grandes-ecoles

Papers (176)
2025
centrale-maths1__official 40 centrale-maths2__official 36 mines-ponts-maths1__mp 17 mines-ponts-maths1__pc 21 mines-ponts-maths1__psi 21 mines-ponts-maths2__mp 28 mines-ponts-maths2__pc 23 mines-ponts-maths2__psi 25 polytechnique-maths-a__mp 35 polytechnique-maths__fui 9 polytechnique-maths__pc 27 x-ens-maths-a__fui 10 x-ens-maths-a__mp 18 x-ens-maths-b__mp 6 x-ens-maths-c__mp 6 x-ens-maths-d__mp 31 x-ens-maths__pc 27 x-ens-maths__psi 30
2024
centrale-maths1__official 21 centrale-maths2__official 28 geipi-polytech__maths 9 mines-ponts-maths1__mp 23 mines-ponts-maths1__psi 9 mines-ponts-maths2__mp 14 mines-ponts-maths2__pc 19 mines-ponts-maths2__psi 20 polytechnique-maths-a__mp 42 polytechnique-maths-b__mp 27 x-ens-maths-a__mp 43 x-ens-maths-b__mp 29 x-ens-maths-c__mp 22 x-ens-maths-d__mp 41 x-ens-maths__pc 20 x-ens-maths__psi 23
2023
centrale-maths1__official 37 centrale-maths2__official 32 e3a-polytech-maths__mp 4 mines-ponts-maths1__mp 14 mines-ponts-maths1__pc 21 mines-ponts-maths1__psi 21 mines-ponts-maths2__mp 21 mines-ponts-maths2__pc 13 mines-ponts-maths2__psi 22 polytechnique-maths__fui 3 x-ens-maths-a__mp 24 x-ens-maths-b__mp 10 x-ens-maths-c__mp 10 x-ens-maths-d__mp 10 x-ens-maths__pc 22
2022
centrale-maths1__mp 22 centrale-maths1__pc 33 centrale-maths1__psi 42 centrale-maths2__mp 26 centrale-maths2__pc 37 centrale-maths2__psi 40 mines-ponts-maths1__mp 26 mines-ponts-maths1__pc 20 mines-ponts-maths1__psi 23 mines-ponts-maths2__mp 22 mines-ponts-maths2__pc 9 mines-ponts-maths2__psi 18 x-ens-maths-a__mp 8 x-ens-maths-b__mp 19 x-ens-maths-c__mp 17 x-ens-maths-d__mp 47 x-ens-maths1__mp 13 x-ens-maths2__mp 26 x-ens-maths__pc 7 x-ens-maths__pc_cpge 14 x-ens-maths__psi 22 x-ens-maths__psi_cpge 26
2021
centrale-maths1__mp 34 centrale-maths1__pc 36 centrale-maths1__psi 28 centrale-maths2__mp 21 centrale-maths2__pc 38 centrale-maths2__psi 28 x-ens-maths2__mp 35 x-ens-maths__pc 29
2020
centrale-maths1__mp 42 centrale-maths1__pc 36 centrale-maths1__psi 38 centrale-maths2__mp 2 centrale-maths2__pc 35 centrale-maths2__psi 39 mines-ponts-maths1__mp_cpge 22 mines-ponts-maths2__mp_cpge 19 x-ens-maths-a__mp_cpge 10 x-ens-maths-b__mp_cpge 19 x-ens-maths-c__mp 10 x-ens-maths-d__mp 13 x-ens-maths1__mp 13 x-ens-maths2__mp 20 x-ens-maths__pc 6
2019
centrale-maths1__mp 37 centrale-maths1__pc 40 centrale-maths1__psi 38 centrale-maths2__mp 37 centrale-maths2__pc 39 centrale-maths2__psi 46 x-ens-maths1__mp 24 x-ens-maths__pc 18 x-ens-maths__psi 9
2018
centrale-maths1__mp 21 centrale-maths1__pc 31 centrale-maths1__psi 39 centrale-maths2__mp 23 centrale-maths2__pc 35 centrale-maths2__psi 30 x-ens-maths1__mp 18 x-ens-maths2__mp 13 x-ens-maths__pc 17 x-ens-maths__psi 20
2017
centrale-maths1__mp 45 centrale-maths1__pc 22 centrale-maths1__psi 17 centrale-maths2__mp 30 centrale-maths2__pc 28 centrale-maths2__psi 44 x-ens-maths1__mp 24 x-ens-maths2__mp 7 x-ens-maths__pc 17 x-ens-maths__psi 19
2016
centrale-maths1__mp 41 centrale-maths1__pc 31 centrale-maths1__psi 33 centrale-maths2__mp 25 centrale-maths2__pc 42 centrale-maths2__psi 17 x-ens-maths1__mp 10 x-ens-maths2__mp 32 x-ens-maths__pc 1 x-ens-maths__psi 20
2015
