The classifier is trained by minimizing a binary cross-entropy loss (Eq. (9.4)), which can be defined in PyTorch as follows: Sign in to download full-size image Show moreView chapterExplore book Object Classification Methods Cheng-Jin Du, Da-Wen Sun, in Computer Vision Technology for Food ...
we consider the protein function as classified by the original Munich Information Center for Protein Sequences (MIPS). The result carried out by our method, i.e. the high relevance of the protein function associated to the category P (protein synthesis) as shown...
To justify Theorem 11, first use (11) and (13) to expand the cumulant generatingfunction of Wn. The result is CGFWn(t)=itnω1+(it)22(1+ω2n)+(it)36nω3+(it)424nω4+o(n−1). Second, use the inversion formula (17) and the above expansion to obtain fn(w)=12π∫−∞∞...
This baseline tackles the problem of detecting code similarity with one-shot learning (a special case of few-shot learning) and adopts a weighted distance vector with binary cross-entropy as a loss function on top of BERT. We tested the model using BinShot’s official code. 4.6. Evaluation ...
The projection operators are obtained by the interpolation formula with 𝜆𝑖 = 𝑎𝑖λi = ai. One must then consider the operators corresponding to the elementary propositions of the logical connectives. This is a straightforward procedure in Eigenlogic. For arity-one logical connectives, ...
During training, we use the normalized temperature-scaled cross-entropy loss (NT-Xent) [53] to optimize the model parameters, making the similar functions’ embeddings closer in the semantic space. 4.1. Preprocessor The preprocessor generates the function features used by the Block Semantic Model ...
[Google Scholar] [CrossRef] Figure 1. Numbers of all 2 N bitstrings (red), balanced bitstrings, | B k ( N ) | (green), ringed bitstrings, | R k ( N ) | (cyan), and balanced, ringed bitstrings, | E k ( N ) | (blue) as a function of the bitstring length, N. Figure...
On 11 February 2016, the LIGO and Virgo scientific collaborations announced the first direct detection of gravitational waves, a signal caught by the LIGO interferometers on 14 September 2015, and produced by the coalescence of two stellar-mass black hol
For the calculation of the pion production rate, we use the parameterization for the pion production cross-section presented in Ref. [110]. They provide a formula for the production of the three types of pions ( π 0 , π + , π − ) as a function of the pion and incident proton ...
where 𝐿(𝑊)L(W) is the original loss function, the term after the plus sign is L1 regularization and 𝜆λ is the regularization factor. The authors’ experiments indicate that after seven iterations, in a three-hidden-layer model, they achieved a compression rate of nearly 70%. (2)...