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1 M inputs, such as stiffness, topography, and dimensionality.
2 etry, lattice parameters, stoichiometry, and dimensionality.
3 ty is measured using relative comparisons of dimensionality.
4 radiate with a tailorable directionality and dimensionality.
5 g regarding the importance of the structural dimensionality.
6 filopodial tip via a sequential reduction in dimensionality.
7 y any base material, at any length scale and dimensionality.
8 image descriptor space to avoid the curse of dimensionality.
9 tronic structure due to their pronounced two-dimensionality.
10 d is amenable to problems of extremely large dimensionality.
11 hallenging, particularly for systems of high dimensionality.
12 ansitions in thin-flake samples with reduced dimensionality.
13 small-world properties with finite spectral dimensionality.
14 he Fourier space with greatly reduced design dimensionality.
15 d by their reaction mechanism and structural dimensionality.
16 sensation that covers bounded domains of any dimensionality.
17 s of the mutation data as well as their high dimensionality.
18 undesired shielding of the intrinsic role of dimensionality.
19 tive internal fluctuations are modulated via dimensionality.
20 are compared in the same DFT frequency space dimensionality.
21 he emergence of the intrinsic superiority of dimensionality.
22 at has the potential to "lift" this curse of dimensionality.
23 es in the measurement of states with a large dimensionality.
24 er-by generic hydrodynamic forces-to reduced dimensionality.
25 cause of the very large data volume and high dimensionality.
26 iciently exploring complex systems with high dimensionality.
27 he synthesis of oxide nanomaterials with low dimensionality.
28 species whose escape trajectories differ in dimensionality.
29 ning even when this approach does not reduce dimensionality.
30 hybrid nanomolecules with well-defined three-dimensionality.
31 ures and inevitably result in a large design dimensionality.
32 f the sample attributes, described as sample dimensionality.
33 ation of degeneracies without a well-defined dimensionality.
34 apply it to metabolic networks of increasing dimensionality.
35 rties associated with their strictly defined dimensionalities.
36 e need to understand the nature of the shape dimensionality (1D vs 2D vs 3D) of cell-scaffold interac
38 lloidal structures of various symmetries and dimensionality according to their micromolecular orienta
39 ng and kidney cancer TCGA datasets with high dimensionality, again showing clinically significant res
40 exity of entangled states by expanding their dimensionality allows the implementation of novel fundam
41 of epigenetic bridges that reduce phenotype dimensionality and accomplish rapid adaptive modulation
44 re of a ferromagnetic metal, by reducing its dimensionality and changing its chemical composition, op
46 provides new insights into the impact of the dimensionality and directionality of the packing arrange
47 implicial complexes strongly depend on their dimensionality and display the major universal propertie
48 that elevated resource supply reduced niche dimensionality and diversity and increased both producti
49 ree-dimensional materials, but the impact of dimensionality and electron correlation on superconducti
54 raphene but rather is solely a result of the dimensionality and is therefore expected in all 2D mater
56 e measurements performed here show transport dimensionality and overall order increasing with increas
57 imitations of the DSM nosology for capturing dimensionality and overlap in psychiatric syndromes, and
58 y outputs of dimensionality reduction-shared dimensionality and percent shared variance-with neuron a
59 However, inclusion of network data increases dimensionality and poses additional challenges for commo
60 l energy surface of the K2Rb complex in full dimensionality and report numerically-exact quantum-mech
64 ed by cortical tension of the colony, matrix dimensionality and softness, and cell-cell adhesion.
65 ine operational taxonomic units (OTUs), high dimensionality and sparsity of the data and so forth.
66 requency range is dictated by the structural dimensionality and the free-carrier scattering rate of t
67 nosyringe device are due to the reduction in dimensionality and ultrahigh surface-to-volume ratio.
69 ng scaffold, which combines the periodicity, dimensionality, and structural modularity of hybrid fram
71 to new Fe/Co coordination networks of lower dimensionality as well as soluble molecular analogues in
72 lar 'velcro', which can impart 'reduction of dimensionality' as a means of biomimetic transport contr
73 ay to compute free-energy landscapes of high dimensionality based on the previously introduced variat
74 rgue that entorhinal grid cells encode a low-dimensionality basis set for the predictive representati
75 power law exponent, an effective state space dimensionality, being a measure of the nature and extent
77 learning between two tasks depends on shared dimensionality between their respective task spaces.
