Here, we developed GraphPCA, an interpretable and quasi-linear statistical algorithm for dimension reduction of spatial transcriptomics data (Fig.1a, see “Methods” for details). Building upon the flexible PCA framework, GraphPCA enables the low-dimensional embeddings to effectively preserve location i...
For the typical network, two edges at (i, j) and at (j, i) link the same index and tpphrreoespseaenmrttyestoiunfddnyeo,xedabecusht((dsxeiift,foexrfjen)no=tdpe(rsxo(pjX,exratin)y)d,oyfYin)eolidndidensigc: a(axtesi,ysmycujm)e-≠eatlrp(icxhamj, ayantir)d,ixliet.eaHmdoi-...
Comparing methods for comparing networks. Sci. Rep. 2019, 9, 17557. [Google Scholar] [CrossRef] [PubMed] Publisher’s Note: MDPI stays neutral with regard to jurisdictional claims in published maps and institutional affiliations.© 2022 by the authors. Licensee MDPI, Basel, Switzerland. This...
The results showed that GPS trajectories could potentially improve the maps of rural roads and augment other mapping initiatives (i.e., OpenStreetMap). 2.3. Existing Literature Gaps and Research Contribution Pro and cons of TSMs. TSMs support transport modelers and planners in assessing the effects...
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Tantardini, M.; Ieva, F.; Tajoli, L.; Piccardi, C. Comparing methods for comparing networks.Sci. Rep.2019,9, 17557. [Google Scholar] [CrossRef] [PubMed] Publisher’s Note:MDPI stays neutral with regard to jurisdictional claims in published maps and institutional affiliations. ...
Fusing multiple single-track maps is a feasible solution for constructing high-accuracy and wide-coverage venue maps, where the raw sensor data are collected by a new sensing paradigm, crowdsourcing [12]. Smartphones, which are portable smart terminals, have superior environmental perception thanks ...
Keywords: Fourier transform; Chirp-Z transform; wireless communication; rasterization; graphic display; reveal emission; protection of information; electromagnetic eavesdropping; AWGN noise Publisher's Note: MDPI stays neutral with regard to jurisdictional claims in published maps and institutional affil- ...
The cross correlation coefficients and RMSE shown in Table 1 suggest that the acquired NN and PP series are very close to each other, as is also shown by the Poincaré maps (e.g., Figure 4). Percentage errors in Table 2, for each segment of interbeat intervals, also showed agreement ...