We address the theory of records for integrated random walks with finite variance. The long-time continuum limit these is a non-Markov process known as acceleration or integral Brownian motion. In this limit, renewal structure record cornerstone analysis its statistics. thus obtain analytical expressions several characteristics process, notably distribution total duration runs (sequences consec...

The Gaussian process latent variable model (GPLVM) is an unsupervised probabilistic model for nonlinear dimensionality reduction. A supervised extension, called discriminative GPLVM (DGPLVM), incorporates supervisory information into GPLVM to enhance the classification performance. However, its limitation of the latent space dimensionality to at most C − 1 (C is the number of classes) leads to ...

Consider the random walk among N places with N(N - 1)/2 transports. We attach an exponential random variable Xij to each transport between places Pi and Pj and take these random variables mutually independent. If transports are possible or impossible independently with probability p and 1-p, respectively, then we give a lower bound for the distribution function of the smallest path at point log...