Dimensionality Reduction and Manifold Estimation
Graduate Course at PMF, Matematika, U.Zagreb
Prof. Mladen Victor Wickerhauser

Topic: MCMC. Metropolis-Hastings algorithm.  Gibbs sampling.
Date: May 24, 2022 02:05 PM, Zagreb
>>Videorecording with audio transcript:
https://wustl.zoom.us/rec/share/M4Ylo2MD6mgiauEAArEfv29T-gfAs_4Sf0Owv2-N8JwfTT0aboYCZUjob9JYr7VI.WhFNh_NlB6JmaaXD 
>>Plain videorecording:
https://wustl.zoom.us/rec/share/_yOL2CnCu1PD8XKkk1HyxXd0IInJRXZnMYIc9j6gimssgG37Jkwfb1lXo6LLn6Yd.ztREXLTpNTov5OA9

Topic: Diffusion maps for spiral and swiss roll.  Dirichlet and Multinomial
Date: May 17, 2022 02:09 PM Zagreb 
>>Videorecording with audio transcript:
https://wustl.zoom.us/rec/share/zHy_LohWMz2TUNUjhCwCttY6kPk4fM6zGTPRnqsR3KBoK5-aGxrU3LIezimQojx8.qfzYIeomXur52Bj3
>>Plain videorecording:
https://wustl.zoom.us/rec/share/sEwtMlXLwUUo9Z7O07rJsSUpqsj4h6HmSItYkakGcuXSf43x1v_qrj58hZQQNNwb.Lo-nTaX9Caa5RGAY

Topic: Diffusion maps and diffusion distance
Date: May 10, 2022 02:17 PM, Zagreb
>>Videorecording with audio transcript:
https://wustl.zoom.us/rec/share/_Ph_J7xH1-NVfss4ZzhwfvUZBVVYuewGI-JOWq9-6eiCblA5Q9_j0YaUeYaZimol._-h0PfGdOFIHCcTs
>>Plain videorecording:
https://wustl.zoom.us/rec/share/g8se7K88NNzeLgKGlyNk4iTkP1j2F6ia27HjI1qdK_MNRQG-ZHSNnEpGzItMN36_.rnZuebQM-LkW9oSj 

Topic: Matrix norms, spectral radius, Gel'fand's formula
Date: May 3, 2022 02:03 PM, Zagreb
>>Videorecording with audio transcript:
https://wustl.zoom.us/rec/share/PbezY463evuRvr1yRKjmTbFD-53o-x1GULtYQXUQ1En2DJv8P1MiO8I24FHkCStM.T0HY0o9sdFV-fNTL
>>Plain videorecording:
https://wustl.zoom.us/rec/share/QE5xS9VkfX11qUbbs9PtHEwF1Mf_RGrv1AnGCCotJKMHizGzhOzVIQHb1jOC4GMC.naTh1AJbfBTYhpwH 

Topic: Perron-Frobenius Theorem
Date: Apr 26, 2022 02:15 PM, Zagreb 
>>Videorecording with audio transcript:
https://wustl.zoom.us/rec/share/Y2zSobOcjJXkGOUBzpE0-1TzLgEB9eSy8ebHNZpCjVatowLFbypmoZOU9_1hTT24.UMt98QZS0JPK8-xL
>>Plain videorecording:
https://wustl.zoom.us/rec/share/mXNLr7LTHf9HC-6veC_YHnAhIwrrjjTp1HLX6LePxN8uDnvi6GefiyEKrvNDF_Zb.eZZ6-vvRf22INAkg 

Topic: Graph Laplacians. Fieldler values.  Spectral embedding.
Date: Mar 22, 2022 02:07 PM  Zagreb
>>Videorecording with audio transcript:
https://wustl.zoom.us/rec/share/VQww-jMFa6sOYzD91n2KheHeNDg6pP_7312zk4LNWCbk5OaLIVSEavhUeXCysKrK.39KtREiBopFSEk5i
>>Plain videorecording:
https://wustl.zoom.us/rec/share/gY1IX8ITW_36DJEOxcTpiosCgtft-CkpxGIr2EROIueZxnIzXw8md_ZjGTummjxh.fx840PdIY04WmVJI
	
Topic: Multidimensional scaling, Isomap and cmdscale()
Date: Mar 15, 2022 02:07 PM Zagreb 
>>Videorecording with audio transcript:
https://wustl.zoom.us/rec/share/rWIsI-VYYKQzk5C7GcgbKEQk1AI4A10I2h4M5xndBt4rJPBa-tQpHz2rutb9VgDZ.yLcC4nyY7hCyi4tK
>>Plain videorecording:
https://wustl.zoom.us/rec/share/_KCQoQTPOIjf17h7Qy1GjMIxEEEGpqcuOTbr0uKLxcjAApSSbKEp1T59SrNi0FYY.H0MMsqrR7JNHAKx0

