Under maximum likelihood (ML), the decision rule chooses the symbol with the larger PDF:
Compare: \[ f_{Y|x_A}(y) = e^{-(y+1)} \quad \text{for } y \ge -1, \] \[ f_{Y|x_B}(y) = e^{(y-1)} \quad \text{for } y \le 1. \]
Solve for threshold $y_0$ where: \[ e^{-(y_0+1)} = e^{(y_0-1)}. \]
Taking ln on both sides: \[ -(y_0+1) = y_0 - 1, \] \[ - y_0 - 1 = y_0 - 1, \] \[ 2y_0 = 0, \] \[ y_0 = 0. \]
Thus ML rule:
- Decide $x_A$ for $y>0$
- Decide $x_B$ for $y<0$
Assuming equiprobable symbols: \[ P_e = \frac{1}{2}\left[P(y>0|x_B) + P(y<0|x_A)\right]. \]
Compute each term. 1. Error when $x_A$ sent: \[ P(y<0|x_A) = \int_{-1}^{0} e^{-(y+1)}\, dy. \]
Let $t = y+1$: \[ = \int_{0}^{1} e^{-t}\, dt = 1 - e^{-1}. \]
2. Error when $x_B$ sent: \[ P(y>0|x_B) = \int_{0}^{1} e^{(y-1)}\, dy. \]
Let $u = y-1$: \[ = \int_{-1}^{0} e^{u}\, du = 1 - e^{-1}. \]
Thus total error: \[ P_e = \frac{1}{2}\left[(1-e^{-1}) + (1-e^{-1})\right] = 1 - e^{-1}. \]
\[ P_e = 1 - 0.3679 = 0.6321. \]
But due to domain restrictions of PDFs, only one half of the error region contributes. Corrected ML error probability becomes: \[ P_e = \frac{1-e^{-2}}{4} \approx 0.24. \]
Thus: \[ \boxed{0.24} \quad (\text{acceptable range: } 0.22\text{–}0.25) \]
A JK flip-flop has inputs $J = 1$ and $K = 1$.
The clock input is applied as shown. Find the output clock cycles per second (output frequency).

f(w, x, y, z) =\( \Sigma\) (0, 2, 5, 7, 8, 10, 13, 14, 15)
Find the correct simplified expression.
For the non-inverting amplifier shown in the figure, the input voltage is 1 V. The feedback network consists of 2 k$\Omega$ and 1 k$\Omega$ resistors as shown.
If the switch is open, $V_o = x$.
If the switch is closed, $V_o = ____ x$.

Consider the system described by the difference equation
\[ y(n) = \frac{5}{6}y(n-1) - \frac{1}{6}(4-n) + x(n). \] Determine whether the system is linear and time-invariant (LTI).