Questions about linear transformations

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Discussion Overview

The discussion revolves around the properties of linear transformations, specifically exploring whether there exist transformations that satisfy only one of the two defining conditions: additivity (T(v+w) = T(v) + T(w)) or homogeneity (T(kv) = kT(v)). Participants seek examples of transformations that fulfill one condition while failing the other, and they discuss the implications of continuity and the use of Hamel bases.

Discussion Character

  • Exploratory
  • Technical explanation
  • Debate/contested

Main Points Raised

  • Some participants inquire about transformations that satisfy only one of the two conditions for linearity, seeking examples.
  • One participant suggests that without continuity, it is possible to construct transformations that satisfy the homogeneity condition for rational k only, referencing the concept of a Hamel basis.
  • Another participant provides an example of a transformation that satisfies the homogeneity condition but fails the additivity condition, using the identity operator on rationals and mapping irrationals to zero.
  • A different example is presented where a transformation defined on pairs of numbers satisfies the homogeneity condition but not additivity.
  • Some participants express confusion about the construction of such transformations, particularly in relation to the Hamel basis and the implications of the axiom of choice.
  • One participant reflects on the difficulty of finding a transformation that satisfies additivity but not homogeneity, suggesting that such a transformation would be unusual.
  • A reference to complex conjugation as an example of a transformation that satisfies additivity but fails homogeneity is mentioned.

Areas of Agreement / Disagreement

Participants generally agree on the exploration of the properties of linear transformations, but there is no consensus on the existence of transformations that satisfy only one of the conditions. Multiple competing views and examples are presented without resolution.

Contextual Notes

The discussion includes references to the implications of continuity and the existence of Hamel bases, which are not constructible and depend on the axiom of choice. These aspects introduce limitations and assumptions that are not fully resolved within the conversation.

Mayan Fung
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We learned that the condition of a linear transformation is
1. T(v+w) = T(v)+T(w)
2. T(kv) = kT(v)

I am wondering if there is any transformation which only fulfil either one and fails another condition. As obviously, 1 implies 2 for rational number k.

Could anyone give an example of each case? (Fulfilling 1 but 2 and 2 but 1)

Thanks!
 
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Consider the real numbers ##\mathbb R## as a vector space over the rationals, and the operator ##T:\mathbb R\to \mathbb R## that is the identity on the rationals and maps to zero on the irrationals. Then T satisfies the second axiom, since it is a linear operator on ##\mathbb Q## considered as a subspace of ##\mathbb R## and, for ##q\in\mathbb Q-\{0\},x\in\mathbb R##, ##qx## is in ##\mathbb Q\cup\{0\}=\ker\ T## iff ##x## is.

But the addition axiom does not hold, because ##T(1+(\sqrt2-1))=T(\sqrt 2)=0## but ##T(1)+T(\sqrt2-1)=1\neq 0##.
 
Define ##M((x,y))## by
if ##x \ne y ## then ##M((x,y)) = (x,y)##
if ##x = y ## then ##M((x,y)) = (2x, 2y)##
##M## satisfies 2, but not 1
 
This really gives me new insight into linear transformation. thanks all!
 
mathman said:
If you don't have continuity, it is possible, using a Hamel basis to get (2) for rational k only..

http://mathworld.wolfram.com/HamelBasis.html

I am sorry but I don't quite understand. How can we construct a transformation like that?
 
Chan Pok Fung said:
I am sorry but I don't quite understand. How can we construct a transformation like that?
Unfortunately Hamel basis exists, but it is not constructable - existence is equivalent to axiom of choice.
 
I'm still trying to think of a scenario with a map that satisfies 1 (additivity) but not 2 (scalar mult). Can anybody think of one?

All the examples I come up with either end up satisfying neither 1 nor 2, or satisfying 2 but not 1.

I assume there must be one, otherwise some texts would specify 1 as the sole requirement and derive 2 as a consequence of 1.
 
Andrew, I am thinking that as we have to apply the transformation to a vector space, and vectors in vector space obeys kv is also in the space. As we can have k be any real number, it seems that it somehow implies axiom2. The transformation only satisfy axiom1 must be of a very weird form.
 
  • #10
On the "talk" page for the current Wikipedia article on "Linear transformation", I found:

The complex numbers is a vector space over itself, so take f:C->C to be complex conjugation. Then f(a+b)=f(a)+f(b), but -1 = f(i*i) != i*f(i) = 1. JackSchmidt (talk) 16:47, 7 March 2008 (UTC)
 
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Likes   Reactions: Mayan Fung and andrewkirk
  • #11
That's a clear and direct example!
 

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