Matrix-Analytic Methods ======================= QBD processes and matrix-analytic solutions. The ``mam`` module implements matrix-analytic methods for analyzing queues with structured Markov chains, including QBD, MAP, RAP, and G/M/1 and M/G/1 type processes. **Key function categories:** - **MAP analysis:** :func:`~line_solver.api.mam.map_pie`, :func:`~line_solver.api.mam.map_mean`, :func:`~line_solver.api.mam.map_var`, :func:`~line_solver.api.mam.map_scv`, :func:`~line_solver.api.mam.map_skew` - **MAP fitting:** :func:`~line_solver.api.mam.map2_fit`, :func:`~line_solver.api.mam.mmpp2_fit`, :func:`~line_solver.api.mam.aph_fit`, :func:`~line_solver.api.mam.aph2_fit` - **PH distributions:** Phase-type analysis and fitting - **Transformations:** :func:`~line_solver.api.mam.map_scale`, :func:`~line_solver.api.mam.map_normalize`, :func:`~line_solver.api.mam.map_timereverse` - **QBD methods:** :func:`~line_solver.api.mam.qbd_R`, :func:`~line_solver.api.mam.qbd_mapmap1`, :func:`~line_solver.api.mam.qbd_raprap1` - **Compression:** :func:`~line_solver.api.mam.compress_adaptive`, :func:`~line_solver.api.mam.compress_spectral` .. automodule:: line_solver.api.mam :members: :undoc-members: :show-inheritance: