Regularization perspectives on support vector machines - Revision history

en>Monkbot: Task 5: Fix CS1 deprecated coauthor parameter errors

2014-07-24T01:56:37Z

Task 5: Fix CS1 deprecated coauthor parameter errors

← Older revision		Revision as of 03:56, 24 July 2014
Line 1:		Line 1:
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en>Rjwilmsi: Journal cites, added 1 PMID using AWB (9944)

2014-02-15T19:52:21Z

Journal cites, added 1 PMID using AWB (9944)

← Older revision		Revision as of 21:52, 15 February 2014
Line 1:		Line 1:
	~~'''Fractional wavelet transform''' (FRWT) is~~ a ~~generalization of the classical [[wavelet transform]] (WT)~~. ~~This transform is proposed in order to rectify the limitations~~ of ~~the WT~~ and ~~the [[fractional Fourier transform]] . The FRWT not only inherits the advantages~~ of ~~multiresolution analysis of the WT~~, ~~but also has the capability~~ of ~~signal representations~~ in the ~~fractional domain which is similar to the FRFT~~. ~~Compared with~~ the ~~existing FRWT~~, the ~~FRWT can offer signal representations~~ in ~~the time-fractional-frequency plane~~.		What improved tool to help you you stay on track this year than a sharp looking organizer. Hermes purses and scarves are famous, but simple examples of a Brand which has been built from scratch, painstakingly after a while and by being extremely protective of distribution channels for his or her limited production, hand crafted products. Sweet arm candy is dangling from every corner of summer 2011 fashion. 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	~~==Definition==~~
	~~The FRWT~~<~~ref~~>J. ~~Shi~~, N.-T. ~~Zhang~~, ~~and X~~.-P. ~~Liu, "A novel fractional wavelet transform~~ and ~~its applications," Sci. China Inf. Sci~~., ~~vol. 55~~, ~~no. 6~~, pp. ~~1270-1279, June 2012. URL: http://www.springerlink.com/content/q01np2848m388647/ </ref> of~~ a ~~signal or~~ a ~~function <math>f(~~t)\in ~~L^{2}(\mathbb{R})</math> is defined as~~
	~~:<math>~~
	~~W_{f}^{\alpha}(~~a,~~b)=\mathcal{W}^{\alpha}[f(t)](a~~,~~b)=\int_{-\infty}^{+\infty} f~~(~~t)\psi_{\alpha,~~a~~,b}^{\ast}(t~~)~~\, dt~~.
	<~~/math~~>
	~~where~~ <~~math~~>~~\psi_{\alpha,a,b}(t)~~<~~/math~~> ~~is a continuous affine transformation~~ and ~~chirp modulation of~~ the ~~mother wavelet <math>\psi(t)</math>~~, ~~i.e~~.,
	~~:<math>~~
	~~\psi_{\alpha~~,a~~,b}(t)~~=~~\frac{1}{\sqrt{a}}\psi\left(\frac{t~~-~~b}{~~a~~}\right)e^{~~-~~j\frac{t^2~~-~~b^2}{2}\cot\alpha}~~
	~~</math>~~
	in ~~which~~ <~~math~~>~~a\in \mathbb{R^+}~~<~~/math~~>, ~~<math>b\in \mathbb{R}<~~/~~math> are scaling and translation parameters, respectively~~.
	~~The inverse FRWT is given by~~
	~~:<math>~~
	~~f(t)=\frac{1}{2\pi C_{\psi}}\int\limits_{~~-~~\infty}^{+\infty}\int\limits_{0}^{+\infty}W_{f}^{\alpha}~~(~~a,b~~)~~\psi_{\alpha~~,a,~~b}(t)\frac{da}{a^2}db~~
	~~</math>~~
	~~where <math>C_{\psi}</math> is a constant~~ that ~~depends on~~ the ~~wavelet used. The success~~ of the ~~reconstruction depends on this constant called~~, the ~~admissibility constant,~~ to ~~satisfy~~ the ~~following admissibility condition:~~
	~~:<math>~~
	~~C_{\psi}=\int\limits_{-\infty}^{+\infty}{\frac{\|\Psi(\Omega)\|^2}{\|\Omega\|}}\,d\Omega<\infty~~
	~~</math>~~
	~~where <math>\Psi(\Omega)</math> denotes~~ the FT of <~~math~~>~~\psi(t)~~<~~/math~~>. The ~~admissibility condition implies~~ that ~~<math>\Psi(0)=0</math>,~~ which ~~is <math>\int_{~~-~~\infty}^{+\infty}\psi(t)dt=0</math>~~. ~~Consequently continuous fractional wavelets must oscillate~~ and ~~behave as bandpass filters in the fractional Fourier domain~~. ~~Whenever~~ <~~math~~>~~\alpha={\pi}/{2}~~<~~/math~~>, the ~~FRWT reduces~~ to ~~the classical WT~~.

