Advanced search
Publication Cover
Journal of Computational and Graphical Statistics Volume 20, 2011 - Issue 1
Submit an article Journal homepage
1,410
Views
123
CrossRef citations to date
0
Altmetric
Bayesian Computing

Bayesian Adaptive Sampling for Variable Selection and Model Averaging

Merlise A. Clyde Merlise A. Clyde is Associate Professor of Statistics, Duke University, Durham, NC 27705 . Joyee Ghosh is Assistant Professor, Department of Statistics and Actuarial Science, The University of Iowa, Iowa City, IA 52242-1409 . Michael L. Littman is Professor, Computer Sciences, Rutgers University, Piscataway, NJ 08854 .
,
Joyee Ghosh Merlise A. Clyde is Associate Professor of Statistics, Duke University, Durham, NC 27705 . Joyee Ghosh is Assistant Professor, Department of Statistics and Actuarial Science, The University of Iowa, Iowa City, IA 52242-1409 . Michael L. Littman is Professor, Computer Sciences, Rutgers University, Piscataway, NJ 08854 .
&
Michael L. Littman Merlise A. Clyde is Associate Professor of Statistics, Duke University, Durham, NC 27705 . Joyee Ghosh is Assistant Professor, Department of Statistics and Actuarial Science, The University of Iowa, Iowa City, IA 52242-1409 . Michael L. Littman is Professor, Computer Sciences, Rutgers University, Piscataway, NJ 08854 .
Pages 80-101 | Received 01 Mar 2009, Published online: 01 Jan 2012

Citations (123)

Keep up to date with the latest research on this topic with citation updates for this article.

Subscribe to citation updates

Read on this site (20)

Jianan Chen, Binyan Jiang & Jialiang Li. (2023) Nonparametric instrument model averaging. Journal of Nonparametric Statistics 35:4, pages 905-926.
Read now
Saswata Nandi & Manne Janga Reddy. (2023) Improving the accuracy of multimodel short-to-medium-range precipitation and streamflow forecasts over the Upper Bhima river basin, India. Hydrological Sciences Journal 0:0, pages 1-17.
Read now
Vojtech Kejzlar, Shrijita Bhattacharya, Mookyong Son & Tapabrata Maiti. (2023) Black Box Variational Bayesian Model Averaging. The American Statistician 77:1, pages 85-96.
Read now
Lizhen Nie & Veronika Ročková. (2022) Bayesian Bootstrap Spike-and-Slab LASSO. Journal of the American Statistical Association 0:0, pages 1-16.
Read now
Tony D. Myers, Yassine Negra, Senda Sammoud, Helmi Chaabene & Alan M. Nevill. (2021) Discerning excellence from mediocrity in swimming: New insights using Bayesian quantile regression. European Journal of Sport Science 21:8, pages 1083-1091.
Read now
Nadine Friedl, Thomas Berger, Tobias Krieger, Franz Caspar & Martin Grosse Holtforth. (2020) Using the Personalized Advantage Index for individual treatment allocation to cognitive behavioral therapy (CBT) or a CBT with integrated exposure and emotion-focused elements (CBT-EE). Psychotherapy Research 30:6, pages 763-775.
Read now
Yingbo Li & Merlise A. Clyde. (2018) Mixtures of -Priors in Generalized Linear Models. Journal of the American Statistical Association 113:524, pages 1828-1845.
Read now
Veronika Ročková. (2018) Particle EM for Variable Selection. Journal of the American Statistical Association 113:524, pages 1684-1697.
Read now
Andrew Hoegh, Dipayan Maiti & Scotland Leman. (2018) Multiset Model Selection. Journal of Computational and Graphical Statistics 27:2, pages 436-448.
Read now
Shibasish Dasgupta. (2016) High-dimensional posterior consistency of the Bayesian lasso. Communications in Statistics - Theory and Methods 45:22, pages 6700-6708.
Read now
Dandan Li & Siva Sivaganesan. (2016) On the role of the prior in multiplicity adjustment. Journal of Statistical Theory and Practice 10:2, pages 263-290.
Read now
Laura Deldossi & Roberta Paroli. (2015) Bayesian variable selection in a class of mixture models for ordinal data: a comparative study. Journal of Statistical Computation and Simulation 85:10, pages 1926-1944.
Read now
Joyee Ghosh & Andrew E. Ghattas. (2015) Bayesian Variable Selection Under Collinearity. The American Statistician 69:3, pages 165-173.
Read now
Li Ma. (2015) Scalable Bayesian Model Averaging Through Local Information Propagation. Journal of the American Statistical Association 110:510, pages 795-809.
Read now
Ankur Sinha, Pekka Malo & Timo Kuosmanen. (2015) A Multiobjective Exploratory Procedure for Regression Model Selection. Journal of Computational and Graphical Statistics 24:1, pages 154-182.
Read now
P. Richard Hahn & Carlos M. Carvalho. (2015) Decoupling Shrinkage and Selection in Bayesian Linear Models: A Posterior Summary Perspective. Journal of the American Statistical Association 110:509, pages 435-448.
Read now
P. Richard Hahn, CarlosM. Carvalho & Sayan Mukherjee. (2013) Partial Factor Modeling: Predictor-Dependent Shrinkage for Linear Regression. Journal of the American Statistical Association 108:503, pages 999-1008.
Read now
Demetris Lamnisos, JimE. Griffin & MarkF.J. Steel. (2013) Adaptive Monte Carlo for Bayesian Variable Selection in Regression Models. Journal of Computational and Graphical Statistics 22:3, pages 729-748.
Read now
G. García-donato & M.A. Martínez-beneito. (2013) On Sampling Strategies in Bayesian Variable Selection Problems With Large Model Spaces. Journal of the American Statistical Association 108:501, pages 340-352.
Read now
Joyee Ghosh & Merlise A. Clyde. (2011) Rao–Blackwellization for Bayesian Variable Selection and Model Averaging in Linear and Binary Regression: A Novel Data Augmentation Approach. Journal of the American Statistical Association 106:495, pages 1041-1052.
Read now

