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Scortchi
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$L$ is not a joint probability (joint cumulative probability density) but joint probability density. Since density only needs to be non-negative and is not bounded from above, $ln(L)$$\operatorname{ln}(L)$ can be both positive and negative. Hence, $AIC$ can also be both positive and negative.

$L$ is not a joint probability (joint cumulative probability density) but joint probability density. Since density only needs to be non-negative and is not bounded from above, $ln(L)$ can be both positive and negative. Hence, $AIC$ can also be both positive and negative.

$L$ is not a joint probability (joint cumulative probability density) but joint probability density. Since density only needs to be non-negative and is not bounded from above, $\operatorname{ln}(L)$ can be both positive and negative. Hence, $AIC$ can also be both positive and negative.

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Richard Hardy
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$L$ is not a joint probability (joint cumulative probability density) but joint probability density. Since density only needs to be non-negative and is not bounded from above, $ln(L)$ can be both positive and negative. Hence, $AIC$ can also be both positive and negative.