Fix broken links in the documentation

Below is the list of broken links in the documention from a `make linkcheck` run, together with the file the link appears in and the error message.

**If you want to work on this**, please:
- do **one Pull Request per link**
- **add a comment in this issue saying which link you want to tackle** so that different people can work on this issue in parallel
- **mention this issue (`#23631`) in your Pull Request description** so that progress on this issue can more easily be tracked

Possible solutions for a broken link include:
- find a replacement for the broken link. In case of links to articles, being able to link to a resource where the article is openly accessible (rather than behind a paywall) would be nice.
- The link can be added to the `linkcheck_ignore` variable: https://github.com/scikit-learn/scikit-learn/blob/59473a91d4528503c63d71ad5843dac1b20a3d67/doc/conf.py#L590. This is the only thing to do for example when:
  + the link is broken with no replacement (for example in testimonials some companies were acquired and their website does not exist) 
  + the link works fine in a browser but is flagged as broken by `make linkcheck` tool. This may happen because some websites are trying to prevent bots to scrape the content of their website

Something that may be useful in the complicated cases is to search on the [Internet Archive](https://archive.org/web/web.php) for the broken link. You may be able to look at the old content and it may help you to find an appropriate link replacement.

- [x] `http://blanche.polytechnique.fr/~mallat/papiers/MallatPursuit93.pdf` modules/generated/sklearn.linear_model.OrthogonalMatchingPursuit.rst
  ```
  403 Client Error: Forbidden for url: http://blanche.polytechnique.fr/~mallat/papiers/MallatPursuit93.pdf
  ```
- [x] `http://scgroup.hpclab.ceid.upatras.gr/faculty/stratis/Papers/HPCLAB020107.pdf` modules/decomposition.rst
  ```
  404 Client Error: Not Found for url: https://scgroup.hpclab.ceid.upatras.gr/faculty/stratis/Papers/HPCLAB020107.pdf
  ```
- [x] `http://seat.massey.ac.nz/personal/s.r.marsland/Code/10/lle.py` modules/generated/sklearn.datasets.make_swiss_roll.rst
  ```
  403 Client Error: Forbidden for url: http://seat.massey.ac.nz/personal/s.r.marsland/Code/10/lle.py
  ```
- [x] https://github.com/scikit-learn/scikit-learn/pull/23679 `http://users.jyu.fi/~samiayr/pdf/ayramo_eurogen05.pdf` modules/linear_model.rst
  ```
  HTTPConnectionPool(host='users.jyu.fi', port=80): Max retries exceeded with url: /~samiayr/pdf/ayramo_eurogen05.pdf (Caused by ConnectTimeoutError(<urllib3.connection.HTTPConnection object at 0x7f02da35c340>, 'Connection to users.jyu.fi timed out. (connect timeout=10)'))
  ```
- [x] #23660 `http://www.ats.ucla.edu/stat/r/dae/rreg.htm` modules/linear_model.rst
  ```
  HTTPConnectionPool(host='www.ats.ucla.edu', port=80): Max retries exceeded with url: /stat/r/dae/rreg.htm (Caused by ConnectTimeoutError(<urllib3.connection.HTTPConnection object at 0x7f02dfd53a60>, 'Connection to www.ats.ucla.edu timed out. (connect timeout=10)'))
  ```
- [x] `http://www.cl.cam.ac.uk/research/dtg/attarchive/facedatabase.html` datasets/real_world.rst
  ```
  404 Client Error: Not Found for url: https://www.cl.cam.ac.uk/research/dtg/attarchive/facedatabase.html
  ```
- [x] `http://www.columbia.edu/~jwp2128/Papers/HoffmanBleiWangPaisley2013.pdf` modules/decomposition.rst
  ```
  404 Client Error: Not Found for url: http://www.columbia.edu/~jwp2128/Papers/HoffmanBleiWangPaisley2013.pdf
  ```
- [x] `http://www.iucnredlist.org/apps/redlist/details/3038/0` auto_examples/neighbors/plot_species_kde.rst
  ```
  404 Client Error: Not Found for url: https://www.iucnredlist.org/apps/redlist/details/3038/0
  ```
- [x] `http://www.recognition.mccme.ru/pub/papers/SVM/sch99estimating.pdf` modules/outlier_detection.rst
  ```
