How to prove that if $E(X^2) < infty$ then $E(X) < infty$?
$begingroup$
How to prove that if $E(X^2) < infty$ then $E(X) < infty$?
Here is my attempt:
It's easy to show that if $E(X^2) < infty$ then $E(X) < infty$ when $X^2 ge X$ (by using the monotonicity of expectation).
But how do I prove the case when $X^2 < X$, using only the definition of finiteness of expectation as
$$
Eg(x) = int |g(x)|f(x) < infty?
$$
probability-theory expected-value
$endgroup$
add a comment |
$begingroup$
How to prove that if $E(X^2) < infty$ then $E(X) < infty$?
Here is my attempt:
It's easy to show that if $E(X^2) < infty$ then $E(X) < infty$ when $X^2 ge X$ (by using the monotonicity of expectation).
But how do I prove the case when $X^2 < X$, using only the definition of finiteness of expectation as
$$
Eg(x) = int |g(x)|f(x) < infty?
$$
probability-theory expected-value
$endgroup$
2
$begingroup$
$X^2leq X$ if and only if $Xleq 1$. Moreover $int 1 dx = 1$ so you're good.
$endgroup$
– Yanko
Dec 23 '18 at 18:34
4
$begingroup$
$$|X|leqslant X^2+1quad text{(QED)}$$
$endgroup$
– Did
Dec 23 '18 at 19:01
add a comment |
$begingroup$
How to prove that if $E(X^2) < infty$ then $E(X) < infty$?
Here is my attempt:
It's easy to show that if $E(X^2) < infty$ then $E(X) < infty$ when $X^2 ge X$ (by using the monotonicity of expectation).
But how do I prove the case when $X^2 < X$, using only the definition of finiteness of expectation as
$$
Eg(x) = int |g(x)|f(x) < infty?
$$
probability-theory expected-value
$endgroup$
How to prove that if $E(X^2) < infty$ then $E(X) < infty$?
Here is my attempt:
It's easy to show that if $E(X^2) < infty$ then $E(X) < infty$ when $X^2 ge X$ (by using the monotonicity of expectation).
But how do I prove the case when $X^2 < X$, using only the definition of finiteness of expectation as
$$
Eg(x) = int |g(x)|f(x) < infty?
$$
probability-theory expected-value
probability-theory expected-value
edited Dec 27 '18 at 5:35
user587192
asked Dec 23 '18 at 18:31
DianneDianne
62
62
2
$begingroup$
$X^2leq X$ if and only if $Xleq 1$. Moreover $int 1 dx = 1$ so you're good.
$endgroup$
– Yanko
Dec 23 '18 at 18:34
4
$begingroup$
$$|X|leqslant X^2+1quad text{(QED)}$$
$endgroup$
– Did
Dec 23 '18 at 19:01
add a comment |
2
$begingroup$
$X^2leq X$ if and only if $Xleq 1$. Moreover $int 1 dx = 1$ so you're good.
$endgroup$
– Yanko
Dec 23 '18 at 18:34
4
$begingroup$
$$|X|leqslant X^2+1quad text{(QED)}$$
$endgroup$
– Did
Dec 23 '18 at 19:01
2
2
$begingroup$
$X^2leq X$ if and only if $Xleq 1$. Moreover $int 1 dx = 1$ so you're good.
$endgroup$
– Yanko
Dec 23 '18 at 18:34
$begingroup$
$X^2leq X$ if and only if $Xleq 1$. Moreover $int 1 dx = 1$ so you're good.
$endgroup$
– Yanko
Dec 23 '18 at 18:34
4
4
$begingroup$
$$|X|leqslant X^2+1quad text{(QED)}$$
$endgroup$
– Did
Dec 23 '18 at 19:01
$begingroup$
$$|X|leqslant X^2+1quad text{(QED)}$$
$endgroup$
– Did
Dec 23 '18 at 19:01
add a comment |
3 Answers
3
active
oldest
votes
$begingroup$
The one reached onto you by the comment of Did is my favourite.