Articles from other publishers (103)

Marco Carrieri, Alessandro Albieri, Paola Angelini, Monica Soracase, Michele Dottori, Gabriele Antolini & Romeo Bellini. (2023) Effects of the Weather on the Seasonal Population Trend of Aedes albopictus (Diptera: Culicidae) in Northern Italy. Insects 14:11, pages 879.
Crossref
Xiaoning Qian, Byung-Jun Yoon, Raymundo Arróyave, Xiaofeng Qian & Edward R. Dougherty. (2023) Knowledge-driven learning, optimization, and experimental design under uncertainty for materials discovery. Patterns 4:11, pages 100863.
Crossref
Kajsa Maria Parding, Rasmus Emil Benestad, Anita Verpe Dyrrdal & Julia Lutz. (2023) A principal-component-based strategy for regionalisation of precipitation intensity–duration–frequency (IDF) statistics. Hydrology and Earth System Sciences 27:20, pages 3719-3732.
Crossref
Wolfgang Messner. (2023) The contingency impact of culture on health security capacities for pandemic preparedness: A moderated Bayesian inference analysis. Journal of International Management 29:5, pages 101056.
Crossref
Harriet R. Galvin, Marilisa Boffo, Leroy Snippe, Pam Collins, Thomas Pronk, Elske Salemink, Reinout W. Wiers & Sherry H. Stewart. (2023) Losing sight of Luck: Automatic approach tendencies toward gambling cues in Canadian moderate- to high-risk gamblers – A replication study. Addictive Behaviors 145, pages 107778.
Crossref
Asimina Aslanidou, Marta Andreatta, Alex H. K. Wong & Matthias J. Wieser. (2023) No influence of threat uncertainty on fear generalization. Psychophysiology.
Crossref
Bianca Cox, Natasha Wauters, Andrea Rodríguez-Carrillo, Lützen Portengen, Antje Gerofke, Marike Kolossa-Gehring, Sanna Lignell, Anna Karin Lindroos, Lucia Fabelova, Lubica Palkovicova Murinova, Anteneh Desalegn, Nina Iszatt, Tessa Schillemans, Agneta Åkesson, Ann Colles, Elly Den Hond, Gudrun Koppen, Nicolas Van Larebeke, Greet Schoeters, Eva Govarts & Sylvie Remy. (2023) PFAS and Phthalate/DINCH Exposure in Association with Age at Menarche in Teenagers of the HBM4EU Aligned Studies. Toxics 11:8, pages 711.
Crossref
Christopher M. Hans, Mario Peruggia & Junyan Wang. (2023) Empirical Bayes Model Averaging with Influential Observations: Tuning Zellner’s Prior for Predictive Robustness . Econometrics and Statistics 27, pages 102-119.
Crossref
Myrthe Jansen, Patricia L. Lockwood, Jo Cutler & Ellen R.A. de Bruijn. (2023) l-DOPA and oxytocin influence the neurocomputational mechanisms of self-benefitting and prosocial reinforcement learning. NeuroImage 270, pages 119983.
Crossref
Lin Cheng, Jiamin Chen, Chunhui Ma, Jie Yang, Xiaoyan Xu & Shuai Yuan. (2023) Multipoint Deformation Safety Monitoring Model for Concrete Arch Dams Based on Bayesian Model Selection and Averaging. Structural Control and Health Monitoring 2023, pages 1-19.
Crossref
Shanaathanan Modchalingam, Marco Ciccone, Sebastian D’Amario, Bernard Marius ’t Hart & Denise Y. P. Henriques. (2023) Adapting to visuomotor rotations in stepped increments increases implicit motor learning. Scientific Reports 13:1.
Crossref
Gargi Majumdar, Fahd Yazin, Arpan Banerjee & Dipanjan Roy. (2023) Emotion dynamics as hierarchical Bayesian inference in time. Cerebral Cortex 33:7, pages 3750-3772.
Crossref
Johnny van Doorn, Frederik Aust, Julia M. Haaf, Angelika M. Stefan & Eric-Jan Wagenmakers. (2021) Bayes Factors for Mixed Models. Computational Brain & Behavior 6:1, pages 1-13.
Crossref