  HTTPSConnectionPool(host='www.recognition.mccme.ru', port=443): Max retries exceeded with url: /pub/papers/SVM/sch99estimating.pdf (Caused by SSLError(SSLCertVerificationError("hostname 'www.recognition.mccme.ru' doesn't match 'kvant.ras.ru'")))
  ```
- [x] `http://www.ttic.edu/sigml/symposium2011/papers/Moore+DeNero_Regularization.pdf` modules/generated/sklearn.metrics.hinge_loss.rst
  ```
  404 Client Error: Not Found for url: https://www.ttic.edu/sigml/symposium2011/papers/Moore+DeNero_Regularization.pdf
  ```
- [x] `https://citeseerx.ist.psu.edu/viewdoc/download?doi=10.1.1.214.6398&rep=rep1&type=pdf` modules/decomposition.rst
  ```
  HTTPSConnectionPool(host='citeseerx.ist.psu.edu', port=443): Max retries exceeded with url: /viewdoc/download?doi=10.1.1.214.6398&rep=rep1&type=pdf (Caused by SSLError(SSLCertVerificationError(1, '[SSL: CERTIFICATE_VERIFY_FAILED] certificate verify failed: certificate has expired (_ssl.c:1129)')))
  ```
- [x] `https://citeseerx.ist.psu.edu/viewdoc/download?doi=10.1.1.227.1802&rep=rep1&type=pdf` modules/kernel_approximation.rst
  ```
  HTTPSConnectionPool(host='citeseerx.ist.psu.edu', port=443): Max retries exceeded with url: /viewdoc/download?doi=10.1.1.227.1802&rep=rep1&type=pdf (Caused by SSLError(SSLCertVerificationError(1, '[SSL: CERTIFICATE_VERIFY_FAILED] certificate verify failed: certificate has expired (_ssl.c:1129)')))
  ```
- [x] `https://citeseerx.ist.psu.edu/viewdoc/download?doi=10.1.1.392.8794&rep=rep1&type=pdf` modules/linear_model.rst
  ```
  HTTPSConnectionPool(host='citeseerx.ist.psu.edu', port=443): Max retries exceeded with url: /viewdoc/download?doi=10.1.1.392.8794&rep=rep1&type=pdf (Caused by SSLError(SSLCertVerificationError(1, '[SSL: CERTIFICATE_VERIFY_FAILED] certificate verify failed: certificate has expired (_ssl.c:1129)')))
  ```
- [x] `https://citeseerx.ist.psu.edu/viewdoc/download?doi=10.1.1.68.5164&rep=rep1&type=pdf` modules/decomposition.rst
  ```
  HTTPSConnectionPool(host='citeseerx.ist.psu.edu', port=443): Max retries exceeded with url: /viewdoc/download?doi=10.1.1.68.5164&rep=rep1&type=pdf (Caused by SSLError(SSLCertVerificationError(1, '[SSL: CERTIFICATE_VERIFY_FAILED] certificate verify failed: certificate has expired (_ssl.c:1129)')))
  ```
- [x] `https://dev.pandas.io/docs/development/maintaining.html` developers/bug_triaging.rst
  ```
  HTTPSConnectionPool(host='dev.pandas.io', port=443): Max retries exceeded with url: /docs/development/maintaining.html (Caused by SSLError(SSLCertVerificationError("hostname 'dev.pandas.io' doesn't match either of '*.numericable.fr', 'numericable.fr'")))
  ```
- [x] `https://docs.scipy.org/doc/scipy/reference/dev/contributor/development_workflow.html` developers/contributing.rst
  ```
  404 Client Error: Not Found for url: https://docs.scipy.org/doc/scipy/reference/dev/contributor/development_workflow.html
  ```
- [x] #23697 `https://docs.scipy.org/doc/scipy/reference/generated/scipy.stats.reciprocal.html` modules/grid_search.rst
  ```
  404 Client Error: Not Found for url: https://docs.scipy.org/doc/scipy/reference/generated/scipy.stats.reciprocal.html
  ```
- [x] #23739 `https://doi.org/10.13140/RG.2.2.35280.02565` modules/generated/sklearn.cluster.spectral_clustering.rst
  ```
  403 Client Error: Forbidden for url: https://www.researchgate.net/publication/354448354?channel=doi&linkId=6138e932a3a397270a8f1300&showFulltext=true
  ```
- [x] `https://imageio.readthedocs.io/en/latest/userapi.html` datasets/loading_other_datasets.rst
  ```
  404 Client Error: Not Found for url: https://imageio.readthedocs.io/en/latest/userapi.html
  ```
- [x] `https://newcircle.com/s/post/1152/scikit-learn_machine_learning_in_python` presentations.rst
  ```
  HTTPSConnectionPool(host='newcircle.com', port=443): Max retries exceeded with url: /s/post/1152/scikit-learn_machine_learning_in_python (Caused by ConnectTimeoutError(<urllib3.connection.HTTPSConnection object at 0x7f02da1007c0>, 'Connection to newcircle.com timed out. (connect timeout=10)'))
