AIMC Topic: Neural Networks, Computer

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An improved artificial gorilla troops optimizer for BP neural network-based housing price prediction.

PloS one Sep 17, 2025
In the context of global economic austerity in the post epidemic era, housing, as one of the basic human needs, has become particularly important for accurate prediction of house prices. BP neural network is widely used in prediction tasks, but their...
Housing Gorilla gorilla Algorithms Animals Models, Economic Commerce Neural Networks, Computer Machine Learning Humans
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High-Throughput Molecular Design of Donors and Non-Fullerene Acceptors for Organic Solar Cells Based on Convolutional Neural Networks.

Journal of chemical information and modeling Sep 16, 2025
Designing novel high-performance donor and acceptor molecules is essential for improving the power conversion efficiency (PCE) of organic solar cells (OSCs). However, conventional experimental methods for developing new materials are often time-consu...
Electric Power Supplies Fullerenes Organic Chemicals Solar Energy Neural Networks, Computer Convolutional Neural Networks
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DGSS: A Dynamic Interaction Graph Neural Network with Specific Substructure Awareness for Drug Synergy Prediction.

Journal of chemical information and modeling Sep 16, 2025
Combination therapy presents a transformative approach to treating complex diseases such as cancer by mitigating toxicity and resistance challenges inherent to monotherapy. A critical gap in current computational methods, however, lies in their inabi...
Humans Neural Networks, Computer Graph Neural Networks Antineoplastic Agents Drug Synergism
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Label-Free SERS Platform Assisted by Machine Learning for Multi-Target Detection and Physiological State Classification in Sweat.

Analytical chemistry Sep 16, 2025
The detection of sweat metabolites is crucial for health monitoring, disease screening, and personalized medicine. Traditional methods encounter challenges like low metabolite concentrations, complex biological matrices, and difficulty in achieving m...
Sweat Spectrum Analysis, Raman Neural Networks, Computer Support Vector Machine Machine Learning Uric Acid Humans Glucose Lactic Acid
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Research on robot positioning error compensation algorithm based on the Dog Leg and PSONN algorithm.

PloS one Sep 16, 2025
The absolute positioning accuracy of industrial robots is much lower than that of repetitive. In this paper, an error compensation algorithm for industrial robots is proposed, which included the kinematic parameter calibration based on the enhanced D...
Neural Networks, Computer Algorithms Animals Robotics Calibration Biomechanical Phenomena
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Enhanced epileptic seizure detection using CNNs with convolutional block attention and short-term memory networks.

Behavioural brain research Sep 15, 2025
Analyzing the electroencephalography (EEG) signals of epilepsy patients can monitor the condition, detect and intervene in epileptic seizures in time. To enhance the lives of these patients, it is necessary to develop accurate methods to detect epile...
Deep Learning Signal Processing, Computer-Assisted Electroencephalography Epilepsy Humans Memory, Short-Term Seizures Neural Networks, Computer Attention
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Evaluating Machine Learning Models for Molecular Property Prediction: Performance and Robustness on Out-of-Distribution Data.

Journal of chemical information and modeling Sep 15, 2025
Today, machine learning models are employed extensively to predict the physicochemical and biological properties of molecules. Their performance is typically evaluated on in-distribution (ID) data, i.e., data originating from the same distribution as...
Neural Networks, Computer Machine Learning
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MolAI: A Deep Learning Framework for Data-Driven Molecular Descriptor Generation and Advanced Drug Discovery Applications.

Journal of chemical information and modeling Sep 15, 2025
This study introduces MolAI, a robust deep learning model designed for data-driven molecular descriptor generation. Utilizing a vast training data set of 221 million unique compounds, MolAI employs an autoencoder neural machine translation model to g...
Neural Networks, Computer Drug Discovery Ligands Deep Learning Structure-Activity Relationship
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Integrating Machine Learning with Flow-Imaging Microscopy for Automated Monitoring of Algal Blooms.

Environmental science & technology Sep 14, 2025
Real-time monitoring of phytoplankton in freshwater systems is critical for early detection of harmful algal blooms (HABs) to enable efficient response by water management agencies. This manuscript presents an image processing pipeline developed to a...
Fresh Water Image Processing, Computer-Assisted Neural Networks, Computer Phytoplankton Environmental Monitoring Microscopy Machine Learning Harmful Algal Bloom
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Regression model and artificial neural network model to predict halonitromethane formation from amino acids during UV/monochloramine disinfection in bromide-containing real water.

Environmental pollution (Barking, Essex : 1987) Sep 13, 2025
Halonitromethanes (HNMs) were high-toxicity nitrogenous disinfection byproducts generated by amino acids (AAs) during UV/monochloramine (UV/NHCl) disinfection in bromide-containing water. HNM concentrations fell over time, highlighting disinfection t...
Neural Networks, Computer Water Purification Amino Acids Ultraviolet Rays Chloramines Bromides Disinfectants Disinfection Water Pollutants, Chemical Methane Regression Analysis
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