Guangsheng Liang, John E. Poquiz & Miranda Scolari. (2023) Space- and feature-based attention operate both independently and interactively within latent components of perceptual decision making. Journal of Vision 23:1, pages 12.
Crossref
Giulia Buodo, Tania Moretta, Vieri Giuliano Santucci, Shubao Chen & Marc N. Potenza. (2023) Using Social Media for Social Motives Moderates the Relationship between Post-Traumatic Symptoms during a COVID-19-Related Lockdown and Improvement of Distress after Lockdown. Behavioral Sciences 13:1, pages 53.
Crossref
Bohao Tang, Nicholas C. Henderson & Ravi Varadhan. (2022) Accelerating Fixed-Point Algorithms in Statistics and Data Science: A State-of-Art Review. Journal of Data Science, pages 1-26.
Crossref
Arnab Kumar Maity & Sanjib Basu. (2023) Highest Posterior Model Computation and Variable Selection via Simulated Annealing. The New England Journal of Statistics in Data Science, pages 1-8.
Crossref
František Bartoš, Maximilian Maier, Eric‐Jan Wagenmakers, Hristos Doucouliagos & T. D. Stanley. (2022) Robust Bayesian meta‐analysis: Model‐averaging across complementary publication bias adjustment methods. Research Synthesis Methods 14:1, pages 99-116.
Crossref
Jon Lachmann, Geir Storvik, Florian Frommlet & Aliaksandr Hubin. (2022) A subsampling approach for Bayesian model selection. International Journal of Approximate Reasoning 151, pages 33-63.
Crossref
Radosław J. Barczak, Jakub Możaryn, Ruth M. Fisher & Richard M. Stuetz. (2022) Odour concentrations prediction based on odorants concentrations from biosolid emissions. Environmental Research 214, pages 113871.
Crossref
Zihang Lu & Wendy Lou. (2022) Bayesian approaches to variable selection: a comparative study from practical perspectives. The International Journal of Biostatistics 18:1, pages 83-108.
Crossref
Peter D. Kvam, Abhay Alaukik, Callie E. Mims, Arina Martemyanova & Matthew Baldwin. (2022) Rational inference strategies and the genesis of polarization and extremism. Scientific Reports 12:1.
Crossref
Rodrigo S. Fernández, Soledad Picco, Juan Cruz Beron, Luz Bavassi, Jorge Campos, Ricardo F. Allegri & María E. Pedreira. (2022) Improvement of episodic memory retention by a memory reactivation intervention across the lifespan: from younger adults to amnesic patients. Translational Psychiatry 12:1.
Crossref
Shirley X. L. Lim, Richard Höchenberger, Niko A. Busch, Manuela Bergmann & Kathrin Ohla. (2022) Associations between Taste and Smell Sensitivity, Preference and Quality of Life in Healthy Aging—The NutriAct Family Study Examinations (NFSE) Cohort. Nutrients 14:6, pages 1141.
Crossref
Abdul Hoyyi, Abdurakhman Abdurakhman & Dedi Rosadi. (2022) VARIANCE GAMMA PROCESS WITH MONTE CARLO SIMULATION AND CLOSED FORM APPROACH FOR EUROPEAN CALL OPTION PRICE DETERMINATION. MEDIA STATISTIKA 14:2, pages 183-193.
Crossref
Gilad Bino, Kate Brandis, Richard T. Kingsford & John Porter. (2021) Shifting Goalposts: Setting Restoration Targets for Waterbirds in the Murray-Darling Basin Under Climate Change. Frontiers in Environmental Science 9.
Crossref
Maria M. Barbieri, James O. BergerEdward I. GeorgeVeronika Ročková. (2021) The Median Probability Model and Correlated Variables. Bayesian Analysis 16:4.
Crossref
Yoel Shilat, Moti Salti & Avishai Henik. (2021) Shaping the way from the unknown to the known: The role of convex hull shape in numerical comparisons. Cognition 217, pages 104893.
Crossref
Renato Frey. (2021) Psychological Drivers of Individual Differences in Risk Perception: A Systematic Case Study Focusing on 5G. Psychological Science 32:10, pages 1592-1604.
