor
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1Bayesian inference completely solves the multiple comparisons problem - Statistical Modeling, Causal Inference, and Social Science
http://andrewgelman.com/2016/08/22/bayesian-inference-completely-solves-the-multiple-comparisons-problem/
9 лет назад , @becker
bon
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1In one of life's horrible ironies, I wrote a paper "Why we (usually) don't have to worry about multiple comparisons" but now I spend lots of time worrying about multiple comparisons - Statistical Modeling, Causal Inference, and Social Science
http://andrewgelman.com/2014/10/14/one-lifes-horrible-ironies-wrote-paper-usually-dont-worry-multiple-comparisons-now-spend-lots-time-worrying-multiple-comparisons/
9 лет назад , @becker
bon
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gelman
boncomparisonfdrferonibayesmultiplemodelfactorgelman
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1David Bamman
* A Bayesian Mixed Effects Model of Literary Character
9 лет назад , @becker
bayesian
latent
kallimachos
bayes
model
generative
bayesianlatentkallimachosbayesmodelgenerative
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1Bayesian Model Comparison
http://astro.ic.ac.uk/sites/default/files/ICIC_Workshop_Roberto.pdf
10 лет назад , @becker
slides
bayesian
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bayes
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model
slidesbayesiancomparisonlatenttrailsbayesworkshoptutorialmodel
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2Stan: Project Home Page
Stan modeling language and C++ library for Bayesian inference. NUTS adaptive HMC (MCMC) sampling, automatic differentiation, R, shell interfaces. Gelman.
11 лет назад , @schwemmlein
framework
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frameworkbayesiancodebayesprobabilistictopicmcmcldamodel
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публикации (спрятать)26
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1Temporal state change Bayesian networks for modeling of evolving multivariate state sequences: model, structure discovery and parameter estimation
A. Mrowca, F. Gyrock, и S. Günnemann. Data Mining and Knowledge Discovery, (2021)
4 лет назад , @becker
sequence
bayesian
modeling
bayes
discovery
multivariate
model
network
temporal
sequencebayesianmodelingbayesdiscoverymultivariatemodelnetworktemporal
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1Inference attacks on genomic data based on probabilistic graphical models
Z. He, и J. Zhou. Big Data Mining and Analytics, 3 (3): 225--233 (2020)
5 лет назад , @becker
Bayesian
inference
privacy
probabilistic
Bayes
attack
model
generative
BayesianinferenceprivacyprobabilisticBayesattackmodelgenerative
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2Hyperspherical Variational Auto-Encoders
T. Davidson, L. Falorsi, N. De Cao, T. Kipf, и J. Tomczak. 34th Conference on Uncertainty in Artificial Intelligence (UAI-18), (2018)
6 лет назад , @becker
variational
bayesian
autoencoder
auto
related
bayes
work
vae
afcs
encoder
model
generative
variationalbayesianautoencoderautorelatedbayesworkvaeafcsencodermodelgenerative
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1Single-Cell Data Analysis Using MMD Variational Autoencoder for a More Informative Latent Representation
C. Zhang. bioRxiv, (2019)
6 лет назад , @becker
bayesian
auto
bayes
vae
afcs
encoder
model
veriation
singel
generative
cell
cytof
bayesianautobayesvaeafcsencodermodelveriationsingelgenerativecellcytof
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5Air Trails--Urban Air Quality Campaign Exploration Patterns
M. Becker, F. Lautenschlager, и A. Hotho. Proceedings of VGI-ALIVE 2018 Workshop, colocated with AGILE 2018, (2018)
7 лет назад , @becker
hyptrails
myown
bayesian
comparison
bayes
mixedtrails
everyaware
air
p2map
model
eva
hyptrailsmyownbayesiancomparisonbayesmixedtrailseveryawareairp2mapmodeleva
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4A collapsed variational Bayesian inference algorithm for latent Dirichlet allocation
Y. Teh, D. Newman, и M. Welling. Advances in neural information processing systems, стр. 1353--1360. (2007)
8 лет назад , @becker
bayes
graphical
hierarchical
citedby:scholar:count:462
lda
model
citedby:scholar:timestamp:2018-4-4
network
bayesgraphicalhierarchicalcitedby:scholar:count:462ldamodelcitedby:scholar:timestamp:2018-4-4network
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1On the Bayesian” Occam factors” argument for Occam’s razor
D. Wolpert, и others. Computational learning theory and natural learning systems III, T. Petsche et al.(eds), (1995)
8 лет назад , @becker
occam
bayesian
comparison
toread
bayes
citedby:scholar:count:14
citedby:scholar:timestamp:2018-3-21
razor
model
occams
factor
occambayesiancomparisontoreadbayescitedby:scholar:count:14citedby:scholar:timestamp:2018-3-21razormodeloccamsfactor
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1Bayesian nonparametric hidden Markov models
J. Van Gael. University of Cambridge, (2012)
8 лет назад , @becker
thesis
bayesian
bayes
hidden
parametric
model
nonparametric
non
markov
thesisbayesianbayeshiddenparametricmodelnonparametricnonmarkov
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4Bayesian nonparametric hidden semi-Markov models
M. Johnson, и A. Willsky. Journal of Machine Learning Research, 14 (Feb): 673--701 (2013)
8 лет назад , @becker
bayesian
time4all
citedby:scholar:count:182
hidden
nonparametric
non
bayes
series
unsupervised
parametric
semi
time
model
markov
citedby:scholar:timestamp:2018-3-13
bayesiantime4allcitedby:scholar:count:182hiddennonparametricnonbayesseriesunsupervisedparametricsemitimemodelmarkovcitedby:scholar:timestamp:2018-3-13
