ARX | Ligear-Gaussian autoregressive model |
bilinfn | Class representing function $f(x,u) = Ax+Bu$ |
BM | Bayesian Model of the world, i.e. all uncertainty is modeled by probabilities |
BMcond | Conditional Bayesian Filter |
chmat | Symmetric matrix stored in square root decomposition using upper cholesky |
constfn | Class representing function $f(x) = a$, here rv is empty |
diffbifn | Class representing a differentiable function of two variables $f(x,u)$ |
DS | Abstract class for discrete-time sources of data |
eEF | General conjugate exponential family posterior density |
eEmp | Weighted empirical density |
egamma | Gamma posterior density |
EKF< sq_T > | Extended Kalman Filter |
EKF_unQ | Extended Kalman filter with unknown Q |
EKFCh | Extended Kalman Filter in Square root |
EKFfixed | Extended Kalman Filter in full matrices |
EKFfull | Extended Kalman Filter in full matrices |
enorm< sq_T > | Gaussian density with positive definite (decomposed) covariance matrix |
epdf | Probability density function with numerical statistics, e.g. posterior density |
euni | Uniform distributed density on a rectangular support |
fnc | Class representing function $f(x)$ of variable $x$ represented by rv |
fsqmat | Fake sqmat. This class maps sqmat operations to operations on full matrix |
itpp::Gamma_RNG | Gamma distribution |
IMpmsm | State evolution model for a PMSM drive and its derivative with respect to $x$ |
Kalman< sq_T > | Kalman filter with covariance matrices in square root form |
KalmanCh | Kalman filter in square root form |
KalmanFull | Basic Kalman filter with full matrices (education purpose only)! Will be deleted soon! |
KFcondQR | Kalman Filter with conditional diagonal matrices R and Q |
KFcondR | Kalman Filter with conditional diagonal matrices R and Q |
ldmat | Matrix stored in LD form, (typically known as UD) |
linfn | Class representing function $f(x) = Ax+B$ |
mEF | Exponential family model |
MemDS | Class representing off-line data stored in memory |
mgamma | Gamma random walk |
mgamma_fix | Gamma random walk around a fixed point |
mlnorm< sq_T > | Normal distributed linear function with linear function of mean value; |
mpdf | Conditional probability density, e.g. modeling some dependencies |
MPF< BM_T > | Marginalized Particle filter |
OMpmsm | Observation model for PMSM drive and its derivative with respect to $x$ |
PF | Trivial particle filter with proposal density equal to parameter evolution model |
RV | Class representing variables, most often random variables |
sqmat | Virtual class for representation of double symmetric matrices in square-root form |
uibase | User Info base class |
uicompound | Compound user info |
uimatrix< T > | User info for matrices |
uiscalar< T > | User info for scalars |
uistring | User info for strings |
uivector< T > | User info for vectors |