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Technique used in stochastic gradient variational inference
The reparameterization trick (aka "reparameterization gradient estimator") is a technique used in statistical machine learning, particularly in variational
Reparameterization_trick
Deep learning generative model to encode data representation
networks are typically trained together with the usage of the reparameterization trick, although the variance of the noise model can be learned separately
Variational_autoencoder
Particular case of the generalized extreme value distribution
distribution. This technique is called "Gumbel-max trick" and is a special example of "reparameterization tricks". In detail, let ( π 1 , … , π n ) {\displaystyle
Gumbel_distribution
Concept in decision-making
\mu _{W},\Sigma _{W},\mu _{b},\Sigma _{b}} are learned via the reparameterization trick. Berger-Tal, Oded; Nathan, Jonathan; Meron, Ehud; Saltz, David
Exploration–exploitation dilemma
Exploration–exploitation_dilemma
Class of reinforcement learning algorithms
}(A_{j}|S_{j})\cdot \Psi _{i}|S_{i}=s_{i}]=0.} Proofs Proof of the lemma Use the reparameterization trick. E π θ [ ∇ θ ln π θ ( A j | S j ) | S i = s i ] = ∑ s P r ( S
Policy_gradient_method
Statistical model used in machine learning
are fixed functions that define the autoregressive model. By the reparameterization trick, the autoregressive model is generalized to a normalizing flow:
Flow-based_generative_model
Generative adversarial network variant
\nabla _{\theta }\ln \rho _{\mu _{G}}(x)]} where we used the reparameterization trick. As shown, the generator in GAN is motivated to let its μ G {\displaystyle
Wasserstein_GAN
Paradigm in machine learning that uses no classification labels
Sampling, and backpropagating reconstruction errors or hidden state reparameterizations. See the table below for more details. An energy function is a macroscopic
Unsupervised_learning
\}=W^{s}(p_{0})\cap W^{u}(p_{0})\cup \{p_{0}\}.} To obtain the Melnikov function, some tricks have to be used, for example, to get rid of the time dependence and to gain
Melnikov_distance
Motion of a curve based on its curvature
to move along the curve, as the curve evolves. Choosing a careful reparameterization can help redistribute the vertices more evenly along the curve in
Curve-shortening_flow
REPARAMETERIZATION TRICK
REPARAMETERIZATION TRICK
Surname or Lastname
English (of Norman origin)
English (of Norman origin) : nickname for a crafty or ingenious person, from a reduced form of Old French engaine ‘ingenuity’, ‘trickery’ (Latin ingenium ‘native wit’). The word was also used in a concrete sense of a stratagem or device, particularly a trap.This surname has also assimilated reduced variants of Welsh Gurganus.
Surname or Lastname
English and French
English and French : nickname from Middle English, Old French co(u)sin, cusin (Latin consobrinus), which in the Middle Ages, as in Shakespearean English, had the general meaning ‘relative’, ‘kinsman’. The surname would thus have denoted a person related in some way to a prominent figure in the neighborhood. In some cases it may also have been a nickname for someone who used the term ‘cousin’ frequently as a familiar term of address. The old slang word cozen ‘cheat’, perhaps derives from the medieval confidence trickster’s use of the word cousin as a term of address to invoke a spurious familiarity. The patronymics constitute the most frequent forms of this name.
Surname or Lastname
English
English : nickname for a schemer or trickster, from Middle English tripet(t), Old French tripot ‘malicious plot’, ‘trick’.
Surname or Lastname
English
English : habitational name from a place in Cheshire named Davenport, from the Dane river (apparently named with a Celtic cognate of Middle Welsh dafnu ‘to drop’, ‘to trickle’) + Old English port ‘market town’.Irish (County Tipperary) : English surname adopted by bearers of Munster Gaelic Ó Donndubhartaigh ‘descendant of Donndubhartach’, a personal name composed of the elements donn ‘brown-haired man’ or ‘chieftain’ + dubh ‘black’ + artach ‘nobleman’.John Davenport (died 1670) arrived in Boston, MA, in 1637. He came of an English Cheshire family associated with Capesthorne Hall, near Macclesfield.
Surname or Lastname
English
English : habitational name from a place in Buckinghamshire, so called from the Old English river name SÇ£ge, which probably meant ‘trickling’, ‘slow-moving’, + Old English brÅc ‘stream’.
Girl/Female
Tamil
Trick, Power, Strategy, Solution by logic, By reasoning
Surname or Lastname
English
English : nickname for a clever trickster, from Old English prætt ‘trick’, ‘tricky’, ‘cunning’ (which is found in use as a byname in the 11th century). This surname is quite common in southeastern Ireland.
Surname or Lastname
Irish
Irish : reduced form of McGinn, an Anglicized form of Gaelic Mag Finn ‘son of Fionn’.English : from Middle English gin ‘trick’, ‘contrivance’, ‘snare’, a reduced form of Middle English engin (see Ingham 2), hence a metonymic occupational name for a trapper or a nickname for a cunning person.
Surname or Lastname
German
German : nickname from Middle High German agelster ‘magpie’, which was known especially in the Middle Ages for mischievous tricks.English : perhaps a variant of Easter.
Surname or Lastname
English
English : from Old French covine ‘fraud’, ‘deceit’, hence a derogatory nickname for a trickster.English : habitational name from a place in Staffordshire named Coven ‘(place) at the huts or shelters (Old English cofa, dative plural cofum)’.