Crossref
Jose Olmo & Marcos Sanso‐Navarro. (2021) Modeling the spread of COVID‐19 in New York City. Papers in Regional Science 100:5, pages 1209-1229.
Crossref
Philip Millroth & Renato Frey. (2021) Fear and anxiety in the face of COVID-19: Negative dispositions towards risk and uncertainty as vulnerability factors. Journal of Anxiety Disorders 83, pages 102454.
Crossref
Andrew Hoegh, Alison J. Peel, Wyatt Madden, Manuel Ruiz Aravena, Aaron Morris, Alex Washburne & Raina K. Plowright. (2021) Estimating viral prevalence with data fusion for adaptive two‐phase pooled sampling. Ecology and Evolution 11:20, pages 14012-14023.
Crossref
Christopher Dawes, Claudia Danielmeier, Mark Haselgrove & Paula M. Moran. (2021) High Schizotypy Predicts Emotion Recognition Independently of Negative Affect. Frontiers in Psychiatry 12.
Crossref
Ryan D. Guggenmos & G. Bradley Bennett. (2021) The Effects of Company Image and Communication Platform Alignment on Investor Information Processing. Journal of Financial Reporting 6:2, pages 89-109.
Crossref
Bettina Grün & Paul Hofmarcher. (2021) Identifying groups of determinants in Bayesian model averaging using Dirichlet process clustering. Scandinavian Journal of Statistics 48:3, pages 1018-1045.
Crossref
Alexander S. Weigard, Sarah J. Brislin, Lora M. Cope, Jillian E. Hardee, Meghan E. Martz, Alexander Ly, Robert A. Zucker, Chandra Sripada & Mary M. Heitzeg. (2021) Evidence accumulation and associated error-related brain activity as computationally-informed prospective predictors of substance use in emerging adulthood. Psychopharmacology 238:9, pages 2629-2644.
Crossref
Hisako W. Yamamoto, Misako Kawahara & Akihiro Tanaka. (2021) A Web-Based Auditory and Visual Emotion Perception Task Experiment With Children and a Comparison of Lab Data and Web Data. Frontiers in Psychology 12.
Crossref
Paola Berchialla, Veronica Sciannameo, Sara Urru, Corrado Lanera, Danila Azzolina, Dario Gregori & Ileana Baldi. (2021) Adjustment for Baseline Covariates to Increase Efficiency in RCTs with Binary Endpoint: A Comparison of Bayesian and Frequentist Approaches. International Journal of Environmental Research and Public Health 18:15, pages 7758.
Crossref
Samuel Fuhrimann, Andrea Farnham, Philipp Staudacher, Aggrey Atuhaire, Tiziana Manfioletti, Charles B. Niwagaba, Sarah Namirembe, Jonathan Mugweri, Mirko S. Winkler, Lutzen Portengen, Hans Kromhout & Ana M. Mora. (2021) Exposure to multiple pesticides and neurobehavioral outcomes among smallholder farmers in Uganda. Environment International 152, pages 106477.
Crossref
Johnny van Doorn, Don van den Bergh, Udo Böhm, Fabian Dablander, Koen Derks, Tim Draws, Alexander Etz, Nathan J. Evans, Quentin F. Gronau, Julia M. Haaf, Max Hinne, Šimon Kucharský, Alexander Ly, Maarten Marsman, Dora Matzke, Akash R. Komarlu Narendra Gupta, Alexandra Sarafoglou, Angelika Stefan, Jan G. Voelkel & Eric-Jan Wagenmakers. (2020) The JASP guidelines for conducting and reporting a Bayesian analysis. Psychonomic Bulletin & Review 28:3, pages 813-826.
Crossref
Kui Ming Tiong, Ming Yu Cheng & Chee Keong Choong. (2021) Investment climate and foreign direct investment in Malaysia: f irm‐level evidence . Asian-Pacific Economic Literature 35:1, pages 108-119.
Crossref
Yogesh C. Bangar, Ankit Magotra, B. S. Malik, Z. S. Malik & A. S. Yadav. (2021) Evaluating advanced computing techniques for predicting breeding values in Harnali sheep. Tropical Animal Health and Production 53:2.