79 arning occurs not just because it can reduce dimensionality, but more importantly because it can incr
81 ed, providing a fundamental understanding of dimensionality-confined strongly correlated electron sys
83 t fullerene cluster size, concentration, and dimensionality control charge generation efficiency, ind
84 l approach to analysing quantum systems with dimensionality d>1 involves adding a weak coupling to an
86 pe, bioinformatic interpretation of the high-dimensionality data indicated a strong neurodegenerative
87 excitations, and become more significant as dimensionality decreases from 3D CH3NH3PbI3 to two-dimen
89 fundamentally different signature peaks and dimensionality effects compared to other 2D material sys
91 re expected to enable fundamental studies of dimensionality effects on their properties and facilitat
94 tric, all effects can be embedded in a fixed-dimensionality Euclidean basis, facilitating identificat
95 oke) the variation in movement may have high dimensionality, even if only a few discrete signals acti
96 P) model based on stepwise reduction of data dimensionality followed by principle component analysis
99 e rapid growth, simultaneously achieving low-dimensionality, high transmission efficiency, real-time
100 ches is their susceptibility to the curse of dimensionality, i.e. the exponential growth in memory an
101 these methods still suffer from the curse of dimensionality if a network size increases to 100 or hig
102 ic behaviour in non-intuitive ways, the high-dimensionality in ecological systems can profoundly infl
103 lts point to the importance of understanding dimensionality in ecological systems that are undergoing
104 analysis produces an efficient reduction of dimensionality in torque variation within a wingstroke.
109 ce, and that the degree of shared task space dimensionality influences the extent to which prior expe
112 ding voltage trends, ion diffusion paths and dimensionalities, intrinsic defect chemistry, and surfac
114 ith novel topological properties and reduced dimensionality is always desirable for material innovati
123 human disease, their complex composition and dimensionality make them challenging to evaluate in a re
126 esis that MCAK contributes to compliance and dimensionality mechanosensing-mediated regulation of MT
127 tes of trajectory aspect ratios (i.e., their dimensionality), molecular diffusion coefficients, and o
128 reducing metagenomics and metabolomics data dimensionality, multivariate analyses indicated a decrea
129 ges inherent in 'omics' data, including high-dimensionality, noise, and timing differences in express
131 EC materials and the well-proven fractional dimensionality of 2.5 for ferroelectric domain walls.
132 onlinear criterion which infers entanglement dimensionality of a global state by using only informati
136 r operation mode is generally defined by the dimensionality of charge transport, where a field-effect
138 daptive modulation is diminished by the high dimensionality of complex organisms and associated vast
141 instrumentation are increasing the size and dimensionality of data sets, posing a challenge for trad
142 des a rapid and feasible means to expand the dimensionality of drug discovery by assessing protein fa
144 one dimensionality of hole states, while two dimensionality of electron states) that could lead to no
146 he target tissue has been limited by the low dimensionality of histology techniques and the small siz
147 ue feature of carrier kinetics (that is, one dimensionality of hole states, while two dimensionality
148 ort the discovery that pressure can tune the dimensionality of hydrogen bonding networks in CuF(2)(H(
149 nce in these two timescales implies that the dimensionality of magnetic correlations is vital for our
150 By analysing the topology, geometry and dimensionality of manifold structure in such point cloud
153 es is challenging, primarily due to the high dimensionality of microstructure space, multi-objective
154 eity within WGS reads to markedly reduce the dimensionality of next-generation sequencing data; it is
157 hesized that the brain naturally reduces the dimensionality of real-world problems to only those dime
158 reorientation is observed by controlling the dimensionality of SIO, mediated through the emergence of
161 new approach resulted in a reduction of the dimensionality of the data and, in addition, in a signif
162 These problems become intractable when the dimensionality of the data is large, as is often the cas
164 A random walk model reproduces the fractal dimensionality of the dendrites observed experimentally.
174 , the shape of the dispersal kernel, and the dimensionality of the landscape all contribute to determ
176 gnificant information is absent due to lower dimensionality of the measurements and the inability to
177 through space determine the topology and the dimensionality of the neural representation, across spec
179 l coverage (+100 nm) when there is increased dimensionality of the percolation network and stronger o
182 iance-covariance matrix ( G: ) to reduce the dimensionality of the problem and take a multivariate ap
183 The benefit of our algorithm grows with the dimensionality of the problem and the complexity of the
186 The use of DCT enables reduction of the dimensionality of the reconstruction and ensures that on
187 of the spin ordering and a crossover in the dimensionality of the restoring interaction from quasi-1
188 al cells at a high throughput, but the large dimensionality of the resulting data severely limits app
190 ence of the dynamics, which ensures that the dimensionality of the solution space continues to reduce
192 s work opens the possibility to increase the dimensionality of the state-space used for encoding info
195 that the known TMs can be classified by the dimensionality of the topologically protected band degen
196 mplex phenotypes by effectively reducing the dimensionality of their deterministic networks and thus
197 onent and a data-specific component with the dimensionality of these components (spaces) inferred via
201 l data can be considerable; and the Curse of Dimensionality often impedes the interpretation of the r
202 ynamics simulations to explore the impact of dimensionality on intracellular mechanics and on the eff
203 ween 2D and 3D systems, but the influence of dimensionality on the glass transition is unresolved.
