Sample variance

In statistics, Bessel’s correction, named after Friedrich Bessel, is the use of n – 1 instead of n in the formula for the sample variance and sample standard deviation, where n is the number of observations in a sample: it corrects the bias in the estimation of the population variance, and some (but not all) of the bias in the estimation of the population standard deviation.

That is, when estimating the population variance and standard deviation from a sample when the population mean is unknown, the sample variance is a biased estimator of the population variance, and systematically underestimates it. Multiplying the standard sample variance by n/(n – 1) (equivalently, using 1/(n – 1) instead of 1/n in the estimator’s formula) corrects for this, and gives an unbiased estimator of the population variance.

— Wikipedia on Bessel’s correction

The two estimators only differ slightly as can be seen, and for larger values of the sample size n the difference is negligible. While the first one may be seen as the variance of the sample considered as a population, the second one is the unbiased estimator of the population variance, meaning that its expected value E[s^2] is equal to the true variance of the sampled random variable; the use of the term n – 1 is called Bessel’s correction.

— Wikipedia on Sample variance

2012.05.16 Wednesday ACHK

Batman Begins

After a series of unsuccessful projects to resurrect Batman on screen following the 1997 critical failure of Batman & Robin, Nolan and David S. Goyer began work on the film in early 2003 and aimed for a darker and more realistic tone, with humanity and realism being the basis of the film.

Nolan stated his intention to reinvent the film franchise of Batman by “doing the origins story of the character, which is a story that’s never been told before”. Nolan said that humanity and realism would be the basis of the origin film, and that “the world of Batman is that of grounded reality. [It] will be a recognizable, contemporary reality against which an extraordinary heroic figure arises.” Goyer said that the goal of the film was to get the audience to care for both Batman and Bruce Wayne.

— Wikipedia on Batman Begins

2012.05.16 Wednesday ACHK

古怪題目 1.2

這段改編自 2010 年 6 月 2 日的對話。

凡是公開試的題目,通常也不會太深,因為公開試的對象,是平民百姓,而不是一堆天才。如果有一個公開試,題目深到只有 牛頓、愛因斯坦 級數頭腦才能做到的話,那個就再不算是「公開」試了。

公開試的真正目的,並不是給予天才表演智力的機會,而是方便社會,尤其是大學,分辨學生的智力高低。換句話說,公開試的精神,是將莘莘學子,根據智力來分流。因為這個精神,每份試卷,都會分成幾個部分,由淺至深。如果是分成兩部分,甲部會是短題目,乙部則會是長題目。而每條長題目本身,亦會再分成幾部分,由淺至深。

背後的意思是,假設一題長題目分成 a, b, c, d, e 五部分,做到 a 部分的話,你就起碼可以有 E 級成績;再做到 b 部分的話,你就起碼可以有 D 級成績;如此類推。一題長題目需要完成多少,豐儉由人,視乎你想拿到什麼成績,或者你需要拿到什麼成績。真正考驗天才的,就只有 e 部分。而「e 部分」,就是你我剛才所講的「古怪題目」。連 e 部分都可以完成的話,你就可以拿到 A 級成績。

如果某一科的目標,並不是 A 級成績的話,你其實毋須太過介意,做不做到 e 部分。 

— Me@2012.05.16

2012.05.16 Wednesday (c) All rights reserved by ACHK