Bayesian Inference in Stochastic Processes Workshop, Getafe (Madrid), Spain. 1-3rd September, 2011. In this workshop, we will bring together experts in the field to review, discuss and explore directions of development of Bayesian Inference in Stochastic Processes and in the use of Stochastic Processes for Bayesian Inference. Theoretical and applied contributions to any area of Bayesian inference for stochastic process will be welcome. The workshop will be held in an informal environment to encourage discussion and promote further research in these fields. The workshop will be located in the Universidad Carlos III de Madrid, in the Getafe campus, less than a 20 minute train journey from the centre of Madrid. Additional information can be found at http://www.est.uc3m.es/bisp7/.