Another one is: $$mathbb EX^2-(mathbb EX)^2=mathbb E(X-mathbb EX)^2geq0$$implying that: $$(mathbb EX)^2leqmathbb EX^2<infty$$
$endgroup$
$begingroup$
(+1) A nice quantization of the difference using a common formula for the variance.
$endgroup$
– robjohn♦
Dec 23 '18 at 23:06
1
$begingroup$
@robjohn Thank you! It has a minus though. It carries some circular reference. Before we can use what is symbolized in $mathbb EX$ (so that we can use the symbol) we should first have proved that that is a legal thing to do. This legalization however is proving that $mathbb E|X|<infty$. In this context on base of $mathbb EX^2<infty$. This can be done by e.g. the hint of Did.
$endgroup$
– drhab
Dec 24 '18 at 6:00
$begingroup$
Yes, indeed. $mathbb{E}(X)$ appears in two of the terms, which makes it hard to isolate. Maybe the OP won't notice ;-)
$endgroup$
– robjohn♦
Dec 24 '18 at 9:17
add a comment |
$begingroup$
By Jensen inequity for $g(x) = x^ 2$,
$$
g(mathbb{E}(X)) le E( g(X) ),
$$
hence,
$$(mathbb{E}X )^2 le mathbb{E}X^2 < infty,
$$
thus
$$
mathbb{E}(X) < infty
$$
$endgroup$
1
$begingroup$
(+1) Usually, I am the one using Jensen when others have used Cauchy-Schwarz. It's nice to switch things up once in a while.
$endgroup$
– robjohn♦
Dec 23 '18 at 19:04
add a comment |
$begingroup$
Cauchy-Schwarz (or Cauchy-Bunyakovsky-Schwarz) says
$$
E(X)^2le E!left(X^2right)E(1)=E!left(X^2right)
$$
$endgroup$
add a comment |
Your Answer
StackExchange.ifUsing("editor", function () {
return StackExchange.using("mathjaxEditing", function () {
StackExchange.MarkdownEditor.creationCallbacks.add(function (editor, postfix) {
StackExchange.mathjaxEditing.prepareWmdForMathJax(editor, postfix, [["$", "$"], ["\\(","\\)"]]);
});
});
}, "mathjax-editing");
StackExchange.ready(function() {
var channelOptions = {
tags: "".split(" "),
id: "69"
};
initTagRenderer("".split(" "), "".split(" "), channelOptions);
StackExchange.using("externalEditor", function() {
// Have to fire editor after snippets, if snippets enabled
if (StackExchange.settings.snippets.snippetsEnabled) {
StackExchange.using("snippets", function() {
createEditor();
});
}
else {
createEditor();
}
});
function createEditor() {
StackExchange.prepareEditor({
heartbeatType: 'answer',
autoActivateHeartbeat: false,
convertImagesToLinks: true,
noModals: true,
showLowRepImageUploadWarning: true,
reputationToPostImages: 10,
bindNavPrevention: true,
postfix: "",
imageUploader: {
brandingHtml: "Powered by u003ca class="icon-imgur-white" href="https://imgur.com/"u003eu003c/au003e",
contentPolicyHtml: "User contributions licensed under u003ca href="https://creativecommons.org/licenses/by-sa/3.0/"u003ecc by-sa 3.0 with attribution requiredu003c/au003e u003ca href="https://stackoverflow.com/legal/content-policy"u003e(content policy)u003c/au003e",
allowUrls: true
},
noCode: true, onDemand: true,
discardSelector: ".discard-answer"
,immediatelyShowMarkdownHelp:true
});
}
});
Sign up or log in
StackExchange.ready(function () {
StackExchange.helpers.onClickDraftSave('#login-link');
});
Sign up using Google
Sign up using Facebook
Sign up using Email and Password
Post as a guest
Required, but never shown
StackExchange.ready(
function () {
StackExchange.openid.initPostLogin('.new-post-login', 'https%3a%2f%2fmath.stackexchange.com%2fquestions%2f3050594%2fhow-to-prove-that-if-ex2-infty-then-ex-infty%23new-answer', 'question_page');
}
);
Post as a guest
Required, but never shown
3 Answers
3
active
oldest
votes
3 Answers
3
active
oldest
votes
active
oldest
votes
active
oldest
votes
$begingroup$
The one reached onto you by the comment of Did is my favourite.
