2603.00053 Evaluating K-mer Spectrum Methods for Alignment-Free Metagenomic Profiling: A Comparative Framework
Metagenomic sequencing enables culture-independent characterization of microbial communities, yet taxonomic classification of short reads remains computationally challenging. Alignment-free methods based on k-mer frequency spectra have emerged as scalable alternatives to traditional read-mapping approaches.