centrale-maths1__mp 18 centrale-maths1__pc 11 centrale-maths1__psi 42 centrale-maths2__mp 44 centrale-maths2__pc 1 centrale-maths2__psi 14 x-ens-maths1__mp 16 x-ens-maths2__mp 19 x-ens-maths__pc 30 x-ens-maths__psi 20
2014
centrale-maths1__mp 28 centrale-maths1__pc 26 centrale-maths1__psi 36 centrale-maths2__mp 24 centrale-maths2__pc 23 centrale-maths2__psi 29 x-ens-maths2__mp 13
2013
centrale-maths1__mp 3 centrale-maths1__pc 45 centrale-maths1__psi 20 centrale-maths2__mp 32 centrale-maths2__pc 50 centrale-maths2__psi 32 x-ens-maths1__mp 14 x-ens-maths2__mp 10 x-ens-maths__pc 22 x-ens-maths__psi 9
2012
centrale-maths1__pc 23 centrale-maths1__psi 20 centrale-maths2__mp 27 centrale-maths2__psi 20
2011
centrale-maths1__mp 27 centrale-maths1__pc 15 centrale-maths1__psi 21 centrale-maths2__mp 29 centrale-maths2__pc 8 centrale-maths2__psi 28
2010
centrale-maths1__mp 7 centrale-maths1__pc 23 centrale-maths1__psi 9 centrale-maths2__mp 10 centrale-maths2__pc 36 centrale-maths2__psi 27
2025 x-ens-maths-c__mp

6 maths questions

QI.1 Discrete Probability Distributions Properties of Named Discrete Distributions (Non-Binomial) View
For $N = 1$, among random variables with usual distributions, give without justification one example of a random variable satisfying (8) and two examples of random variables not satisfying (8), where (8) states $\mathbb{P}(|X_n| \leq K) = 1$ for some constant $K \geq 1$, with $\mathbb{E}[X_n] = 0$ and $\operatorname{Var}(X_n) \leq 1$.
QI.2 Discrete Probability Distributions Proof of Probabilistic Inequalities or Bounds View
For all $N \geq 1$, give an example of random variables satisfying hypotheses $$\mathbb{P}(|X_n| \leq K) = 1, \quad \mathbb{E}[X_n] = 0, \quad \operatorname{Var}(X_n) \leq 1$$ and such that $\mathbb{P}(|S_N| \geq N) \geq 1/2$, where $S_N := X_1 + \cdots + X_N$.
QI.3 Measures of Location and Spread Expectation and Moment Inequality Proof View
We assume that the random variables $X_1, \ldots, X_N$ are pairwise uncorrelated, that is: $$\forall 1 \leq m, n \leq N, \quad n \neq m \Rightarrow \mathbb{E}[X_n X_m] = 0.$$ Prove that $$\mathbb{E}\left[|S_N|^2\right] \leq N.$$ Deduce that, for all $t > 0$, $$\mathbb{P}\left(|S_N| > t\sqrt{N}\right) \leq \frac{1}{t^2}$$ where $S_N := X_1 + \cdots + X_N$.
QI.4 Independent Events View
Let $k$ be an integer greater than or equal to 2. We say that random variables $(Y_n)_{n \geq 1}$ are $k$-independent if $$\mathbb{E}\left[\psi_1(Y_{n_1}) \cdots \psi_k(Y_{n_k})\right] = \mathbb{E}\left[\psi_1(Y_{n_1})\right] \cdots \mathbb{E}\left[\psi_k(Y_{n_k})\right]$$ for all indices $1 \leq n_1 < \cdots < n_k$ and for all bounded functions $\psi_1, \ldots, \psi_k : \mathbb{R} \rightarrow \mathbb{R}$.
I.4.a) Prove that $k$-independence implies $j$-independence if $j \leq k$.
I.4.b) What is $N$-independence for $N$ random variables $Y_1, \ldots, Y_N$?
I.4.c) Let $Y_1$ and $Y_2$ be independent random variables with uniform distribution on $\{0,1\}$: for $n = 1,2$, $$\mathbb{P}(Y_n = 0) = \mathbb{P}(Y_n = 1) = \frac{1}{2}$$ Let $Y_3$ be the random variable on $\{0,1\}$ defined by $$Y_3 := Y_1 + Y_2 \quad \bmod 2$$ Prove that the random variables $(Y_1, Y_2, Y_3)$ are 2-independent but not 3-independent.
