The construction of graphs is an effective technique in OLEs for capturing the behaviors of learners, which provides a way for showing the functional relationship between learners and learning resources and summarizing the results of their interactions compactly and efficiently. We model learner-resources...
This survey (with new results; see Section 4.4 onward) focused on graph coarsening techniques with a goal of showing how some common ideas have been utilized in two different disciplines while also highlighting methods that are specific to some applications. The recent literature on methods that em...
reflecting how economic networks are built: as trading networks between two countries. Moreover, in economic trade networks wedge paths and wedge stars are (almost) equally represented. We now examine the correlations between graphlet sub-orbits. We randomly ...
aPrecision-recall curves of PPI prediction on SHS27k (sub-dataset from STRING) containing ∼6600 PPIs and ∼1500 human proteins with native PDB structures showing the performance of HIGH-PPI compared to baselines containing GNN-PPI, PIPR, DrugVQA and RF-PPI.bRobustness evaluation showing the ...
imputation methods18, such as MAGIC4and SAVER19, have an issue in generating biased estimates of gene expression and tend to induce false-positive and biased gene correlations that could possibly eliminate some meaningful biological variations20,21. On the other hand, many studies, including Seurat...
Since bipartite graphs correspond to graph games that can be won classically [9], we focus on the non-bipartite case by showing that there exist non-bipartite 0.11n-odd dominated graphs of order n. Definition 12 k-odd domination [9] A graph G=(V,E) is k-odd dominated (k-o.d.) ...
It visualizes data as slices of a pie, showing relative sizes of categories or percentages.Sentiment Analysis ChartsSentiment analysis charts help you analyze incoming messages and pinpoint whether the preconceived sentiment is positive, negative, or neutral....
Future House– a new Silicon Valley-based non-profit company in the AI4Science space funded by ex-Google CEO Eric Schmidt. Head of Science is Andrew White, known for his works on LLMs for chemistry. The self-described mission of the company is a "moonshot to build an ...
Without using any pre-training techniques, HIGH-PPI surpasses GNN-PPI by an average of ∼4%, showing the superiority of the hierarchical modeling approach. DrugVQA gets relatively poor performance (best-F1 ≈ 0.7), which could be attributed to the neglect of residue property information ...
Finally, we determined if those regions showing curvature differences overlapped with those regions whose non-invasive stimulation with transcranial magnetic stimulation (TMS)54 and transcranial direct current stimulation (tDCS)55 are reported in the literature to result in improvement of ASD-related ...