I am aware that we can gain extraneous solutions during irreversible steps such as squaring, taking tan both sides. Can we also lose some solutions?
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Indeed, a classic false implication:
$$2x=x^2\implies 2=x$$
where you are implicitly dividing by $0$.
But if you apply a function that is defined everywhere this cannot happen as by definition $a=b$ implies $f(a)=f(b)$.

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step that is valid can discard any solution. $\quad$ I've also just answered a related question: Reversible and irreversible operations in elementary algebra. @SarveshR – ryang May 27 '23 at 17:30