204 Here we investigate the effects of mixed dimensionality on the superfluid and pairing phenomena o
205 es, changes in framework topology, framework dimensionality or degree of network interpenetration.
208 aration of processes and the use of multiple dimensionalities provided qualitative information about
210 r studying many-body physics because the low dimensionality reduces screening leading to tightly boun
211 The computationally efficient multifactor dimensionality reduction (MDR) approach has emerged as a
217 ms existing methods including multifactorial dimensionality reduction and Bayesian epistasis associat
218 orithm that combines kernel-based non-linear dimensionality reduction and binary classification (or r
221 th data analysis based on diffusion maps for dimensionality reduction and network synthesis from stat
222 tein conformational search, efficient robust dimensionality reduction and topological analysis via pe
223 plicability of our method in an unsupervised dimensionality reduction application by inferring genes
227 he algorithm to perform joint clustering and dimensionality reduction by efficiently optimizing a con
228 lying protein interactions and new tools for dimensionality reduction for flexible protein docking.
229 lear, however, how the results obtained from dimensionality reduction generalize to recordings with l
231 researchers who seek to understand the role dimensionality reduction has had and can have in systems
232 ere assessed through model-based multifactor dimensionality reduction in the PIAMA study, and gene-ge
235 onlinear stochastic embedding (One-SENSE), a dimensionality reduction method based on the t-distribut
237 We highlight the importance of selecting a dimensionality reduction method to visualize large multi
242 me this limitation, we introduce model-based dimensionality reduction methods for neurons with non-Po
246 , we use normalized edit distance to enhance dimensionality reduction methods, including Isomap and L
248 ing techniques that include fast, non-linear dimensionality reduction of oligonucleotide signatures a
249 that functional groups of spines defined by dimensionality reduction of receptive field properties e
252 ly be a byproduct of MSTd neurons performing dimensionality reduction on their inputs; and (3) imply
253 indings can help guide the interpretation of dimensionality reduction outputs in regimes of limited n
255 bjective of this work was to develop a novel dimensionality reduction technique as a part of an integ
257 Here we demonstrate the advantages of a new dimensionality reduction technique, demixed principal co
259 equires the use of the latest clustering and dimensionality reduction techniques to automatically seg
261 eature analysis provides a general two-sided dimensionality reduction that reveals encoding in high d
263 ps such as peak alignment, normalization, or dimensionality reduction to be tailored to specific prob
264 ribe ACCENSE, a tool that combines nonlinear dimensionality reduction with density-based partitioning
265 SIPI has higher power than MDR (Multifactor Dimensionality Reduction), AA_Full, Geno_Full (full inte
266 estimate the model's parameters, DREISS uses dimensionality reduction, and identifies canonical tempo
268 mponent analysis (PCA) is a popular tool for dimensionality reduction, pattern recognition, and visua
269 al benchmarking on tasks such as single cell dimensionality reduction, protein module discovery and r
270 on of metastable states, along with dramatic dimensionality reduction, significantly simplifies the t
271 red the scaling trends of two key outputs of dimensionality reduction-shared dimensionality and perce
274 l RNA-seq data are challenging for classical dimensionality-reduction methods because of the prevalen
277 red framework provides a model with variable dimensionality, resulting in a simple view that can be u
280 to the extreme rarity of mutations and high-dimensionality, significances of causal variants cannot
281 ected monitoring studies over the entire WOC dimensionality spectrum illustrate interesting cases of
282 Notably, these methods overcome the curse of dimensionality that limits the applicability of traditio
285 Secondary outcomes included examination dimensionality (that is, the number of factors measured)
286 orders of magnitude, depending on the sample dimensionality (that is, whether the sample is more like
287 ort processes transpire from a 'reduction of dimensionality' that confines diffusion to one or two di
288 charge density wave formation.Due to reduced dimensionality, the properties of 2D materials are often
291 he spatiotemporal synergies (including their dimensionality, timing, and amplitude modulation) were i
292 t features of the synergies (including their dimensionality, timing, and amplitude modulation) were o
293 e cortical and muscular data to reduce their dimensionality to a smaller set of time-varying "spatiot
295 d range of unique scaffolds, and hence three-dimensionality, to target a broad area of biological spa
296 d biological systems with markedly different dimensionalities, topologies, and polarizabilities, we f
297 um wavefunctions and various factors such as dimensionality, topology, Coulomb interactions and symme
298 NCS Program in which molecular data (reduced dimensionality transcript L1000 profiles) were recorded
299 ld indicate a quantum cutting due to the low dimensionality.Understanding the confinement and transpo
300 Metasurfaces are metamaterials of reduced dimensionality which have opened up new avenues for flat
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