DOC: stats: improve 1.11.0 stats release notes

* Revert "DOC: integrate.dblquad/tplquad: update type of neval""

This reverts commit 7e4db26b...

ENH: Map the rotation quaternion double cover of rotation space to a canonical single cover

* API: Add _array version of creation functions.

* ENH: keyword-only args for diags_array.

...

* BUG: sparse: Fix DIA.tocoo canonical format setting

* address reviewer comment

The main algorithmic change in this PR is removing pre-scaling prior to
orthogonalization in th...

* add draft author list, and fix broken `.mailmap`
file (Zoufiné Lauer-Bare had an invalid entry...

* Initial draft

* Fix doc builds

* Update scipy/sparse/_csc.py

Co-authored-by: Dan Schu...

* EHN: add nanmin/nanmax in scipy.sparse

* DOC cross-referencing to other docstring

* PEP8...

* Replace sparse __getattr__ with properties

* cleanup warning

* Remove assignment to .T

* BENCH: sparse: Add a benchmark for sparse matrix power

* Add higher powers to the benchmark

* TST: Add tests for desired behavior.

* WIP: change isspmatrix semantics.

* MAINT: Conver...

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This requires Cython >= 0.29.35

This runs all the Python subprocesses in parallel

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* Class names to enable isinstance

Add empty class sparray to allow ID of array api.
Add fun...

ENH:MAINT:linalg:lu Cythonized and ndarray support added

* Fix format property in _csr.py

class attribute `format` was set instead of `_format` in _cs...

ENH: ndimage: add axes argument to rank_filter, percentile_filter, median_filter

ENH: Extending _distance_pybind with additional distance metrics (continued)

ENH: allow dividing LinearOperator by number

* fix FutureWarning in distance_transform_cdt (issue #17381)
* `distance_transform_cdt()` now u...

* test_base.py change `.A` to `.toarray()` to avoid deprecation warnings
* Change `*` to `@` ca...

* try stable sort in mst tree ordering

* Update scipy/sparse/csgraph/_min_spanning_tree.pyx
...

* add regression test and reviewer-suggested fix for
gh-17703

* add user guide page introing new sparse arrays

* Minor fixes and language tweaks

* Fix r...

Co-authored-by: Christian Lorentzen <[email protected]>

Co-authored-by: czgdp1807 <[email protected]>

Pin prerelease pipeline with Cython>=3.0.0b3

TST: Add regression tests for sparse creation functions.

* BUG: Improve argmin/argmax test case
* Fix gh-16929
* And refactor the method for readabilit...

* BUG: guard against non-finite kd-tree queries

Co-authored-by: Jake Bowhay <60778417+j-bowha...

* Disable checking the array dtypes (squash me)

* Dispatch downcasting logic on class, add a ...

* Clean up sparse array API

Makes private many functions that are used internally.
These rem...

These tests ensure that the functions for creating sparse
matrices from the scipy.sparse namespa...

(these three functions don't support tuple inputs for mode or origin)

need both separable and non-separable footprint cases to reach all code paths

* MAINT: sparse: Generalize issshape to (optionally) handle non-2d shapes

* Remove redundant ...

Co-authored-by: Tyler Reddy <[email protected]>

Previously depending on custom Fortran code in _flinalg module

MAINT: stats.mode: improve `nan_policy` behavior

DOC: remove warnings in doc build

Guard against integer overflows in fitpackmodule.c

BUG: nan segfault in KDTree, reject non-finite input

ENH:stats.betaprime.sf: override for improved precision

Co-authored-by: h-vetinari <[email protected]>

Because the bohman & cosine windows are symmetrical, using `fft(window, 2048)`
would have 0 (or ...

BUG: stats: Fix the variable that is checked to skip a test.

* MAINT: update codeowners.

---------

Co-authored-by: Tyler Reddy <[email protected]>

* KDTree now raises a ValueError when
provided with non-finite data, per discussion
in gh-18230
...

* style fix on the KDTree finite input
check based on reviewer feedback

* Fixes #18223, though I'd prefer not do to this (see discussion
below)

* add regression test +...

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MAINT: ensure Nelder-Mead respects floating point type

Test that its prefactor is not mutated when it is multiplied by a scalar.

FIX: reset semantic in `QMCEngine.reset`

DOC: rewrite all build docs and restructure build/contributor guide

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