Another one is: $$mathbb EX^2-(mathbb EX)^2=mathbb E(X-mathbb EX)^2geq0$$implying that: $$(mathbb EX)^2leqmathbb EX^2<infty$$
$endgroup$
$begingroup$
(+1) A nice quantization of the difference using a common formula for the variance.
$endgroup$
– robjohn♦
Dec 23 '18 at 23:06
1
$begingroup$
@robjohn Thank you! It has a minus though. It carries some circular reference. Before we can use what is symbolized in $mathbb EX$ (so that we can use the symbol) we should first have proved that that is a legal thing to do. This legalization however is proving that $mathbb E|X|<infty$. In this context on base of $mathbb EX^2<infty$. This can be done by e.g. the hint of Did.
$endgroup$
– drhab
Dec 24 '18 at 6:00
$begingroup$
Yes, indeed. $mathbb{E}(X)$ appears in two of the terms, which makes it hard to isolate. Maybe the OP won't notice ;-)
$endgroup$
– robjohn♦
Dec 24 '18 at 9:17
add a comment |
$begingroup$
The one reached onto you by the comment of Did is my favourite.
Another one is: $$mathbb EX^2-(mathbb EX)^2=mathbb E(X-mathbb EX)^2geq0$$implying that: $$(mathbb EX)^2leqmathbb EX^2<infty$$
$endgroup$
$begingroup$
(+1) A nice quantization of the difference using a common formula for the variance.
$endgroup$
– robjohn♦
Dec 23 '18 at 23:06
1
$begingroup$
@robjohn Thank you! It has a minus though. It carries some circular reference. Before we can use what is symbolized in $mathbb EX$ (so that we can use the symbol) we should first have proved that that is a legal thing to do. This legalization however is proving that $mathbb E|X|<infty$. In this context on base of $mathbb EX^2<infty$. This can be done by e.g. the hint of Did.
$endgroup$
– drhab
Dec 24 '18 at 6:00
$begingroup$
Yes, indeed. $mathbb{E}(X)$ appears in two of the terms, which makes it hard to isolate. Maybe the OP won't notice ;-)
$endgroup$
– robjohn♦
Dec 24 '18 at 9:17
add a comment |
$begingroup$
The one reached onto you by the comment of Did is my favourite.
Another one is: $$mathbb EX^2-(mathbb EX)^2=mathbb E(X-mathbb EX)^2geq0$$implying that: $$(mathbb EX)^2leqmathbb EX^2<infty$$
$endgroup$
The one reached onto you by the comment of Did is my favourite.
Another one is: $$mathbb EX^2-(mathbb EX)^2=mathbb E(X-mathbb EX)^2geq0$$implying that: $$(mathbb EX)^2leqmathbb EX^2<infty$$
edited Dec 23 '18 at 20:29
answered Dec 23 '18 at 20:15
drhabdrhab
102k545136
102k545136
$begingroup$
(+1) A nice quantization of the difference using a common formula for the variance.
$endgroup$
– robjohn♦
Dec 23 '18 at 23:06
1
$begingroup$
@robjohn Thank you! It has a minus though. It carries some circular reference. Before we can use what is symbolized in $mathbb EX$ (so that we can use the symbol) we should first have proved that that is a legal thing to do. This legalization however is proving that $mathbb E|X|<infty$. In this context on base of $mathbb EX^2<infty$. This can be done by e.g. the hint of Did.
$endgroup$
– drhab
Dec 24 '18 at 6:00
$begingroup$
Yes, indeed. $mathbb{E}(X)$ appears in two of the terms, which makes it hard to isolate. Maybe the OP won't notice ;-)
$endgroup$
– robjohn♦
Dec 24 '18 at 9:17
add a comment |
$begingroup$
(+1) A nice quantization of the difference using a common formula for the variance.
