I am reading this paper and I did not understand a statement done in the final of the page $581$:
$$I_{Q_{\lambda}}(z_{\delta}) - I_{Q_{\lambda}}(u_n) \geq - \frac{1}{n} ||z_{\delta} - u_n||$$ and by mean value theorem, we then have $$\langle I_{Q_{\lambda}}'(u_n), z_{\delta} - u_n \rangle + o(||z_{\delta} - u_n||) \geq - \frac{1}{n} ||z_{\delta} - u_n||.$$
The mean value theorem gives
$$||I_{Q_{\lambda}}(z_{\delta}) - I_{Q_{\lambda}}(u_n)|| \leq ||I_{Q_{\lambda}}'(u_n)|| \ ||z_{\delta} - u_n|| + o(||z_{\delta} - u_n||).$$
How this last inequality give the penultimate inequality?
Thanks in advance!
I used Taylor's formula instead of the mean value theorem to obtain the inequality.
From Taylor's formula,
$$I_{Q_{\lambda}}(z_{\delta}) - I_{Q_{\lambda}}(u_n) = \langle I_{Q_{\lambda}}'(u_n), z_{\delta} - u_n \rangle + o(||z_{\delta} - u_n||).$$
Thus,
$$\langle I_{Q_{\lambda}}'(u_n), z_{\delta} - u_n \rangle + o(||z_{\delta} - u_n||) = I_{Q_{\lambda}}(z_{\delta}) - I_{Q_{\lambda}}(u_n) \geq - \frac{1}{n} ||z_{\delta} - u_n||.$$