	~~==References==~~
	~~{{reflist}}~~

	[~~[Category~~:~~Wavelets]]~~
	~~[[Category:Fourier analysis]~~]

en>Monkbot: Fix CS1 deprecated date parameter errors

2014-01-29T05:13:18Z

Fix CS1 deprecated date parameter errors

← Older revision		Revision as of 07:13, 29 January 2014
Line 1:		Line 1:
	~~Registered Nurse~~ (~~Critical Care~~ and ~~Emergency ) Adolfo Lezcano from Deer Lake~~, has ~~hobbies and interests~~ which ~~include parachuting~~, ~~ganhando dinheiro na internet~~ and ~~consuming out~~. ~~Has travelled ever since childhood~~ and ~~has traveled to numerous locales~~, ~~such~~ as ~~Mount Nimba Strict Nature Reserve~~.<br><br>~~Look into my weblog [http~~://~~www~~.~~comoganhardinheiro101~~.~~com~~/~~slide~~-~~central~~/ ~~ganhar dinheiro~~]		'''Fractional wavelet transform''' (FRWT) is a generalization of the classical [[wavelet transform]] (WT). This transform is proposed in order to rectify the limitations of the WT and the [[fractional Fourier transform]] . The FRWT not only inherits the advantages of multiresolution analysis of the WT, but also has the capability of signal representations in the fractional domain which is similar to the FRFT. Compared with the existing FRWT, the FRWT can offer signal representations in the time-fractional-frequency plane.

			==Definition==
			The FRWT<ref>J. Shi, N.-T. Zhang, and X.-P. Liu, "A novel fractional wavelet transform and its applications," Sci. China Inf. Sci., vol. 55, no. 6, pp. 1270-1279, June 2012. URL: http://www.springerlink.com/content/q01np2848m388647/ </ref> of a signal or a function <math>f(t)\in L^{2}(\mathbb{R})</math> is defined as
			:<math>
			W_{f}^{\alpha}(a,b)=\mathcal{W}^{\alpha}[f(t)](a,b)=\int_{-\infty}^{+\infty} f(t)\psi_{\alpha,a,b}^{\ast}(t)\, dt.
			</math>
			where <math>\psi_{\alpha,a,b}(t)</math> is a continuous affine transformation and chirp modulation of the mother wavelet <math>\psi(t)</math>, i.e.,
			:<math>
			\psi_{\alpha,a,b}(t)=\frac{1}{\sqrt{a}}\psi\left(\frac{t-b}{a}\right)e^{-j\frac{t^2-b^2}{2}\cot\alpha}
			</math>
			in which <math>a\in \mathbb{R^+}</math>, <math>b\in \mathbb{R}</math> are scaling and translation parameters, respectively.
			The inverse FRWT is given by
			:<math>
			f(t)=\frac{1}{2\pi C_{\psi}}\int\limits_{-\infty}^{+\infty}\int\limits_{0}^{+\infty}W_{f}^{\alpha}(a,b)\psi_{\alpha,a,b}(t)\frac{da}{a^2}db
			</math>
			where <math>C_{\psi}</math> is a constant that depends on the wavelet used. The success of the reconstruction depends on this constant called, the admissibility constant, to satisfy the following admissibility condition:
			:<math>
			C_{\psi}=\int\limits_{-\infty}^{+\infty}{\frac{\|\Psi(\Omega)\|^2}{\|\Omega\|}}\,d\Omega<\infty
			</math>
			where <math>\Psi(\Omega)</math> denotes the FT of <math>\psi(t)</math>. The admissibility condition implies that <math>\Psi(0)=0</math>, which is <math>\int_{-\infty}^{+\infty}\psi(t)dt=0</math>. Consequently continuous fractional wavelets must oscillate and behave as bandpass filters in the fractional Fourier domain. Whenever <math>\alpha={\pi}/{2}</math>, the FRWT reduces to the classical WT.

			==References==
			{{reflist}}

			[[Category:Wavelets]]
			[[Category:Fourier analysis]]

en>BD2412: Disambiguated: Regularization (3), Norm (2), Function, Positive definite, Matrix, Bayes using Dab solver

2012-06-17T23:58:33Z

Disambiguated: Regularization (3), Norm (2), Function, Positive definite, Matrix, Bayes using Dab solver

New page

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