Cluster analysis

  1. Village clustering helps localize sustainability planning in Nagpur region
    Methodology for clustering rural villages by socioeconomic and environmental indicators to direct localised sustainability interventions in Nagpur, India
  2. Compensatory mutations showed limited effect on MDR/RR-TB clustering
    Population-based whole-genome sequencing study of 206 MDR/RR-TB isolates in China reveals compensatory mutations have limited impact on transmission clustering.
  3. Delta Lake performance depends on careful optimization
    Evaluation of Delta Lake architecture, transaction models, and optimization techniques for analytic workload performance and data reliability at scale.
  4. DBSCAN estimates DNA damage yields from ion beam quality
    DBSCAN algorithm predicts DNA damage yields and assesses beam quality for proton and carbon ion irradiation with a novel Quality of Beam metric for radiotherapy.
  5. Target-only PFAS data can still differentiate overlapping sources
    Tiered PFAS fingerprinting framework for source differentiation using targeted analytics, diagnostic ratios, isomer patterns, and geospatial analysis in complex industrial groundwater settings.
  6. DBSCAN identified configuration items early in an IT system
    Research adapts DBSCAN clustering to automate early identification of configuration items in enterprise information systems, enabling architectural synthesis.
  7. Russian cognitive distortions form a hierarchical co-occurrence network
    Study validates cognitive distortion architecture in Russian discourse using AI analysis of 249,414 social media texts, identifying 443,447 distortion instances across 18 categories with stable.
  8. HKEN improved influential-node identification in network tests
    Algorithm for identifying influential nodes in complex networks by integrating hierarchical k-shell decomposition with extended neighborhood analysis, validated against SIR propagation models.