$endgroup$
– robjohn♦
Dec 23 '18 at 23:06
1
$begingroup$
@robjohn Thank you! It has a minus though. It carries some circular reference. Before we can use what is symbolized in $mathbb EX$ (so that we can use the symbol) we should first have proved that that is a legal thing to do. This legalization however is proving that $mathbb E|X|<infty$. In this context on base of $mathbb EX^2<infty$. This can be done by e.g. the hint of Did.
$endgroup$
– drhab
Dec 24 '18 at 6:00
$begingroup$
Yes, indeed. $mathbb{E}(X)$ appears in two of the terms, which makes it hard to isolate. Maybe the OP won't notice ;-)
$endgroup$
– robjohn♦
Dec 24 '18 at 9:17
$begingroup$
(+1) A nice quantization of the difference using a common formula for the variance.
$endgroup$
– robjohn♦
Dec 23 '18 at 23:06
$begingroup$
(+1) A nice quantization of the difference using a common formula for the variance.
$endgroup$
– robjohn♦
Dec 23 '18 at 23:06
1
1
$begingroup$
@robjohn Thank you! It has a minus though. It carries some circular reference. Before we can use what is symbolized in $mathbb EX$ (so that we can use the symbol) we should first have proved that that is a legal thing to do. This legalization however is proving that $mathbb E|X|<infty$. In this context on base of $mathbb EX^2<infty$. This can be done by e.g. the hint of Did.
$endgroup$
– drhab
Dec 24 '18 at 6:00
$begingroup$
@robjohn Thank you! It has a minus though. It carries some circular reference. Before we can use what is symbolized in $mathbb EX$ (so that we can use the symbol) we should first have proved that that is a legal thing to do. This legalization however is proving that $mathbb E|X|<infty$. In this context on base of $mathbb EX^2<infty$. This can be done by e.g. the hint of Did.
$endgroup$
– drhab
Dec 24 '18 at 6:00
$begingroup$
Yes, indeed. $mathbb{E}(X)$ appears in two of the terms, which makes it hard to isolate. Maybe the OP won't notice ;-)
$endgroup$
– robjohn♦
Dec 24 '18 at 9:17
$begingroup$
Yes, indeed. $mathbb{E}(X)$ appears in two of the terms, which makes it hard to isolate. Maybe the OP won't notice ;-)
$endgroup$
– robjohn♦
Dec 24 '18 at 9:17
add a comment |
$begingroup$
By Jensen inequity for $g(x) = x^ 2$,
$$
g(mathbb{E}(X)) le E( g(X) ),
$$
hence,
$$(mathbb{E}X )^2 le mathbb{E}X^2 < infty,
$$
thus
$$
mathbb{E}(X) < infty
$$
$endgroup$
1
$begingroup$
(+1) Usually, I am the one using Jensen when others have used Cauchy-Schwarz. It's nice to switch things up once in a while.
$endgroup$
– robjohn♦
Dec 23 '18 at 19:04
add a comment |
$begingroup$
By Jensen inequity for $g(x) = x^ 2$,
$$
g(mathbb{E}(X)) le E( g(X) ),
$$
hence,
$$(mathbb{E}X )^2 le mathbb{E}X^2 < infty,
$$
thus
$$
mathbb{E}(X) < infty
$$
$endgroup$
1
$begingroup$
(+1) Usually, I am the one using Jensen when others have used Cauchy-Schwarz. It's nice to switch things up once in a while.
$endgroup$
– robjohn♦
Dec 23 '18 at 19:04
add a comment |
$begingroup$
By Jensen inequity for $g(x) = x^ 2$,
$$
g(mathbb{E}(X)) le E( g(X) ),
$$
hence,
$$(mathbb{E}X )^2 le mathbb{E}X^2 < infty,
$$
thus
$$
mathbb{E}(X) < infty
$$
$endgroup$
By Jensen inequity for $g(x) = x^ 2$,
$$
g(mathbb{E}(X)) le E( g(X) ),
$$
hence,
$$(mathbb{E}X )^2 le mathbb{E}X^2 < infty,
$$
thus
$$
mathbb{E}(X) < infty
$$
answered Dec 23 '18 at 18:42
V. VancakV. Vancak
11.1k2926
11.1k2926
1
$begingroup$
(+1) Usually, I am the one using Jensen when others have used Cauchy-Schwarz. It's nice to switch things up once in a while.
