Package: python3-bumps (1.0.3-3)
Links for python3-bumps
Trisquel Resources:
Download Source Package python-bumps:
Maintainer:
Original Maintainers:
- Debian Science Maintainers (Mail Archive)
- Drew Parsons
- Stuart Prescott
External Resources:
- Homepage [github.com]
Similar packages:
data fitting and Bayesian uncertainty modeling for inverse problems (Python 3)
Bumps is a set of routines for curve fitting and uncertainty analysis from a Bayesian perspective. In addition to traditional optimizers which search for the best minimum they can find in the search space, bumps provides uncertainty analysis which explores all viable minima and finds confidence intervals on the parameters based on uncertainty in the measured values. Bumps has been used for systems of up to 100 parameters with tight constraints on the parameters. Full uncertainty analysis requires hundreds of thousands of function evaluations, which is only feasible for cheap functions, systems with many processors, or lots of patience.
Bumps includes several traditional local optimizers such as Nelder-Mead simplex, BFGS and differential evolution. Bumps uncertainty analysis uses Markov chain Monte Carlo to explore the parameter space. Although it was created for curve fitting problems, Bumps can explore any probability density function, such as those defined by PyMC. In particular, the bumps uncertainty analysis works well with correlated parameters.
Bumps can be used as a library within your own applications, or as a framework for fitting, complete with a graphical user interface to manage your models.
This package installs the library for Python 3.
Other Packages Related to python3-bumps
|
|
|
-
- dep: python3
- interactive high-level object-oriented language (default python3 version)
-
- dep: python3-aiohttp
- http client/server for asyncio
-
- dep: python3-blinker
- Fast, simple object-to-object and broadcast signaling (Python3)
-
- dep: python3-cloudpickle
- Extended pickling support for Python 3 objects
-
- dep: python3-dill
- Serialize all of Python 3 (almost)
-
- dep: python3-h5py
- general-purpose Python interface to hdf5
-
- dep: python3-matplotlib (>= 1.0)
- Python based plotting system in a style similar to Matlab
-
- dep: python3-msgpack
- Python 3 implementation of MessagePack format
-
- dep: python3-numpy (>= 1.3.0)
- Python library for numerical computations (Python 3)
-
- dep: python3-plotly
- Python 3 plotting library for publication-quality graphs
-
- dep: python3-scipy (>= 0.7.0)
- scientific tools for Python 3
-
- dep: python3-socketio
- python3 implementation of the Socket.IO realtime client and server
-
- rec: bumps-private-libs
- data fitting and Bayesian uncertainty modeling for inverse problems (libraries)
-
- rec: python3-wxgtk4.0
- Python 3 interface to the wxWidgets Cross-platform C++ GUI toolkit
-
- sug: python-bumps-doc
- data fitting and Bayesian uncertainty modeling for inverse problems (docs)
-
- sug: python3-sklearn
- Python modules for machine learning and data mining - Python 3
Download python3-bumps
| Architecture | Package Size | Installed Size | Files |
|---|---|---|---|
| all | 513.7 kB | 1857 kB | [list of files] |