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11Mining Subgroups with Exceptional Transition Behavior
F. Lemmerich, M. Becker, P. Singer, D. Helic, A. Hotho, и M. Strohmaier. Proceedings of the 22Nd ACM SIGKDD International Conference on Knowledge Discovery and Data Mining, стр. 965--974. New York, NY, USA, ACM, (2016)
8 лет назад , @becker
myown
chain
exceptional
discovery
kdd
p21
transition
hyptrails
project:2023-tracking
cv
mining
diss:allmypubs
markov
subgroup
emm
diss
subgroups
inthesis
navigation
bayes
model
human
factor
behavior
selected
myownchainexceptionaldiscoverykddp21transitionhyptrailsproject:2023-trackingcvminingdiss:allmypubsmarkovsubgroupemmdisssubgroupsinthesisnavigationbayesmodelhumanfactorbehaviorselected
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1Modeling Aspects of Human Trails on the Web
P. Singer. Graz University of Technology, (2014)
8 лет назад , @becker
comparison
chain
trails
diss
thesis
web
navigation
bayes
bic
aic
model
human
factor
markov
comparisonchaintrailsdissthesiswebnavigationbayesbicaicmodelhumanfactormarkov
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1Statistical methods for eliciting probability distributions
P. Garthwaite, J. Kadane, и A. O'Hagan. Journal of the American Statistical Association, 100 (470): 680--701 (2005)
8 лет назад , @becker
elicitation
bayesian
comparison
inthesis
bayes
prior
citedby:scholar:count:616
diss
model
citedby:scholar:timestamp:2017-8-4
factor
elicitationbayesiancomparisoninthesisbayespriorcitedby:scholar:count:616dissmodelcitedby:scholar:timestamp:2017-8-4factor
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1Using priors to formalize theory: Optimal attention and the generalized context model
W. Vanpaemel, и M. Lee. Psychonomic Bulletin & Review, 19 (6): 1047--1056 (2012)
8 лет назад , @becker
elicitation
bayesian
comparison
citedby:scholar:count:45
diss
citedby:scholar:timestamp:2017-8-4
informed
inthesis
bayes
prior
model
choice
factor
elicitationbayesiancomparisoncitedby:scholar:count:45disscitedby:scholar:timestamp:2017-8-4informedinthesisbayespriormodelchoicefactor
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1Constructing informative model priors using hierarchical methods
W. Vanpaemel. Journal of Mathematical Psychology, 55 (1): 106--117 (2011)
8 лет назад , @becker
elicitation
bayesian
comparison
citedby:scholar:count:24
diss
citedby:scholar:timestamp:2017-8-4
informed
inthesis
bayes
prior
model
factor
choice
elicitationbayesiancomparisoncitedby:scholar:count:24disscitedby:scholar:timestamp:2017-8-4informedinthesisbayespriormodelfactorchoice
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14A Bayesian Method for Comparing Hypotheses About Human Trails
P. Singer, D. Helic, A. Hotho, и M. Strohmaier. ACM Trans. Web, 11 (3): 14:1--14:29 (июня 2017)
8 лет назад , @becker
hyptrails
comparison
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trails
hypothesis
model
hypotheses
hyptrailscomparisonbayestrailshypothesismodelhypotheses
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4TribeFlow: Mining & Predicting User Trajectories
F. Figueiredo, B. Ribeiro, J. Almeida, и C. Faloutsos. International Conference on World Wide Web, стр. 695--706. Republic and Canton of Geneva, Switzerland, International World Wide Web Conferences Steering Committee, (2016)
8 лет назад , @becker
bmbf
bayesian
inference
pv
recommendation
diss
tribeflow
modelling
trajectory
hyptrails
imported
latent
inthesis
bayes
mixedtrails
prediction
environments
model
user
bmbfbayesianinferencepvrecommendationdisstribeflowmodellingtrajectoryhyptrailsimportedlatentinthesisbayesmixedtrailspredictionenvironmentsmodeluser
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8Photowalking the City: Comparing Hypotheses About Urban Photo Trails on Flickr
M. Becker, P. Singer, F. Lemmerich, A. Hotho, D. Helic, и M. Strohmaier. International Conference on Social Informatics, стр. 227--244. Cham, Springer International Publishing, (2015)
8 лет назад , @becker
project:bmbf
myown
chain
bf
diss
photowalking
hyptrails
project:2023-tracking
inthesis
diss:allmypubs
bayes
flickr
model
factor
markov
project:bmbfmyownchainbfdissphotowalkinghyptrailsproject:2023-trackinginthesisdiss:allmypubsbayesflickrmodelfactormarkov
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1Comparison of Bayesian predictive methods for model selection
J. Piironen, и A. Vehtari. Statistics and Computing, (2016)
9 лет назад , @becker
bmbf
bayesian
citedby:scholar:timestamp:2017-4-12
selection
inthesis
pv
bayes
citedby:scholar:count:16
diss
model
factor
bmbfbayesiancitedby:scholar:timestamp:2017-4-12selectioninthesispvbayescitedby:scholar:count:16dissmodelfactor
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1A Bayesian perspective on the Bonferroni adjustment
P. Westfall, W. Johnson, и J. Utts. Biometrika, (1997)
9 лет назад , @becker
bon
comparison
feroni
diss
citedby:scholar:timestamp:2017-4-5
citedby:scholar:count:108
fdr
inthesis
bayes
multiple
mixedtrails
model
factor
boncomparisonferonidisscitedby:scholar:timestamp:2017-4-5citedby:scholar:count:108fdrinthesisbayesmultiplemixedtrailsmodelfactor
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5How Bayes factors change scientific practice
Z. Dienes. Journal of Mathematical Psychology, (2016)
9 лет назад , @becker
bon
comparison
in
feroni
citedby:scholar:count:22
diss
citedby:scholar:timestamp:2017-4-5
thesis
fdr
bayes
multiple
mixedtrails
model
factor
boncomparisoninferonicitedby:scholar:count:22disscitedby:scholar:timestamp:2017-4-5thesisfdrbayesmultiplemixedtrailsmodelfactor
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1What is amortized variational inference? - Quora

