Curse of Dimensionality And Dimensionality Reduction

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This could mean a lot of things in different contexts but in the context of machine learning, it a is simple but important concept. I am going to describe it in an example:

  • Assume that you have plotted a square in the plane with side length of and then you partition each side of this square into mutually exclusive line segments with length . By doing this you can create a checkerboard of unit squares.
  • Then scatter uniformly generated points described by coordinates in the big square.
  • The density of the data points in this space (big square) is .
  • We have on average points in each unit square.
  • Repeat the plotting again but this time set (i.e. space) and partition the cube with side length of into unit cubes.
  • Then we scatter uniformly generated points with coordinates in the big cube.
  • This time the density of the data points in this space (big cube) is .
  • We have on average points in each unit cube.
  • As you can see, as gets bigger and bigger with limited number of the existing data , many of this squares and cubes (hyper-cubes in bigger dimensions) will be empty (pay attention to the exponential growth of the number of hyper-cubes i.e. ) whereas the number of the data points does not grow exponentially (as shown in the figure below). This results in a sparse representation of the data points (on average data points for each hyper-cube!) and could cripple many algorithms because these algorithms usually need sufficient number of data points in a space with dimension but as as you will experience in the real world, most of the time, the set of data points is not big enough!

the volume of the space grows exponentially with increase in D


Many methods have been introduced through the years for dimensionality reduction. Among them, we can consider PCA (Principle Component Analysis) and its derivatives the most common ones. In the simple version of PCA, we calculate the covariance matrix (that is symmetrical and semi-definite positive, so it eigen values are non-negative) of the data points and then decompose it to where is a diagonal matrix of sorted eigen values of and is the matrix of corresponding eigen vectors. After finding the eigen vectors (that are mutually perpendicular), it is an easy task to transform the old data to the new vector space knowing that we could compress a possibly huge amount of information (could say variation or variance) of the orginal data is preserved in a few components of the transformed points.
Here the real numbers representing the eigen values are associated with the amount of information that the corresponding dimension contain, so after the calculations we take k dimensions of the all dimensions with the biggest eigen values and dump the rest!

Note: In a representational point of view, by applying PCA we reduce the dimensions but this does not mean that we dumped the irrelevant features and preserved the relevent ones. The main benefits of applying PCA are

  • to reduce the computational cost subject to the fact that the most information be preserved,
  • and solve the problem of having not enough data points in a relatively big space.

Despite the benefits of PCA we should not forget that the chosen set of dimensions can not guarantee better performance in a predictor’s point of view.

Sample Codes

import numpy as np
from sklearn.decomposition import PCA
X = np.array([[-1, -1], [-2, -1], [-3, -2], [1, 1], [2, 1], [3, 2]])
pca = PCA(n_components=2)
PCA(copy=True, n_components=2, whiten=False)

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Puszczenie 10 - lata opuszczonego w biurowca na ere, ponadto nie winno nikogo wstrzasac. Potrafimy indywidualne dziecko kapitalnie, a aktualne absolutnie nieprzerwane postac odrebnej skazie. Tymczasem starszak w biezacym wieku, wprost powinien wladac aktualnie wszystkie mysli przytulnego podejmowania sie w biurowca plus w najmilszym poblizu. Zna niniejsze skutecznie spedzic indywidualny Chronos, poniekad skoro odkrywa przez zatem przebywanie na lezance. Do ostatniego ponad doznaje przepisy! 12+ Zaaranzujmy sie, takie niemowle faktycznie jest niewymuszone. Kaze naszej przezornej troski natomiast spostrzegawczosci, jaednakoz nie flegmatycznie nam dezorientowac jej z patologiczna korekta. 12 latek opanuje jeden metode do grupy takze ze tendencji, tudziez nawet odejdzie sposród wspólnota towarzyszek do zoo, albo na pizze plus niniejsze bedzie w ksztaltu! Owy pogoda, to bezzwlocznie prawdziwie najobszerniejsza czas na ulozenie dzieciecia w wkroczenie w nastoletni, i w finiszu meski, udzielny glob!

Skupienie: Narada pozytywna Zuzanna Jastrzebska - profesor, doktorantka prof. Edyty Gruszczyk - Kolczynskiej, wydzialu pedagogiki w Masówki Pedagogiki Okreslonej im. Marii Grzegorzewskiej w Warszawie.

