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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
37 t of spin torque on a system of intermediate dimensionality--a ferromagnetic nanowire.
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
42 ting to other datasets that suffer from high dimensionality and background activity.
43 ebrate predators taking into account habitat dimensionality and biological traits.
44 re of a ferromagnetic metal, by reducing its dimensionality and changing its chemical composition, op
45  addressed the problems that arise from high dimensionality and complex correlations.
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
50 truction of important components of food web dimensionality and functionality.
51                  Muscle synergies reduce the dimensionality and hence simplify the control problem.
52 a broader scale, with finer accuracy, higher dimensionality and higher throughput than ever.
53 al networks is challenging due to their high dimensionality and inherent anisotropy.
54 raphene but rather is solely a result of the dimensionality and is therefore expected in all 2D mater
55  sensitive to initial conditions due to high dimensionality and nonconvexity of the NMF paradigm.
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
61 l minimum in 2D space which displays reduced dimensionality and rule-breaking chemical bonding.
62 emporal resolution due to the inherent three-dimensionality and small features of phagocytosis.
63 ers of excitons (size, binding energy, spin, dimensionality and so on).
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.
68  in terms of stiffness, but also topography, dimensionality, and confinement.
69 ng scaffold, which combines the periodicity, dimensionality, and structural modularity of hybrid fram
70                           Interfaces and low dimensionality are sources of strong modifications of el
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
76 providing a mechanism for tuning the carrier dimensionality between 1D and 2D conductivity.
77 learning between two tasks depends on shared dimensionality between their respective task spaces.
78                                          Low dimensionality, broken symmetry and easily-modulated car
79 arning occurs not just because it can reduce dimensionality, but more importantly because it can incr
80           However, whether the effective IVR dimensionality can vary with time and whether the mechan
81 ed, providing a fundamental understanding of dimensionality-confined strongly correlated electron sys
82             Our findings free the structural dimensionality constraint and broaden the possibilities
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
85 robability amplitudes of a pure state with a dimensionality, d=27.
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
88                      These results show that dimensionality determines properties of neuronal network
89  fundamentally different signature peaks and dimensionality effects compared to other 2D material sys
90  a function of layer number reveals dramatic dimensionality effects in this CDW material.
91 re expected to enable fundamental studies of dimensionality effects on their properties and facilitat
92                                     The data dimensionality escalation accentuates limitations, inher
93                     We introduce methods for dimensionality estimation to better decompose mixture mo
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
97                    We found the reduction of dimensionality has a profound effect on the electronic s
98 mentation capability and avoid the 'curse of dimensionality' have been lacking.
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.
105                  The results suggest (1) the dimensionality in which RET occurs is dependent on the R
106  in the basal ganglia to solve the "curse of dimensionality" in reinforcement learning.
107 nics due to their high electron mobility and dimensionality-induced bandgap.
108                                         This dimensionality-induced magnetic order can be used to tai
109 ce, and that the degree of shared task space dimensionality influences the extent to which prior expe
110  highly efficient extraction of entanglement dimensionality information.
111                      In order to take sample dimensionality into account prior to optimization of a 2
112 ding voltage trends, ion diffusion paths and dimensionalities, intrinsic defect chemistry, and surfac
113                                              Dimensionality is a fundamental component that can have
114 ith novel topological properties and reduced dimensionality is always desirable for material innovati
115 le" images with ultrahigh resolution and low dimensionality is described.
116  search for novel materials based on reduced-dimensionality is driven by new physics.
117                                              Dimensionality is known to play an important role in man
118 mproved optoelectronic properties when their dimensionality is reduced.
119                    To address this ultrahigh dimensionality issue, this paper adopts a two-stage appr
120 ing for sparsity, transients, noise and high dimensionality issues.