Topic: Trees (rpart), Voronoi (kmeans,pam), clustering (agnes,diana) in R
Date: Mar 8, 2022 02:09 PM Zagreb
>>Videorecording with audio transcript:
https://wustl.zoom.us/rec/share/CpHRh_BFYr8abBFOSTVppCrSpZsh79XZcpkIo38JrfNBcaYbW2biMrhovzDRp9RN.3ZqZPVDE_YXS843Z
>>Plain videorecording:
https://wustl.zoom.us/rec/share/O2a58JiraIRXWAd8pwEG3ZtDn1e8KTV206fV_2OJybmuCES1RX7UH-a18TwUGxEg.PcPNfHwsdmCYPg4S 

Topic: Mahalanobis distance, principal components, linear discriminants
Date: Mar 1, 2022 02:09 PM Zagreb
>>Videorecording with audio transcript:
https://wustl.zoom.us/rec/share/AGESdnB18_75p0eEBoapkyH3OihalhE8O9HQ8b3e_o-vk80GMs2cWeatLb3rEdU5.7fay2CfsNlZZNXFk
>>Plain videorecording:
https://wustl.zoom.us/rec/share/urhnlPCSkXGHEb5Ezw2HdgyrXHzrcFuzmyThb-kDjoF9Jh8FwDFRvwuKOF_-j-mI.SCUgVhxc0B4ZgpvF

Topic: Bivariate normal simlation and plotting
Date: Feb 22, 2022 02:25 PM Zagreb
>>Videorecording with audio transcript:
https://wustl.zoom.us/rec/share/sS8U5EW2QG5C_g2QWIoIXb18kAG25uRHd2SS0JfvX33PxdP-djR6F0WHyw7HiGnc.3XNbxr2gS244JPL1
>>Plain videorecording:
https://wustl.zoom.us/rec/share/ZoHjS8H090OjvtyiHEWPHNvyFmAm6GrS7AvCgvOn9iCINc0cKBbn7I5uQG9T4BVO.KYUPi1l4mDuOm-A1

Topic: Best orthogonal basis, wavelets, Haar, phase plane, CUR
Date: Feb 15, 2022 02:08 PM  Zagreb 
>>Videorecording with audio transcript:
https://wustl.zoom.us/rec/share/ClkkhWujdIjkhn7UKLOPNybYefRoJgGy1dbi7E-Vwp1wqmYLDf-Vrs17PeEn2dvE.CcRRHwOVLnh_FVGW
>>Plain videorecording:
https://wustl.zoom.us/rec/share/ivfSO8t_jfMZ3slhz_q4m8h6jnC79vK4cJamOoIRGr-rYPp7dOGnfPg9lrbgpus5.AIytXcTGQf-uynLr

Topics: Riemann, geodesics, Delaunay, Voronoi, Karhunen-Loeve, SVD
Date: Feb 8, 2022 02:09 PM Zagreb 
>>Videorecording with audio transcript:
https://wustl.zoom.us/rec/share/VqRD_rkIbeiI0sj3NooZUuE1Ic6ErWmfYyFkWmKPi0Ogu0jQHPPLWoOBOg4ky6xT.llcH4oL9Z8zq1sos
>>Plain videorecording:
https://wustl.zoom.us/rec/share/ElvLL43KjgMmX3tvgNFhKkw2Op8KC0psvjGomkOhooWS5-NygQUKG7tdITcnWpcE.qoNc-mMbRXBufP9G

Topics: Interpolation, regression, Gauss-Markov theorem, simplexes, convex hulls via QuickHull
Date: Feb 1, 2022 02:23 PM Zagreb
>>Videorecording with audio transcript:
https://wustl.zoom.us/rec/share/KQMUtY8DJq2DNFmM5LYPob5xRmHLU3hv6xAYOGg3GLdLP8sEb88PAYRtO8hxVUsK.Ik-FQlA2Y9gzyB6q
>>Plain videorecording:
https://wustl.zoom.us/rec/share/kz4zmbce1kKDEjIEvz9jJ9XJpii7wiypZpl1FRqMHBVVuP-edZrhQ_NXHvvdEUps.eaBwqmxdq9W48mWH

Topics: Implicit Function Theorem, Tangent Bundles, Differentials, Whitney Embedding Theorem.
Date: Jan 25, 2022 02:32 PM Zagreb
>>Videorecording with audio transcript:
https://wustl.zoom.us/rec/share/fpjKnafLvYnhoMD-esqtmNlZVkODROkNdzCbJPyTc5nqtAd0LpIFlA0SrPB-Y6Kv.KmGyofbg916X4mwE
>>Plain videorecording:
https://wustl.zoom.us/rec/share/ZM0wvMXWhfvOa34DrH7WGkkwC2Ruphh4O0m_PlAng8bDPVPTfqzfsoo_Ia-PH393.6ndmBOJhv1I_F-qQ