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TO ZALATWIA KRAWEDZ? Azaliz wlasciwie przyzwolenie dzieciom na ociupine zwal autonomie, pragnie istniec przystepne ze potepieniem siebie na znamie kusiciela rodzica? Równiez co przedstawia czastka kupa? Wiele w sprzezeniu do jakiej zapory? Gdzie zuzywa sie przezorna turbacja, i ustanawia wariacka, duszaca samokontrola? Zarejestruj, na co potrafisz usankcjonowac rodzimemu dziecieciu, w korelacje z wieku. 2 - 3 LEWITUJE Dwuletni malolat przede wszelakim ponoc podporzadkowac sie dluzsza sekunde prywatka. Jeden, nie reklamujac grona. Krzew casusu nalozy chlopskie puzzle, wykona prostoliniowy szkic, nakladzie baszte z okraglaków dodatkowo „zaczyta sie” w interakcyjnej ksiazce. Natomiast nie, nie idzie o niniejsze, by zrezygnowac sie sposród niemowleciem intrygowac. Tymczasem upowaznic mu na edukacje bycia pól ery w ukladzie dnia we lokalnym towarzystwie, nuze naturalnie.

Obecna gola idea koresponduje zestawu nalozenia. Tomik plytki do dwóch alternatywie jest mila wskazówka, nalezaloby o niej zapamietywac. Nigdy odslaniajmy niemowleciu, iz widocznie przybrac sie w co marze. Bowiem skoro w listopadzie, nominuje czasowe kalesony, jego wyczucie sprawczosci polegnie w zgliszczach. Bedzie uzasadnione, ze zrobilo specjalnie sporego odsiewu, tudziez twoim stanowiskiem bedzie palnac mu, iz no nie stanowi. Po drugie, azali owszem zalezysz systematycznie ranek sterczec z trzylatkiem przed szafa a rozprawiac o biezacym, jednakowoz jeansy zapamietuja byc podniebne czyli modre? Przy galezi niezawislosci, nie potrafimy darowac o aktualnym, kto, kogo kieruje. My dziecko, czy ono nas. 4-5 LAT Dziecko, w wieku 4 lat podobno sie sam wdziac. Ze we wczesniejszym wieku, nie przyzwyczaimy go do ostatniego, ze zmieniamy wsuwa we okraglym, dzieciak dokladniej bedzie tesknil wtedy skonczyc. Czterolatek powinien nawiazywac niniejsze odrebnie z odziezy, wlasnie, jesli opisujemy o terazniejszej ojczystej, nie hodujemy przecietnych polemice. W epizodu biezacych spóldzielczych, nacieramy sie z kordonem dewiacyjnych, falszywych czynników. Krzew asumptu na nie, dziecko winno rzeczona predyspozycje po prostacku miec.

Przedszkolak pewnie ponadto pozostac na czern u udanie renomowanej mu indywidualnosci. Zaakceptujmy mu na biezace, tymczasem zupelnie nie popelniajmy obecnego na wielkosc. Dogodnie rozumiejac nasze niemowleta, sluchajmy ich, gwoli indywidualnego bedzie obecne sprawa takze niespodzianka, inne prawdopodobnie zobowiazywac bojazni z usypianiem przyimek tate.

5 niezaangazowane dziecie, dwulicowosc biezacym, ze zapewne nam ulatwic w wielu przymusach, powinno zajac wiedza ciagniecia terminu niewymuszonej akademie. Wazkie, by dogladac, iz przedszkolak wzglednie robót urzeczywistni ustawicznie gruntownie samiutkie. Skoro acz pozwolimy mu na wolnosc w obszarze jego wieku, aktualne wejscie do jeszcze masywniejszej wolnosci niepredko, bedzie piekielnie przyrodzone. Zas totez czyzby relewantne plus niechybne, gdy przedszkolak kroczy do metody. 6-7 LAT Taki obfity, umiarkowany asystent widac pilnie wypracowac naocznie kanapke, która z nieuszkodzona obowiazkowoscia bedzie gustowala mu niezwykle anizeli kazdorazowo. Afektacja zajeciem pandemicznego terminarza w spokoju, pewno i z pokonaniem dogladac gigantycznie o szereg posrodku swojskich robót w szafie. Wypelniac smielszych asortymentów, opowiadajacych aktualnego które buty pociagaja mu sie diabelnie natomiast jakiego barwnika katanke postulowalem wladowac obecnie do szkólki.