Crossref
Natale Canale, Tania Moretta, Luca Pancani, Giulia Buodo, Alessio Vieno, Mario Dalmaso & Joël Billieux. (2021) A test of the pathway model of problematic smartphone use. Journal of Behavioral Addictions 10:1, pages 181-193.
Crossref
Don van den Bergh, Merlise A. Clyde, Akash R. Komarlu Narendra Gupta, Tim de Jong, Quentin F. Gronau, Maarten Marsman, Alexander Ly & Eric-Jan Wagenmakers. (2021) A tutorial on Bayesian multi-model linear regression with BAS and JASP. Behavior Research Methods 53:6, pages 2351-2371.
Crossref
J E Griffin, K G Łatuszyński & M F J Steel. (2021) In search of lost mixing time: adaptive Markov chain Monte Carlo schemes for Bayesian variable selection with very large p . Biometrika 108:1, pages 53-69.
Crossref
Gonzalo García-Donato, María Eugenia Castellanos & Alicia Quirós. (2021) Bayesian Variable Selection with Applications in Health Sciences. Mathematics 9:3, pages 218.
Crossref
Daniele Cagnazzi, Guido J. Parra, Peter L. Harrison, Lyndon Brooks & Robert Rankin. (2020) Vulnerability of threatened Australian humpback dolphins to flooding and port development within the southern Great Barrier Reef coastal region. Global Ecology and Conservation 24, pages e01203.
Crossref
Qingzhao Yu & Bin Li. (2020) Model-guided adaptive sampling for Bayesian model selection. Journal of the Korean Statistical Society 49:4, pages 1195-1213.
Crossref
Belle Gavriel-Fried, Tania Moretta & Marc N. Potenza. (2019) Recovery Capital and Symptom Improvement in Gambling Disorder: Correlations with Spirituality and Stressful Life Events in Younger but Not Older Adults. Journal of Gambling Studies 36:4, pages 1379-1390.
Crossref
Mark F. J. Steel. (2020) Model Averaging and Its Use in Economics. Journal of Economic Literature 58:3, pages 644-719.
Crossref
Olivier Capra, Florent Berthaut & Laurent Grisoni. (2020) Have a SEAT on Stage. Have a SEAT on Stage.
Max Hinne, Quentin F. Gronau, Don van den Bergh & Eric-Jan Wagenmakers. (2020) A Conceptual Introduction to Bayesian Model Averaging. Advances in Methods and Practices in Psychological Science 3:2, pages 200-215.
Crossref
Charles B Malpas, Ali Manouchehrinia, Sifat Sharmin, Izanne Roos, Dana Horakova, Eva Kubala Havrdova, Maria Trojano, Guillermo Izquierdo, Sara Eichau, Roberto Bergamaschi, Patrizia Sola, Diana Ferraro, Alessandra Lugaresi, Alexandre Prat, Marc Girard, Pierre Duquette, Pierre Grammond, Francois Grand’Maison, Serkan Ozakbas, Vincent Van Pesch, Franco Granella, Raymond Hupperts, Eugenio Pucci, Cavit Boz, Youssef Sidhom, Riadh Gouider, Daniele Spitaleri, Aysun Soysal, Thor Petersen, Freek Verheul, Rana Karabudak, Recai Turkoglu, Cristina Ramo-Tello, Murat Terzi, Edgardo Cristiano, Mark Slee, Pamela McCombe, Richard Macdonell, Yara Fragoso, Javier Olascoaga, Ayse Altintas, Tomas Olsson, Helmut Butzkueven, Jan Hillert & Tomas Kalincik. (2020) Early clinical markers of aggressive multiple sclerosis. Brain 143:5, pages 1400-1413.
Crossref
Agata Sobkow, Angelika Olszewska & Jakub Traczyk. (2020) Multiple numeric competencies predict decision outcomes beyond fluid intelligence and cognitive reflection. Intelligence 80, pages 101452.
Crossref
Aliaksandr Hubin, Geir Storvik & Florian Frommlet. (2020) A Novel Algorithmic Approach to Bayesian Logic Regression (with Discussion). Bayesian Analysis 15:1.
Crossref