  ```
- [x] `https://pythonhosted.org/joblib/memory.html` modules/compose.rst
  ```
  404 Client Error: Not Found for url: https://pythonhosted.org/joblib/memory.html
  ```
- [x] `https://staff.washington.edu/jakevdp` presentations.rst
  ```
  404 Client Error:  for url: https://staff.washington.edu/jakevdp
  ```
- [x] `https://trevorhastie.github.io` modules/generated/sklearn.metrics.d2_absolute_error_score.rst
  ```
  404 Client Error: Not Found for url: https://trevorhastie.github.io/
  ```
- [x] `https://users.soe.ucsc.edu/~optas/papers/jl.pdf` modules/generated/sklearn.random_projection.SparseRandomProjection.rst
  ```
  404 Client Error: Not Found for url: https://users.soe.ucsc.edu/~optas/papers/jl.pdf
  ```
- [x] `https://www.cs.technion.ac.il/~mic/doc/skl-ip.pdf` modules/generated/sklearn.decomposition.IncrementalPCA.rst
  ```
  HTTPSConnectionPool(host='mic.net.technion.ac.il', port=443): Max retries exceeded with url: //doc/skl-ip.pdf (Caused by SSLError(SSLCertVerificationError(1, '[SSL: CERTIFICATE_VERIFY_FAILED] certificate verify failed: unable to get local issuer certificate (_ssl.c:1129)')))
  ```
- [x] `https://www.datascience-paris-saclay.fr/` about.rst
  ```
  HTTPSConnectionPool(host='www.datascience-paris-saclay.fr', port=443): Max retries exceeded with url: / (Caused by SSLError(SSLCertVerificationError(1, '[SSL: CERTIFICATE_VERIFY_FAILED] certificate verify failed: certificate has expired (_ssl.c:1129)')))
  ```
- [x] `https://www.frs-fnrs.be/-fnrs` about.rst
  ```
  404 Client Error: Not Found for url: https://www.frs-fnrs.be/fr/-fnrs
  ```
- [x] `https://www.jstor.org/stable/2984099` modules/generated/sklearn.impute.IterativeImputer.rst
  ```
  403 Client Error: Forbidden for url: https://www.jstor.org/stable/2984099
  ```
- [x] This link is working in a browser, it should be addded to `linkcheck_ignore` similarly to what was done in #23737 `https://www.microsoft.com/en-us/research/uploads/prod/2006/01/Bishop-Pattern-Recognition-and-Machine-Learning-2006.pdf` modules/svm.rst
  ```
  HTTPSConnectionPool(host='www.microsoft.com', port=443): Read timed out. (read timeout=10)
  ```
- [x] `https://www.numfocus.org/support-numfocus.html` about.rst
  ```
  403 Client Error: Forbidden for url: https://www.flipcause.com/secure/cause_pdetails/MjM2OA==
  ```
- [x] `https://www.researchgate.net/publication/233096619_A_Dendrite_Method_for_Cluster_Analysis` modules/clustering.rst
  ```
  403 Client Error: Forbidden for url: https://www.researchgate.net/publication/233096619_A_Dendrite_Method_for_Cluster_Analysis
  ```
- [x] This link is working in a browser, it should be addded to `linkcheck_ignore` similarly to what was done in #23737 `https://www.researchgate.net/publication/4974606_Hedonic_housing_prices_and_the_demand_for_clean_air` modules/generated/sklearn.datasets.load_boston.rst
  ```
  403 Client Error: Forbidden for url: https://www.researchgate.net/publication/4974606_Hedonic_housing_prices_and_the_demand_for_clean_air
  ```
- [x] `https://www.sri.com/sites/default/files/publications/ransac-publication.pdf` modules/generated/sklearn.linear_model.RANSACRegressor.rst
  ```
  404 Client Error: Not Found for url: https://www.sri.com/sites/default/files/publications/ransac-publication.pdf
  ```
- [x] `https://www.stat.washington.edu/research/reports/2000/tr371.pdf` modules/cross_decomposition.rst
  ```
  HTTPSConnectionPool(host='www.stat.washington.edu', port=443): Max retries exceeded with url: /research/reports/2000/tr371.pdf (Caused by SSLError(SSLCertVerificationError(1, '[SSL: CERTIFICATE_VERIFY_FAILED] certificate verify failed: unable to get local issuer certificate (_ssl.c:1129)')))
  ```

COMMENT:
I am working on this issue :

 https://imageio.readthedocs.io/en/latest/userapi.html

PR ready : #23689

Labels: Easy, Documentation, good first issue, Meta-issue