Let $k$ be an even integer in $\{2, \ldots, N\}$. We assume in this question that the random variables $X_1, \ldots, X_N$ are $k$-independent.
We introduce the following notations: $\mathcal{T}$ denotes the set $\{1, \ldots, N\}^k$. If $T = (n_1, \ldots, n_k) \in \mathcal{T}$ and $n \in \{1, \ldots, N\}$, we denote by $m_T(n)$ the multiplicity of $n$ in $T$, that is $$m_T(n) = \operatorname{Card}\left\{i \in \{1, \ldots, k\}; n_i = n\right\}$$ For $\ell \in \{1, \ldots, k\}$, we denote by $\mathcal{T}_\ell$ the set of $T$ in $\mathcal{T}$ involving exactly $\ell$ distinct indices, where each has multiplicity at least 2, namely: $T \in \mathcal{T}_\ell$ if $$\operatorname{Card}\left(\left\{n \in \{1, \ldots, N\}; m_T(n) > 0\right\}\right) = \ell,$$ and $$\forall n \in \{1, \ldots, N\}, \quad m_T(n) > 0 \Rightarrow m_T(n) \geq 2$$ Finally, we denote by $|\mathcal{T}_\ell|$ the cardinality of $\mathcal{T}_\ell$.
I.5.a) Determine $|\mathcal{T}_1|$ and $|\mathcal{T}_\ell|$ for $\ell > k/2$.
I.5.b) Justify $$\mathbb{E}\left[(S_N)^k\right] = \sum_{T \in \mathcal{T}} \prod_{n=1}^N \mathbb{E}\left[X_n^{m_T(n)}\right]$$ then $$\mathbb{E}\left[(S_N)^k\right] = \sum_{\ell=1}^{k/2} \sum_{T \in \mathcal{T}_\ell} \prod_{n=1}^N \mathbb{E}\left[X_n^{m_T(n)}\right]$$
I.5.c) Prove that $$\mathbb{E}\left[(S_N)^k\right] \leq \sum_{\ell=1}^{k/2} K^{k-2\ell} |\mathcal{T}_\ell|$$
I.5.d) Let $\ell \in \{1, \ldots, k/2\}$. Justify the following estimate: $$|\mathcal{T}_\ell| \leq \binom{N}{\ell} \ell^k \leq \frac{N^\ell}{\ell!} \ell^k$$ One may consider the set of $T \in \mathcal{T}$ involving at most $\ell$ distinct elements.
I.5.e) For $\ell \in \{1, \ldots, k/2\}$, prove that $$\ell! \geq \ell^\ell e^{-\ell}$$ then deduce that $$|\mathcal{T}_\ell| \leq (Ne)^\ell \left(\frac{k}{2}\right)^{k-\ell}$$
I.5.f) Prove that $$\mathbb{E}\left[(S_N)^k\right] \leq \left(\frac{Kk}{2}\right)^k \sum_{\ell=1}^{k/2} \left(\frac{2Ne}{kK^2}\right)^\ell$$
I.5.g) We assume $$kK^2 \leq N.$$ Prove that $$\mathbb{E}\left[(S_N)^k\right] \leq \frac{\theta}{\theta - 1} \left(\frac{Nek}{2}\right)^{k/2} \leq 2\left(\frac{Nek}{2}\right)^{k/2},$$ where $$\theta := \frac{2Ne}{kK^2}$$
I.5.h) Prove (under hypothesis (27)) the following estimate: for all $t > 0$, $$\mathbb{P}\left(|S_N| \geq t\sqrt{N}\right) \leq 2\left(\frac{\sqrt{ek/2}}{t}\right)^k$$
We now assume that the random variables $X_1, \ldots, X_N$ are independent, so that they are $k$-independent for all $k \in \{2, \ldots, N\}$. We now want to establish the following bound: there exist numerical constants $\alpha, \beta > 0$ (independent of $K \geq 1$ and $N$) such that for all $t \geq 0$, $$\mathbb{P}\left(|S_N| \geq t\sqrt{N}\right) \leq \beta \exp\left(-\alpha t^2/K^2\right)$$
I.6.a) Justify that it suffices to consider the case $K = 1$, which we will do in the next three questions.
I.6.b) Let $k$ be the largest even integer in $\{1, \ldots, N\}$ less than or equal to $\frac{2t^2}{e^2}$. Justify that (27) is satisfied if $$e \leq t \leq \frac{e}{\sqrt{2}}\sqrt{N}$$
I.6.c) Under hypothesis (32), prove that we have (31) with $$\beta = 2e, \quad \alpha = e^{-2}$$
I.6.d) Conclude that there exist numerical constants $\alpha, \beta > 0$ such that (31) is verified for all $t \geq 0$.