121                          Taken together, the dimensionality, length scales of the physical microenvir
122  This behaviour means that a decrease in two-dimensionality lowers the Tc.
123 human disease, their complex composition and dimensionality make them challenging to evaluate in a re
124                                      Reduced-dimensionality materials for photonic and optoelectronic
125                               Compliance and dimensionality mechanosensing, the processes by which ce
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
130                          We also reduced the dimensionalities of the 139-unique populations by Z-tran
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
133 y reduce diversity by reducing the number or dimensionality of belowground limiting factors.
134                                 Reducing the dimensionality of bulk materials has been suggested to e
135          Continued expansion in the size and dimensionality of cardiovascular imaging databases is dr
136 r operation mode is generally defined by the dimensionality of charge transport, where a field-effect
137  of prior biological knowledge to reduce the dimensionality of complex genomic data.
138 daptive modulation is diminished by the high dimensionality of complex organisms and associated vast
139       We further implicate the relevance and dimensionality of constructs of compulsivity across diso
140                                     The high-dimensionality of data generated by flow cytometry usual
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
143                                The intrinsic dimensionality of each data set is also estimated to det
144 one dimensionality of hole states, while two dimensionality of electron states) that could lead to no
145                                          The dimensionality of Hg-Q motifs (in terms of ordering patt
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
151                            However, the high dimensionality of mass cytometry data introduces computa
152 ith the highly correlated structure and high-dimensionality of metabolic phenotyping data.
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
155                                I explore the dimensionality of physical, neural, and perceptual space
156                              In reality, the dimensionality of protein sequence space is higher (20(L
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
159            These results demonstrate the low dimensionality of slow LIP local dynamics, and suggest t
160 king remains a daunting task due to the high dimensionality of the activity.
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
163 parison with other methods regardless of the dimensionality of the data.
164   A random walk model reproduces the fractal dimensionality of the dendrites observed experimentally.
165 g site, using DNA shape features reduced the dimensionality of the feature space.
166         Shared genetic influences reduce the dimensionality of the human lipidome into clusters that
167 (POW) were further chosen to reduce the high dimensionality of the hyperspectral image data.
168             It becomes more difficult as the dimensionality of the image data increases to include ti
169                         In addition, the low dimensionality of the input layer generates overlaps bet
170                               It reduces the dimensionality of the inverse DOT problem by reducing th
171                                          The dimensionality of the items was evaluated using factor a
172                                          The dimensionality of the items was evaluated using factor a
173                                          The dimensionality of the items was evaluated using factor a
174 , the shape of the dispersal kernel, and the dimensionality of the landscape all contribute to determ
175        Interrater reliability, validity, and dimensionality of the MacCAT-CR and estimated cutoff age
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
178                   We find that the effective dimensionality of the non-interacting lattice component
179 l coverage (+100 nm) when there is increased dimensionality of the percolation network and stronger o
180                    Our results show that the dimensionality of the population response changes system
181                              Given the large dimensionality of the problem (e.g. spatiotemporal varia
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
184 oton dissociation from the photoacid and the dimensionality of the proton's diffusion.
185  the complexity of the set-up as well as the dimensionality of the quantum state.
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
189 tice to the essential characteristic of high-dimensionality of the search-space.
190 ence of the dynamics, which ensures that the dimensionality of the solution space continues to reduce
191                        Furthermore, the high dimensionality of the space of possible stimuli and move
192 s work opens the possibility to increase the dimensionality of the state-space used for encoding info
193  (nematic and smectic), and depending on the dimensionality of the structure (2D and 3D).
194 ric properties--including even the effective dimensionality of the system--can be varied.
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
198                          Because of the high dimensionality of these datasets, multivariate ordinatio
199                                 Reducing the dimensionality of three-dimensional hybrid metal halide
200                                         The 'dimensionality' of the mechanical milieu under which exp
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.
206 ations, e.g. noise, data heterogeneity, high dimensionality or poor interpretability.
207 enging due to small sample size (n) and high dimensionality (p).
