Why are kernel methods with RBFs effective for handwritten digits (letters) classification?

Let’s learn why are kernel methods with RBFs effective for handwritten digits (letters) classification. The most accurate or helpful solution is served by Cross Validated.

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Why are kernel methods with RBFs effective for handwritten digits (letters) classification?

The question emerged while reading Ch. 3 of Rasmussen & Williams . In the end of this chapter, the authors gave results for the problem of handwritten digits classification (16x16 greyscale pictures); features are 256 pixel intensities + bias. I was surprised that in such a high-dimensional problem, 'metric' methods, like Gaussian processes with squared exponential kernel, or SVM with the same kernel, behave quite nice without any dimension reduction preceeded. Also, I heard sometimes that...

Answer:

To put this interesting discussion on the ground, one can modify the toy script from http://scikit-learn...

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I'm trying to get a overall picture of support vector machines, and came across kernel functions in the descriptions K(x1, x2) Can someone provide an big picture explanation of how does the kernel function quantifies similarity in different scenarios...

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A password consists of three digits, 0-9 followed by three letters from an alphabet having 26 letters..continu?

-if repetition of digits is allowed, but repetition of letters is not allowed determine the number of different passwords that can be made. - if repetition is not allowed for digits or letters determine how many fewer different passwords can be made

Answer:

1) 10x10x10x 26x25x24 = 15,600,000 2) 4,368,000

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What are possible kernel matrix estimation methods in the literature of machine learning?

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A comparison between two most popular methods is given here: http://machinelearning.wustl.edu....

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A NewJersey license plate consists of 4 letters followed by 2 digits Letters are from A to Z and?

Digits are from 0 to 9 How many license plates can New Jersey issue wwithout repeating any letters or digits

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1,487,109,936

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Diana at Yahoo! Answers Mark as irrelevant Undo

Answer:

1. 26*26*9*9*9 = 492,804 <------- 2. presumably zero is now allowed, so 26*25*10*9*8 = 468,000 <...

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PRINCESS at Yahoo! Answers Mark as irrelevant Undo

License plates are made using 3 letters followed by 3 digits....?

License plates are made using 3 letters followed by 3 digits how many can be made if repetition of letters and digits is allowed?

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ABC - 123 x 10 (3) x 10 (2) x 10 (1) x 26 letters (C) x 26 letters (B) x 26 letters (A) 10³ x ...

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Generate 1 - 14 digit code (letters and digits)?

I was hoping someone could point me in the right direction to either create or locate a program (even hire), that I can enter the known digits and it will generate the last remaining digits. For example, if the code was 4G78-7891HX-XXXX I would want...

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What are the last digits supposed to be? If you want a program to print out all possibilities for he...

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What are estimation methods for software development in Kernel or research area?

How do you do estimation when working on Kernel or driver development which involves study of kernel code identifying hooks / APIs and feasibility etc.

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It depends o the team and leadership of the team. I could tell it can vary to any extent. If I lead...

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