$endgroup$
– robjohn♦
Dec 23 '18 at 19:04
add a comment |
1
$begingroup$
(+1) Usually, I am the one using Jensen when others have used Cauchy-Schwarz. It's nice to switch things up once in a while.
$endgroup$
– robjohn♦
Dec 23 '18 at 19:04
1
1
$begingroup$
(+1) Usually, I am the one using Jensen when others have used Cauchy-Schwarz. It's nice to switch things up once in a while.
$endgroup$
– robjohn♦
Dec 23 '18 at 19:04
$begingroup$
(+1) Usually, I am the one using Jensen when others have used Cauchy-Schwarz. It's nice to switch things up once in a while.
$endgroup$
– robjohn♦
Dec 23 '18 at 19:04
add a comment |
$begingroup$
Cauchy-Schwarz (or Cauchy-Bunyakovsky-Schwarz) says
$$
E(X)^2le E!left(X^2right)E(1)=E!left(X^2right)
$$
$endgroup$
add a comment |
$begingroup$
Cauchy-Schwarz (or Cauchy-Bunyakovsky-Schwarz) says
$$
E(X)^2le E!left(X^2right)E(1)=E!left(X^2right)
$$
$endgroup$
add a comment |
$begingroup$
Cauchy-Schwarz (or Cauchy-Bunyakovsky-Schwarz) says
$$
E(X)^2le E!left(X^2right)E(1)=E!left(X^2right)
$$
$endgroup$
Cauchy-Schwarz (or Cauchy-Bunyakovsky-Schwarz) says
$$
E(X)^2le E!left(X^2right)E(1)=E!left(X^2right)
$$
edited Dec 23 '18 at 18:58
answered Dec 23 '18 at 18:49
robjohn♦robjohn
268k27308634
268k27308634
add a comment |
add a comment |
Thanks for contributing an answer to Mathematics Stack Exchange!
- Please be sure to answer the question. Provide details and share your research!
But avoid …
- Asking for help, clarification, or responding to other answers.
- Making statements based on opinion; back them up with references or personal experience.
Use MathJax to format equations. MathJax reference.
To learn more, see our tips on writing great answers.
Sign up or log in
StackExchange.ready(function () {
StackExchange.helpers.onClickDraftSave('#login-link');
});
Sign up using Google
Sign up using Facebook
Sign up using Email and Password
Post as a guest
Required, but never shown
StackExchange.ready(
function () {
StackExchange.openid.initPostLogin('.new-post-login', 'https%3a%2f%2fmath.stackexchange.com%2fquestions%2f3050594%2fhow-to-prove-that-if-ex2-infty-then-ex-infty%23new-answer', 'question_page');
}
);
Post as a guest
Required, but never shown
Sign up or log in
StackExchange.ready(function () {
StackExchange.helpers.onClickDraftSave('#login-link');
});
Sign up using Google
Sign up using Facebook
Sign up using Email and Password
Post as a guest
Required, but never shown
Sign up or log in
StackExchange.ready(function () {
StackExchange.helpers.onClickDraftSave('#login-link');
});
Sign up using Google
Sign up using Facebook
Sign up using Email and Password
Post as a guest
Required, but never shown
Sign up or log in
StackExchange.ready(function () {
StackExchange.helpers.onClickDraftSave('#login-link');
});
Sign up using Google
Sign up using Facebook
Sign up using Email and Password
Sign up using Google
Sign up using Facebook
Sign up using Email and Password
Post as a guest
Required, but never shown
Required, but never shown
Required, but never shown
Required, but never shown
Required, but never shown
Required, but never shown
Required, but never shown
Required, but never shown
Required, but never shown
2
$begingroup$
$X^2leq X$ if and only if $Xleq 1$. Moreover $int 1 dx = 1$ so you're good.
$endgroup$
– Yanko
Dec 23 '18 at 18:34
4
$begingroup$
$$|X|leqslant X^2+1quad text{(QED)}$$
$endgroup$
– Did
Dec 23 '18 at 19:01