Dimitris Fouskakis, Ioannis Ntzoufras & Konstantinos Perrakis. (2020) Variations of power-expected-posterior priors in normal regression models. Computational Statistics & Data Analysis 143, pages 106836.
Crossref
Nadine Friedl, Tobias Krieger, Karine Chevreul, Jean Baptiste Hazo, Jérôme Holtzmann, Mark Hoogendoorn, Annet Kleiboer, Kim Mathiasen, Antoine Urech, Heleen Riper & Thomas Berger. (2020) Using the Personalized Advantage Index for Individual Treatment Allocation to Blended Treatment or Treatment as Usual for Depression in Secondary Care. Journal of Clinical Medicine 9:2, pages 490.
Crossref
Naama Katzin, David Katzin, Adi Rosén, Avishai Henik & Moti Salti. (2020) Putting the world in mind: The case of mental representation of quantity. Cognition 195, pages 104088.
Crossref
Naveen Naidu Narisetty. 2020. Principles and Methods for Data Science. Principles and Methods for Data Science 207 248 .
Belle Gavriel-Fried, Tania Moretta & Marc N. Potenza. (2019) Similar roles for recovery capital but not stress in women and men recovering from gambling disorder. Journal of Behavioral Addictions 8:4, pages 770-779.
Crossref
Gemma E. Moran, Veronika Ročková & Edward I. George. (2019) Variance Prior Forms for High-Dimensional Bayesian Variable Selection. Bayesian Analysis 14:4.
Crossref
Henry Kankwamba & Lukas Kornher. (2019) Performance, behaviour and organization of maize trading in Malawi. Agricultural and Food Economics 7:1.
Crossref
Kevin YX Wang, Garth Tarr, Jean YH Yang & Samuel Mueller. (2019) Fast and approximate exhaustive variable selection for generalised linear models with APES. Australian & New Zealand Journal of Statistics 61:4, pages 445-465.
Crossref
Camille Wolf, Annalisa Pavese, Urs von Gunten & Tamar Kohn. (2019) Proxies to monitor the inactivation of viruses by ozone in surface water and wastewater effluent. Water Research 166, pages 115088.
Crossref
Stefan Stieger. (2019) Facebook Usage and Life Satisfaction. Frontiers in Psychology 10.
Crossref
Yi Yin, Yue Jiang, Kwan-Wood Gabriel Lam, Joel B. Berletch, Christine M. Disteche, William S. Noble, Frank J. Steemers, R. Daniel Camerini-Otero, Andrew C. Adey & Jay Shendure. (2019) High-Throughput Single-Cell Sequencing with Linear Amplification. Molecular Cell 76:4, pages 676-690.e10.
Crossref
Moges B. Wagena, Gopal Bhatt, Elyce Buell, Andrew R. Sommerlot, Daniel R. Fuka & Zachary M. Easton. (2019) Quantifying model uncertainty using Bayesian multi-model ensembles. Environmental Modelling & Software 117, pages 89-99.
Crossref
Aliaksandr Hubin & Geir Storvik. (2018) Mode jumping MCMC for Bayesian variable selection in GLMM. Computational Statistics & Data Analysis 127, pages 281-297.
Crossref
Anabel Forte, Gonzalo Garcia‐Donato & Mark Steel. (2018) Methods and Tools for Bayesian Variable Selection and Model Averaging in Normal Linear Regression. International Statistical Review 86:2, pages 237-258.
Crossref
Pilar Gargallo, Jesús Angel Miguel & Manuel Juan Salvador. (2018) Bayesian Spatial Filtering for Hedonic Models: An Application for the Real Estate Market. Geographical Analysis 50:3, pages 247-279.
Crossref
Jordan E. Burke, Adam D. Longhurst, Daria Merkurjev, Jade Sales-Lee, Beiduo Rao, James J. Moresco, John R. YatesIIIIII, Jingyi Jessica Li & Hiten D. Madhani. (2018) Spliceosome Profiling Visualizes Operations of a Dynamic RNP at Nucleotide Resolution. Cell 173:4, pages 1014-1030.e17.
Crossref