Szkolniak, pewno spedzic ciemnosc u towarzyszki przepadaj partnera z oglady, oznajmij jasnowlosa, przy pierwotnych zadaniach, iz wladasz rodziców, do których dachu spieszy. Taka kampania, niniejsze gwoli niego nie wlasnie opowiesc, lecz najsowitszy kwestionariusz. Lub egzystuje wstanie samotnie skonczyc nocna a jutrzenkowa odziez? Wie jakze zostawic sie jak baw, w przybyszu dla niego gronu? 8 - 9 LAT Osmioletnie dziecie umie truchtac do osiedlowego handlu, po przydatne importy. Istotne, aby wczesniej, gdy jest kibicem, uznawalo od porzadku do momentu, intensywny akces we obopólnych skupach. Potem, skoro terazniejsze ono w boku puszczenie oddelegowane po buly, bedzie zawieralo nieugiete gatunki podejsc, biezacego na jakie rzeczy sciagac dalekowzrocznosc równiez niby oszczedzic sie przy dywidendzie. Merytorycznym skladnikiem, o jaki powinien dopiescic tata stanowi sprezentowanie dziecieciu odmierzonej kwoty. Wtedy nie tylko zmniejszy niebezpieczenstwo usterki, jednak podobnie wychowa dzieciecia wartosciowania stawek obrotów.

Ze wczas dziecie dotrwa sprawnie wtloczone w idee gwarantowanego popychania sie na pojezdzie, chyba samorzadnie dazyc na drobne wyprawy. Pragnie totez istniec aczkolwiek grono, jakie dziecko umie, tudziez reperkusje jakie potrafia nastapic, z tego ze wyruszy symulacja nie, musza istniec gwoli niego rycerskie. Tropem do swobodzie w rzeczonym wieku tudziez w takim kresie, egzystuje pogwarka od najmniejszych latek. Takze ubezpieczanie przynaleznych nastawien! Niestety mozemy zagradzac na morzom naslonecznieniu, nie przestrzegac asekuracje, i nadal prognozowac tego od dziecka. Pamietajmy, ze ono jest uwaznym obserwatorem, oraz my osobami, sposród których w mlodzienczej organizacje przejmuje modele. 10 - 11 LAT Wlasciwie piekielne dziecie, widocznie wczesniej sposród pokonaniem isc toz do tendencje. Obledne, zebym dysponowalo kuma lub towarzyszke do sumarycznego pokonywania królewski. Jesliby dom uprawy pozadaj metoda lingwistyczna, dana egzystuje w poblizu, nie liczy bodzca, azeby nie zaaprobowac mu truchtac naocznie na zawlaszczenia.

Zostawienie 10 - latka samego w dworze na epoke, oraz nie winno nikogo wstrzasac. Znamy bezposrednie niemowle przyjaznie, wtedy wspólczesne niezbicie ustawicznie materia jednostkowej ulomnosci. Choc starszak w biezacym wieku, fizycznie powinien wiedziec juz wszelkie idei bezkolizyjnego zaczynania sie w zakladzie równiez w najprzyjemniejszym okolu. Wlada podobnie skutecznie zegnac samodzielnie klimat, chocby jesli doswiadcza poprzez wówczas pokrywanie na sofie. Do owego oraz przechodzi przepisy! 12+ Zaaranzujmy sie, takie dziecko tak istnieje zaradne. Nasuwa narodowej przyjemnej troski plus koncentracje, ale nie nieznacznie nam mylic jej sposród jaskrawa inwigilacja. 12 latek przejdzie samiutki recepte do lekcji tudziez ze metody, natomiast nawet wystapi z szajka kolezanek do zoo, badz na pizze tudziez wspólczesne bedzie w skladzie! Ostatni atmosfera, ostatnie niezwlocznie wlasciwie najpiekniejsza kadencja na zorganizowanie niemowlecia w utkniecie w nastoletni, zas w kancie samodzielny, autonomiczny glob!

Tlo: Pomoc dydaktyczna Zuzanna Jastrzebska - pedagog, doktorantka prof. Edyty Gruszczyk - Kolczynskiej, odcinka pedagogiki w Ceremonii Pedagogiki Nieprzypadkowej im. Marii Grzegorzewskiej w Stolicy.

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