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Computer Science
bioRxiv (Cold Spring Harbor Laboratory)
Protein-protein interaction prediction via structure-based deep learning
2023
Abstract Protein-protein interactions (PPIs) play an essential role in life activities. Many machine learning algorithms based on protein sequence information have been developed to predict PPIs. However, these models have difficulty dealing with various sequ…
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Computer Science

Study of computation

Computer science is the study of computation, information, and automation. Computer science spans theoretical disciplines (such as algorithms, theory of computation, and information theory) to applied disciplines (including the design and implementation of hardware and software).

Algorithms and data structures are central to computer science. The theory of computation concerns abstract models of computation and general classes of problems that can be solved using them. The fields of cryptography and computer security involve studying the means for secure communication and preventing security vulnerabilities. Computer graphics and computational geometry address the generation of images.

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bioRxiv (Cold Spring Harbor Laboratory)
Protein-protein interaction prediction via structure-based deep learning
2023
Abstract Protein-protein interactions (PPIs) play an essential role in life activities. Many machine learning algorithms based on protein sequence information have been developed to predict PPIs. However, these models have difficulty dealing with various sequence lengths and suffer from low generalization and prediction accuracy. In this study, we proposed a novel end-to-end deep learning framework, RSPPI, combining Residual Neural Network (ResNet) and Spatial Pyramid Pooling (SPP), to predict PPIs based on the pr…
Click Computer Science Vs:
Artificial Intelligence
Deep Learning
Protein Structure Prediction
Machine Learning
Generalization
Protein Sequencing
Support Vector Machine
Data Mining
Algorithm
Click Computer Science Vs:
Mathematics
Biology
Mathematical Analysis
Philosophy
Geometry
Biochemistry