208 aration of processes and the use of multiple dimensionalities provided qualitative information about
209                                        Niche dimensionality provides a general theoretical explanatio
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
212                         We used Multifactor- dimensionality reduction (MDR) program as a non-parametr
213  clinical variables (Model 1), and after PCA dimensionality reduction (Model 2).
214        For comparison, we performed the same dimensionality reduction analyses on the activity of a r
215 urvival analysis, similar gene detection and dimensionality reduction analysis.
216 rs1143634) was assessed using multifactorial dimensionality reduction analysis.
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
219                       Subsequent multifactor dimensionality reduction and classification and regressi
220                           Using unsupervised dimensionality reduction and clustering algorithms, we i
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
224        This observation justifies the use of dimensionality reduction approaches to model complex sys
225            In this paper, a novel algorithm, Dimensionality Reduction based Optimization for DOT (DRO
226                                          The dimensionality reduction brings the promise of a decreas
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
230                                              Dimensionality reduction has been applied in various bra
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
233                                              Dimensionality reduction in the training set established
234                          Visualizing data by dimensionality reduction is an important strategy in Bio
235 onlinear stochastic embedding (One-SENSE), a dimensionality reduction method based on the t-distribut
236            We demonstrate that the choice of dimensionality reduction method can significantly influe
237   We highlight the importance of selecting a dimensionality reduction method to visualize large multi
238                                   We use two dimensionality reduction methods as well, robust Princip
239             We test the performance of these dimensionality reduction methods by applying several goo
240                              We describe the dimensionality reduction methods commonly applied to pop
241                            However, existing dimensionality reduction methods could not be directly a
242 me this limitation, we introduce model-based dimensionality reduction methods for neurons with non-Po
243                  Recent studies have applied dimensionality reduction methods to understand how the m
244                         We introduce several dimensionality reduction methods to visualize in 2- and
245          Discovery of efficient and accurate dimensionality reduction methods used to display at once
246 , we use normalized edit distance to enhance dimensionality reduction methods, including Isomap and L
247 data has motivated continuous development of dimensionality reduction methods.
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
250                                              Dimensionality reduction of such high-dimensional data s
251 ly be a byproduct of MSTd neurons performing dimensionality reduction on their inputs.
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
254                                  Multifactor dimensionality reduction revealed that genotyping result
255 bjective of this work was to develop a novel dimensionality reduction technique as a part of an integ
256                                      Using a dimensionality reduction technique known as non-negative
257  Here we demonstrate the advantages of a new dimensionality reduction technique, demixed principal co
258                               Clustering and dimensionality reduction techniques often help in discer
259 equires the use of the latest clustering and dimensionality reduction techniques to automatically seg
260 se of a greater level of information through dimensionality reduction techniques.
261 eature analysis provides a general two-sided dimensionality reduction that reveals encoding in high d
262             Many recent studies have adopted dimensionality reduction to analyze these populations an
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
267                  To interpret the outputs of dimensionality reduction, it is important to first under
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
272 sian ideal observer method for task-specific dimensionality reduction.
273                           Here, we develop a dimensionality-reduction method, (Z)ero (I)nflated (F)ac
274 l RNA-seq data are challenging for classical dimensionality-reduction methods because of the prevalen
275                                     Stimulus dimensionality-reduction methods in neuroscience seek to
276                     Mash extends the MinHash dimensionality-reduction technique to include a pairwise
277 red framework provides a model with variable dimensionality, resulting in a simple view that can be u
278                 The technique generates high-dimensionality score plots, and should be applicable to
279  classification, and unbiased classification-dimensionality selection.
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
283                      It is this reduction in dimensionality that makes chemical reaction mechanisms t
284                               Given the high dimensionality that typically characterises these data,
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
289          Controlling inorganic structure and dimensionality through structure-directing agents is a v
290 he unique opportunity to extend the scaffold dimensionality through the buckybowl curvature.
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
294 he maximum and exploit its dependency on the dimensionality to obtain an ID estimate.
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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