Results for M-DATA single-trait and multi-trait models. حسب Yuhan Xie (9937449)

Comparison of M-DATA multi-trait models with mTADA. حسب Yuhan Xie (9937449)

Multi-trait analysis can accurately estimate the proportion of shared risk genes and single-trait risk genes. حسب Yuhan Xie (9937449)

Pleiotropic effect boosts power for M-DATA multi-trait models. حسب Yuhan Xie (9937449)

Multi-trait analyses prioritized additional genes with high posterior probability of being shared risk genes for CHD. حسب Yuhan Xie (9937449)

phenotypes and kernels حسب ANDERSON CARVALHO ALVES (14054451)

Venn diagram of identified genes in different models. حسب Yuhan Xie (9937449)

Venn diagram of genes identified by M-DATA and mTADA for CHD. حسب Yuhan Xie (9937449)

Questions for Big Five personality traits [35]. حسب Keisuke Otaki (14853535)

"…These pairs were generated using a multi-objective planning algorithm that optimizes both attributes. …"

Data_Sheet_1_Optimizing ensembles machine learning, genetic algorithms, and multivariate modeling for enhanced prediction of maize yield and stress tolerance index.docx حسب Muhammad Azrai (17891894)

"…Three popular ML were optimized using a genetic algorithm (GA) and ensemble ML to enhance data capture. …"

Improved orthogonality among CVs by adopting the Gram–Schmidt (GS) strategy. حسب Min-Zhi Jiang (10845787)

Improved orthogonality among CVs by adopting the Gram–Schmidt (GS) strategy. حسب Min-Zhi Jiang (10845787)

Demographics of (A) JHS and (B) MESA. حسب Min-Zhi Jiang (10845787)

"…We anticipate that applying our SMCCA-GS and SSMCCA on various cohorts would help identify cohort-agnostic biologically meaningful relationships between multi-omics data and phenotypic traits.</p></div>…"

Pathway Enrichment Analysis Results of JHS. حسب Min-Zhi Jiang (10845787)

"…We anticipate that applying our SMCCA-GS and SSMCCA on various cohorts would help identify cohort-agnostic biologically meaningful relationships between multi-omics data and phenotypic traits.</p></div>…"

Mapping CpG Sites to Genes. حسب Min-Zhi Jiang (10845787)

"…We anticipate that applying our SMCCA-GS and SSMCCA on various cohorts would help identify cohort-agnostic biologically meaningful relationships between multi-omics data and phenotypic traits.</p></div>…"

Pathway Enrichment Analysis Results of MESA. حسب Min-Zhi Jiang (10845787)

"…We anticipate that applying our SMCCA-GS and SSMCCA on various cohorts would help identify cohort-agnostic biologically meaningful relationships between multi-omics data and phenotypic traits.</p></div>…"

Overview of the experimental design and data processing. حسب Keisuke Otaki (14853535)

Table_1_Genome-wide association studies for a comprehensive understanding of the genetic architecture of culm strength and yield traits in rice.docx حسب Jyothi Badri (5309546)

"…We made a detailed analysis of various component traits with the aim of deriving optimized parameters for measuring culm strength. …"

Participant group assignment and demographics. حسب Keisuke Otaki (14853535)

"…These pairs were generated using a multi-objective planning algorithm that optimizes both attributes. …"

Algoritmo de clasificación de expresiones de odio por tipos en español (Algorithm for classifying hate expressions by type in Spanish) حسب Daniel Pérez Palau (11097348)

"…</li><li><code>4</code>: Misogynistic hate: Expressions directed against women or traits associated with them.</li></ul><p dir="ltr"><b>File Structure</b></p><p dir="ltr">The code generates and saves:</p><ul><li>Weights of the trained model (.h5)</li><li>Configured tokenizer</li><li>Training history in CSV</li><li>Requirements file</li></ul><p dir="ltr"><b>Important Notes</b></p><ul><li>The model excludes category 2 during training</li><li>Implements transfer learning from a pre-trained model for binary hate detection</li><li>Includes early stopping callbacks to prevent overfitting</li><li>Uses class weighting to handle category imbalances</li></ul><p dir="ltr">The process of creating this algorithm is explained in the technical report located at: Blanco-Valencia, X., De Gregorio-Vicente, O., Ruiz Iniesta, A., & Said-Hung, E. (2025). …"