Assuming a worst-case doubling of neighbors at each merge, the time complexity would be O(TN 2log N). In practice, the growth in the number of neighbors a node has is much less than 2, but this depends on the characteristics of the dataset and cannot be exactly calculated. We ...
The compression is repeated at each layer after the first, halving the number of hidden units each time, immediately after doubling it with UC gates. After the final layer, the RBM is parametrized by θopt, approximating the final QAOA target state \(\left|{\boldsymbol{\gamma }},{\bold...
3 Decryption Formula over the Integers The goal of bootstrapping is to refresh a ciphertext and keep computing on encrypted data. Recall that {\texttt {HEAAN}} supports arithmetic operations on a characteristic zero plaintext space such as {\mathbb {C}} However, its decryption formula consists...
A sum of money left invested in a savings account (P) can grow to a much larger future sum (F) thanks to the power of compound interest (i) The equation for the value of an invested sum is {eq}F = P (1 +i) ^ n {/eq},...
This formula implies that a more efficient solution achieves a high-quality result using fewer resources (time). Table 6 and Figure 9 show the calculation of the error rate for each initial seeding method, but the termination criterion was running to the specified time. Figure 9. The error ra...