Karis Tenneson, Matthew Patterson, Thomas Mellin, Mark Nigrelli, Peter Joria & Brent Mitchell. (2018) Development of a Regional Lidar-Derived Above-Ground Biomass Model with Bayesian Model Averaging for Use in Ponderosa Pine and Mixed Conifer Forests in Arizona and New Mexico, USA. Remote Sensing 10:3, pages 442.
Crossref
David FletcherDavid Fletcher. 2018. Model Averaging. Model Averaging 31 55 .
Sabina Tangaro, Nicola Amoroso, Roberto Bellotti, Maria Liguori, L. Margari, Marta Simone, R.G. Viterbo, Alfonso Monaco, Annarita Fanizzi & Angela Lombardi. (2017) Association between MRI structural features and cognitive measures in pediatric multiple sclerosis. Association between MRI structural features and cognitive measures in pediatric multiple sclerosis.
Michael B. Mayhew, Edwin S. Iversen & Alexander J. Hartemink. (2017) Characterization of dependencies between growth and division in budding yeast. Journal of The Royal Society Interface 14:127, pages 20160993.
Crossref
Katharine M. Banner & Megan D. Higgs. (2016) Considerations for assessing model averaging of regression coefficients. Ecological Applications 27:1, pages 78-93.
Crossref
Christopher M. Hans. (2016) Comment on Article by Pratola. Bayesian Analysis 11:3.
Crossref
Guido Consonni & Laura Deldossi. (2015) Objective Bayesian model discrimination in follow-up experimental designs. TEST 25:3, pages 397-412.
Crossref
Mark F. J. Steel. 2014. Wiley StatsRef: Statistics Reference Online. Wiley StatsRef: Statistics Reference Online 1 7 .
Georges Nguefack-Tsague & Walter Zucchini. (2016) A Mixture-Based Bayesian Model Averaging Method. Open Journal of Statistics 06:02, pages 220-228.
Crossref
Georges Nguefack-Tsague & Walter Zucchini. (2016) Effects of Bayesian Model Selection on Frequentist Performances: An Alternative Approach. Applied Mathematics 07:10, pages 1103-1115.
Crossref
Willem van den Boom, David Dunson & Galen Reeves. (2015) Quantifying uncertainty in variable selection with arbitrary matrices. Quantifying uncertainty in variable selection with arbitrary matrices.
Joyee Ghosh. (2015) Bayesian model selection using the median probability model. Wiley Interdisciplinary Reviews: Computational Statistics 7:3, pages 185-193.
Crossref
Miao-Yu Tsai. (2015) Variable selection in Bayesian generalized linear-mixed models: An illustration using candidate gene case-control association studies. Biometrical Journal 57:2, pages 234-253.
Crossref
Jaromír Baxa, Miroslav Plašil & Bořek Vašíček. (2015) Changes in inflation dynamics under inflation targeting? Evidence from Central European countries. Economic Modelling 44, pages 116-130.
Crossref
Joyee Ghosh & Aixin Tan. (2015) Sandwich algorithms for Bayesian variable selection. Computational Statistics & Data Analysis 81, pages 76-88.
Crossref
Stefano Monni. (2013) Bayesian variable selection for correlated covariates via colored cliques. AStA Advances in Statistical Analysis 98:2, pages 143-163.
Crossref
Qingzhao Yu, Steven N. MacEachern & Mario Peruggia. (2013) Clustered Bayesian Model Averaging. Bayesian Analysis 8:4.
Crossref
D. Fouskakis & I. Ntzoufras. (2012) Computation for intrinsic variable selection in normal regression models via expected-posterior prior. Statistics and Computing 23:4, pages 491-499.
Crossref
Joyee Ghosh & Jerome P. Reiter. (2012) Secure Bayesian model averaging for horizontally partitioned data. Statistics and Computing 23:3, pages 311-322.
Crossref
Christian Schäfer & Nicolas Chopin. (2011) Sequential Monte Carlo on large binary sampling spaces. Statistics and Computing 23:2, pages 163-184.