Surname or Lastname
English
English : from a diminutive of Trick.
Surname or Lastname
English (southwest and South Wales)
English (southwest and South Wales) : metonymic nickname for a cunning or crafty person, from Middle English trick ‘strategem’, ‘device’ (from a Norman form of Old French triche).
Girl/Female
Biblical
Poison, tricks.
Girl/Female
Hindu
Trick, Power, Strategy, Solution by logic, By reasoning
Surname or Lastname
English
English : metonymic occupational name for a trapper or hunter, in particular someone who caught fish, especially eels, by setting up wicker traps in rivers and estuaries, from Middle English wile ‘trap’, ‘snare’ (late Old English wīl ‘contrivance’, ‘trick’ possibly of Scandinavian origin), or in some cases probably a nickname for a devious person.
Surname or Lastname
English (Devon)
English (Devon) : from the rare Old English masculine personal name Mocca, which may be related to a Germanic stem mokk- ‘to accumulate’, ‘to be heaped up’, and hence may originally have been a nickname for a heavy, thickset person. Alternatively, it could be from Middle English mokke ‘trick’, ‘joke’, ‘jest’, ‘act of jeering’, a derivative of mokke(n) ‘to mock’, from Old French moquer.German : variant of Maag.German : nickname for a short, thickset man, Middle High German mocke.Dutch : nickname from Middle Dutch mocke ‘dirty or wanton woman’, ‘slut’, or from West Flemish mokke ‘fat child’.
Surname or Lastname
English (Devon)
English (Devon) : habitational name from Trickey in Devon, recorded in 1238 as Trikehle apparently ‘enclosure (Middle English hey) of a man nicknamed Trick’.
Surname or Lastname
English
English : perhaps a variant spelling of Wrench, a nickname from Middle English wrench ‘trick’, ‘artifice’.Probably an altered spelling of German Rensch or Rentsch.
Girl/Female
Tamil
Trick, Power, Strategy, Solution by logic, By reasoning
Surname or Lastname
English
English : nickname from Middle English wrench ‘wile’, ‘trick’, ‘artifice’.
REPARAMETERIZATION TRICK
REPARAMETERIZATION TRICK
Girl/Female
Arabic, French, Indian, Kannada, Muslim, Punjabi, Sikh, Sindhi
Flower; Beauty; Star; White; The Planet Venus
Girl/Female
American, Arabic, Australian, Chinese, Greek, Muslim
Winner; From the River Nile; Combination of N and Isla
Boy/Male
Indian, Tamil
Person with More Wealth
Boy/Male
Indian, Sanskrit
Lotus Footed
Boy/Male
Muslim
Reddish
Girl/Female
Tamil
Stiltedness
Girl/Female
Australian, Finnish, French, German, Latin, Swedish, Swiss
Soft Breeze; Variant Aurelia; Golden; Golden Haired
Girl/Female
Hindu, Indian
Newest
Surname or Lastname
English, Welsh, Scottish, and Irish (of Norman origin)
English, Welsh, Scottish, and Irish (of Norman origin) : habitational name from Mortemer in Seine-Maritime, France, so called from Old French mort(e) ‘dead’ + mer ‘sea’ (Latin mare). The place name probably referred to a stagnant pond or partly drained swamp; there may also have been an allusion to the Biblical Dead Sea seen by crusaders. The Norman surname was taken to Ireland from England in the medieval period, where it has also been adopted by bearers of the Gaelic surnames Mac Muircheartaigh and ÓMuircheartaigh, commonly Anglicized as McMurty and Mortagh. Compare McMurdo.
Boy/Male
American, Australian, British, Celtic, Christian, English, Gaelic, German, Irish, Swedish
Sword Friend; Form of Melvin; Mill Worker; Polished Chief; Chief; Protector; Gentle Chieftain
REPARAMETERIZATION TRICK
REPARAMETERIZATION TRICK
REPARAMETERIZATION TRICK
REPARAMETERIZATION TRICK
REPARAMETERIZATION TRICK
p. pr. & vb. n.
of Trick
n.
One who tricks; a trickster.
a.
Done, made, or laid in waggery or for sport; sportive; humorous; as, a waggish trick.
imp. & p. p.
of Trickle
imp. & p. p.
of Trick
a.
An artifice or stratagem; a cunning contrivance; a sly procedure, usually with a dishonest intent; as, a trick in trade.
a.
Given to tricks; artful in making bargains; given to deception and cheating; knavish.
p. pr. & vb. n.
of Trickle
n.
The manner or action of a wag; mischievous merriment; sportive trick or gayety; good-humored sarcasm; pleasantry; jocularity; as, the waggery of a schoolboy.
a.
Given to tricks; tricky.
v. i.
To win all the tricks by a vole.
a.
Exhibiting artfulness; trickish.
a.
A sly, dexterous, or ingenious procedure fitted to puzzle or amuse; as, a bear's tricks; a juggler's tricks.
a.
A particular habit or manner; a peculiarity; a trait; as, a trick of drumming with the fingers; a trick of frowning.
a.
Mischievous or annoying behavior; a prank; as, the tricks of boys.
n.
The quality or state of being tricksy; trickiness.
n.
The quality of being tricky.
a.
Given to tricks; practicing deception; trickish; knavish.
n.
One who tricks; a deceiver; a tricker; a cheat.
v. t.
To deceive by cunning or artifice; to impose on; to defraud; to cheat; as, to trick another in the sale of a horse.