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Enhancing Malware Detection Efficiency via Feature Engineering

Feature SelectionFilter MethodsWrapper MethodsEmbedded MethodsFeature ImportanceFeature TransformationNormalization/StandardizationDiscretizationEncodingEvaluationPerformance MetricsComputational Cost AnalysisEnhancing Malware Detection Efficiency via Feature Engineering⚙️🔬
EfficiencyFeature EngineeringOptimization
Feature ExtractionDimensionality ReductionHashingFeature AggregationEfficient Feature RepresentationSparse FeaturesBinary FeaturesLBP & GMM for Malware Images💻📊
GMMImage ProcessingLBP
LBP Feature Extraction: Compute LBP histograms for efficient texture representation.Binary Encoding: Represent LBP histograms using binary codes for compactness.GMM for Feature Modeling: Utilize GMM to model the distribution of LBP features, potentially using a sparse representation for the model parameters.Sparse Representation: Employ techniques like sparse coding or dictionary learning to further reduce the dimensionality and achieve sparse feature representation.

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