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KDDC: a new framework that integrates kmers, dataset filtering, dimension reduction and classification algorithms to achieve immune cell heterogeneity classification
Published 2025-05-01“…IntroductionIntegrating immune repertoire sequencing data with single cell sequencing data offers profound insights into the diversity of immune cells and their dynamic changes across various disease states.MethodsHere, we propose a novel KDDC framework that integrates kmers, dataset selection, dimensionality reduction and classification algorithms to facilitate the heterogeneous classification of immune cells.Results and DiscussionBy comparing various kmer length combinations across seven different classification algorithms, we found that B cell receptor-based cellsubset classification outperforms T cell receptor-based classification, achievingan average AUC of over 96%. …”
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462
Design of weighted based divided-search enhanced Karnik–Mendel algorithms for type reduction of general type-2 fuzzy logic systems
Published 2025-02-01“…Here the weighted type-reduction algorithms based on the Newton and Cotes quadrature formulas of numerical methods of integration technique are first given, and the searching spaces are divided. …”
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463
Predictive Model for Diagnosis of Gestational Diabetes in the Kurdistan Region by a Combination of Clustering and Classification Algorithms: An Ensemble Approach
Published 2022-01-01“…The suggested model uses the clustering KMeans technique for data reduction and the elbow method to find the optimal k value and the Mahalanobis distance method to find more related cluster to new samples, and the classification methods such as decision tree, random forest, SVM, KNN, logistic regression, and Naïve Bayes are used for prediction. …”
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464
Constructing a predictive model of negative academic emotions in high school students based on machine learning methods
Published 2025-06-01Subjects: Get full text
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465
Artificial intelligence technologies in predicting preeclampsia
Published 2021-11-01Subjects: Get full text
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466
Network reconfiguration and optimal distributed generations allocation with whale optimizer algorithm
Published 2025-03-01Subjects: Get full text
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467
Nonlinear Volatility Risk Prediction Algorithm of Financial Data Based on Improved Deep Learning
Published 2022-01-01“…With the gradual integration of global economy and finance, the financial market presents many complex financial phenomena. To increase the prediction accuracy of financial data, a new nonlinear volatility risk prediction algorithm is proposed based on the improved deep learning algorithm. …”
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468
Optimising islanded AC microgrid control: A hierarchical approach with FCS-VMPC and consensus algorithm
Published 2025-03-01Subjects: “…Consensus algorithm…”
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Research on E-Commerce Inventory Sales Forecasting Model Based on ARIMA and LSTM Algorithm
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472
A Predictive Map of Larvae Presence Risk Based on Modeling Algorithm in Urban Settings of Endemic Area
Published 2024-01-01Get full text
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473
A Gray Predictive Evolutionary Algorithm with Adaptive Threshold Adjustment Strategy for Photovoltaic Model Parameter Estimation
Published 2025-08-01Subjects: Get full text
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474
Fixed Depth Control Strategy for Remotely Operated Vehicle Based on Improved Model Predictive Control Algorithm
Published 2025-06-01Subjects: Get full text
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475
Explainable machine learning algorithm to predict cardiovascular event in patients undergoing peritoneal dialysis
Published 2025-04-01“…Abstract Objective To compare the performance of predictive models for cardiovascular event (CVE) in patients undergoing peritoneal dialysis (PD) based on machine learning algorithm and Cox proportional hazard regression. …”
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476
Sustainable soil organic carbon prediction using machine learning and the ninja optimization algorithm
Published 2025-08-01Subjects: “…soil organic carbon prediction…”
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477
Optimization of carbon peak path in Fujian Province based on sparrow search algorithm
Published 2024-06-01Subjects: “…carbon emission reduction…”
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478
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Energy consumption reduction for an ultra-low-cost artificial pancreas using an event-trigger MPC strategy
Published 2025-06-01“…This work aims to evaluate the performance of an impulsive Model Predictive Control (MPC) strategy with an event-triggered (ET) approach implemented in an artificial pancreas (AP) system to determine if insulin injection is necessary, avoiding the execution of the control algorithm and the use of hardware associated to that in each sampling period. …”
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480
APPLICATION OF RANDOM FOREST ALGORITHM ON WATCH PRICE PREDICTION SYSTEM USING FRAMEWORK FLASK
Published 2023-04-01Get full text
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