1. Unrestricted permutation forces extrapolation: variable importance requires at least one more model, or there is no free variable importance

   • Giles Hooker
   • Lucas Mentch
   • Siyu Zhou

   OriginalPaper Open access 29 October 2021 Article: 82

   

2. On the performance of particle filters with adaptive number of particles

   • Víctor Elvira
   • Joaquín Miguez
   • Petar M. Djurić

   OriginalPaper Open access 24 October 2021 Article: 81

   

3. Constrained minimum energy designs

   • Chaofan Huang
   • V. Roshan Joseph
   • Douglas M. Ray

   OriginalPaper 18 October 2021 Article: 80

   

4. Efficient importance sampling for large sums of independent and identically distributed random variables

   • Nadhir Ben Rached
   • Abdul-Lateef Haji-Ali
   • Raúl Tempone

   OriginalPaper Open access 11 October 2021 Article: 79

   

5. Detecting conflicting summary statistics in likelihood-free inference

   • Yinan Mao
   • Xueou Wang
   • Michael Evans

   OriginalPaper 09 October 2021 Article: 78

   

6. Penalized Cox’s proportional hazards model for high-dimensional survival data with grouped predictors

   • Xuan Dang
   • Shuai Huang
   • Xiaoning Qian

   OriginalPaper 30 September 2021 Article: 77

   

7. Consistent online Gaussian process regression without the sample complexity bottleneck

   • Alec Koppel
   • Hrusikesha Pradhan
   • Ketan Rajawat

   OriginalPaper 24 September 2021 Article: 76

   

8. Deep state-space Gaussian processes

   • Zheng Zhao
   • Muhammad Emzir
   • Simo Särkkä

   OriginalPaper Open access 23 September 2021 Article: 75

   

9. Anytime parallel tempering

   • Alix Marie d’Avigneau
   • Sumeetpal S. Singh
   • Lawrence M. Murray

   OriginalPaper Open access 20 September 2021 Article: 74

   

10. High-dimensional structure learning of sparse vector autoregressive models using fractional marginal pseudo-likelihood

    • Kimmo Suotsalo
    • Yingying Xu
    • Johan Pensar

    OriginalPaper Open access 17 September 2021 Article: 73

    

11. A Metropolis-class sampler for targets with non-convex support

    • John Moriarty
    • Jure Vogrinc
    • Alessandro Zocca

    OriginalPaper Open access 15 September 2021 Article: 72

    

12. Variational Bayes on manifolds

    • Minh-Ngoc Tran
    • Dang H. Nguyen
    • Duy Nguyen

    OriginalPaper 14 September 2021 Article: 71

    

13. Optimal design of multifactor experiments via grid exploration

    • Radoslav Harman
    • Lenka Filová
    • Samuel Rosa

    OriginalPaper 13 September 2021 Article: 70

    

14. Tree based credible set estimation

    • Jeong Eun Lee
    • Geoff K. Nicholls

    OriginalPaper 08 September 2021 Article: 69