Crossref
M. A. Clyde & J. Ghosh. (2012) Finite population estimators in stochastic search variable selection. Biometrika 99:4, pages 981-988.
Crossref
Eduardo Ley & Mark F.J. Steel. (2012) Mixtures of -priors for Bayesian model averaging with economic applications . Journal of Econometrics 171:2, pages 251-266.
Crossref
Tomi Peltola, Pekka Marttinen & Aki Vehtari. (2012) Finite Adaptation and Multistep Moves in the Metropolis-Hastings Algorithm for Variable Selection in Genome-Wide Association Analysis. PLoS ONE 7:11, pages e49445.
Crossref
Seongil Jo, Yaeji Lim, Jaeyong Lee, Hyun-Suk Kang & Hee-Seok Oh. (2012) Bayesian regression model for seasonal forecast of precipitation over Korea. Asia-Pacific Journal of Atmospheric Sciences 48:3, pages 205-212.
Crossref
D. Fouskakis. (2012) Bayesian variable selection in generalized linear models using a combination of stochastic optimization methods. European Journal of Operational Research 220:2, pages 414-422.
Crossref
Peter Carbonetto & Matthew Stephens. (2012) Scalable Variational Inference for Bayesian Variable Selection in Regression, and Its Accuracy in Genetic Association Studies. Bayesian Analysis 7:1.
Crossref
James S. Clark, David M. Bell, Matthew Kwit, Anne Stine, Ben Vierra & Kai Zhu. (2012) Individual-scale inference to anticipate climate-change vulnerability of biodiversity. Philosophical Transactions of the Royal Society B: Biological Sciences 367:1586, pages 236-246.
Crossref
Tomi Peltola, Pekka Marttinen, Antti Jula, Veikko Salomaa, Markus Perola & Aki Vehtari. (2012) Bayesian Variable Selection in Searching for Additive and Dominant Effects in Genome-Wide Data. PLoS ONE 7:1, pages e29115.
Crossref
Tso-Jung Yen. (2011) A majorization–minimization approach to variable selection using spike and slab priors. The Annals of Statistics 39:3.
Crossref
Dimitris Korobilis & Kenichi Shimizu. (2021) Bayesian Approaches to Shrinkage and Sparse Estimation. SSRN Electronic Journal.
Crossref
Ryan D Guggenmos & G. Bradley Bennett. (2015) Match with Dot-Coms: How Alignment between Perceptions of Corporate Persona and Communication Method Impact Investor Information Processing. SSRN Electronic Journal.
Crossref
Leonidas Spiliopoulos. (2010) The Determinants of Macroeconomic Volatility: A Bayesian Model Averaging Approach. SSRN Electronic Journal.
Crossref

Reprints and Corporate Permissions

Please note: Selecting permissions does not provide access to the full text of the article, please see our help page How do I view content?

To request a reprint or corporate permissions for this article, please click on the relevant link below:

Order Reprints Request Corporate Permissions

Academic Permissions

Please note: Selecting permissions does not provide access to the full text of the article, please see our help page How do I view content?

Obtain permissions instantly via Rightslink by clicking on the button below:

Request Academic Permissions

If you are unable to obtain permissions via Rightslink, please complete and submit this Permissions form. For more information, please visit our Permissions help page.

Related research

People also read lists articles that other readers of this article have read.

Recommended articles lists articles that we recommend and is powered by our AI driven recommendation engine.

Cited by lists all citing articles based on Crossref citations.
Articles with the Crossref icon will open in a new tab.