1Hyperspherical VAE | Nicola De Cao

1Generalized log likelihood ratio test for non-nested models - Cross Validated

1Felix Schönbrodt's blog

1NPBayesHMM/QuickStartGuide.md at master · michaelchughes/NPBayesHMM

1ThomasBrouwer/BNMTF_ARD: Comparative Study of Inference Methods for Bayesian Nonnegative Matrix Factorisation

1posterior predictive distributions of Bayes factors | Xi'an's Og

1BayesFactor: Software for Bayesian inference: Multiple Comparisons with BayesFactor, Part 1

1Bayesian inference completely solves the multiple comparisons problem - Statistical Modeling, Causal Inference, and Social Science

1In one of life's horrible ironies, I wrote a paper "Why we (usually) don't have to worry about multiple comparisons" but now I spend lots of time worrying about multiple comparisons - Statistical Modeling, Causal Inference, and Social Science

1David Bamman

1Bayesian Model Comparison

2Stan: Project Home Page

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1Temporal state change Bayesian networks for modeling of evolving multivariate state sequences: model, structure discovery and parameter estimation

1Inference attacks on genomic data based on probabilistic graphical models

2Hyperspherical Variational Auto-Encoders

1Single-Cell Data Analysis Using MMD Variational Autoencoder for a More Informative Latent Representation

5Air Trails--Urban Air Quality Campaign Exploration Patterns

4A collapsed variational Bayesian inference algorithm for latent Dirichlet allocation

1On the Bayesian” Occam factors” argument for Occam’s razor

1Bayesian nonparametric hidden Markov models

4Bayesian nonparametric hidden semi-Markov models

11Mining Subgroups with Exceptional Transition Behavior

1Modeling Aspects of Human Trails on the Web

1Statistical methods for eliciting probability distributions

1Using priors to formalize theory: Optimal attention and the generalized context model

1Constructing informative model priors using hierarchical methods

14A Bayesian Method for Comparing Hypotheses About Human Trails

4TribeFlow: Mining & Predicting User Trajectories

8Photowalking the City: Comparing Hypotheses About Urban Photo Trails on Flickr

1Comparison of Bayesian predictive methods for model selection

1A Bayesian perspective on the Bonferroni adjustment

5How Bayes factors change scientific practice

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