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Dimensionality reduction

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https://www.readbyqxmd.com/read/28337422/the-combined-use-of-computer-guided-minimally-invasive-flapless-corticotomy-and-clear-aligners-as-a-novel-approach-to-moderate-crowding-a-case-report
#1
Michele Cassetta, Federica Altieri, Stefano Pandolfi, Matteo Giansanti
The aim of this case report was to describe an innovative orthodontic treatment method that combined surgical and orthodontic techniques. The novel method was used to achieve a positive result in a case of moderate crowding by employing a computer-guided piezocision procedure followed by the use of clear aligners. A 23-year-old woman had a malocclusion with moderate crowding. Her periodontal indices, oral health-related quality of life (OHRQoL), and treatment time were evaluated. The treatment included interproximal corticotomy cuts extending through the entire thickness of the cortical layer, without a full-thickness flap reflection...
March 2017: Korean Journal of Orthodontics
https://www.readbyqxmd.com/read/28333650/validation-of-static-and-dynamic-balance-assessment-using-microsoft-kinect-for-young-and-elderly-populations
#2
Moataz Eltoukhy, Christopher Kuenze, Jeonghoon Oh, Joseph Signorile
Reduction in balance is an indicator of fall risk, and therefore, an accurate and cost effective balance assessment tool is essential for prescribing effective postural control strategies. This study established the validity of the Kinect v2 sensor in assessing center of mass (CoM) excursion and velocity during single leg balance and voluntary ankle sway tasks among young and elderly subjects. We compared balance outcome measures (anteroposterior (AP) and mediolateral (ML) CoM excursion and velocity and average sway length) to a traditional three-dimensional motion analysis system...
March 22, 2017: IEEE Journal of Biomedical and Health Informatics
https://www.readbyqxmd.com/read/28333630/multilinear-spatial-discriminant-analysis-for-dimensionality-reduction
#3
Sen Yuan, Xia Mao, Lijiang Chen
In the last few years, great efforts have been made to extend linear projection technique (LPT) for multidimensional data (i.e. tensor), generally referred to as multilinear projection technique (MPT). The vectorized nature of LPT requires high dimensional data to be converted to vector, hence may lose spatial neighborhood information of raw data. MPT well addresses this problem by encoding multidimensional data as general tensors of second or even higher order. In this paper, we propose a novel multilinear projection technique, called multilinear spatial discriminant analysis (MSDA), to identify the underlying manifold of high-order tensor data...
March 21, 2017: IEEE Transactions on Image Processing: a Publication of the IEEE Signal Processing Society
https://www.readbyqxmd.com/read/28333584/unsupervised-2d-dimensionality-reduction-with-adaptive-structure-learning
#4
Xiaowei Zhao, Feiping Nie, Sen Wang, Jun Guo, Pengfei Xu, Xiaojiang Chen
In recent years, unsupervised two-dimensional (2D) dimensionality reduction methods for unlabeled large-scale data have made progress. However, performance of these degrades when the learning of similarity matrix is at the beginning of the dimensionality reduction process. A similarity matrix is used to reveal the underlying geometry structure of data in unsupervised dimensionality reduction methods. Because of noise data, it is difficult to learn the optimal similarity matrix. In this letter, we propose a new dimensionality reduction model for 2D image matrices: unsupervised 2D dimensionality reduction with adaptive structure learning (DRASL)...
March 23, 2017: Neural Computation
https://www.readbyqxmd.com/read/28332676/application-of-the-dimensional-reduction-formalism-to-pb9-xbax-li2-p2o7-2-p4o13-2-x-0-2-6-7-a-series-of-phosphates-with-two-types-of-isolated-polyphosphate-groups
#5
Xiangyu Zhang, Hongping Wu, Qiong Liu, Xiaoyu Dong, Yunlei Chen, Zhihua Yang, Xiao-Dong Wen, Shilie Pan
A series of phosphates, Pb9-xBax[Li2(P2O7)2(P4O13)2] (x = 0, 2, 6, 7), have been synthesized by a high temperature solution method and the crystal structures were determined by single crystal X-ray diffraction. They are isostructural and crystallize in the triclinic space group P1[combining macron]. It is interesting that there are two kinds of isolated polyphosphate anionic groups coexisting in the crystal structure, which is rare among phosphates. Their structures exhibit zero-dimensional [Li2(P2O7)2(P4O13)2](18-) anionic clusters constructed by the LiO4, P2O7 and P4O13 groups, which are separated by the Pb(2+) or Ba(2+) cations...
March 23, 2017: Dalton Transactions: An International Journal of Inorganic Chemistry
https://www.readbyqxmd.com/read/28332583/hierarchical-meso-macro-porous-carbon-fabricated-from-dual-mgo-templates-for-direct-electron-transfer-enzymatic-electrodes
#6
Hiroto Funabashi, Satoshi Takeuchi, Seiya Tsujimura
We designed a three-dimensional (3D) hierarchical pore structure to improve the current production efficiency and stability of direct electron transfer-type biocathodes. The 3D hierarchical electrode structure was fabricated using a MgO-templated porous carbon framework produced from two MgO templates with sizes of 40 and 150 nm. The results revealed that the optimal pore composition for a bilirubin oxidase-catalysed oxygen reduction cathode was a mixture of 33% macropores and 67% mesopores (MgOC33). The macropores improve mass transfer inside the carbon material, and the mesopores improve the electron transfer efficiency of the enzyme by surrounding the enzyme with carbon...
March 23, 2017: Scientific Reports
https://www.readbyqxmd.com/read/28331927/bilateral-shoulder-arthrodesis-in-a-pekinese-using-three-dimensional-printed-patient-specific-osteotomy-and-reduction-guides
#7
Bill Oxley
OBJECTIVE: To report the use of computer-aided design software for virtual surgical planning and design of three-dimensional printed patient-specific osteotomy and reduction guides for facilitation of bilateral shoulder arthrodesis in a dog. METHODS: A three-year-old male entire Pekinese was presented unable to walk due to bilateral severe medial shoulder instability. Computed tomographic data was processed to yield three-dimensional mesh representations of the humeri and scapulae which could be manipulated in computer-aided design software...
March 23, 2017: Veterinary and Comparative Orthopaedics and Traumatology: V.C.O.T
https://www.readbyqxmd.com/read/28331379/smartphone-viewing-distance-and-sleep-an-experimental-study-utilizing-motion-capture-technology
#8
Michitaka Yoshimura, Momoko Kitazawa, Yasuhiro Maeda, Masaru Mimura, Kazuo Tsubota, Taishiro Kishimoto
There are studies reporting the negative impact of smartphone utilization on sleep. It is considered that reduction of melatonin secretion under the blue light exposure from smart-phone displays is one of the causes. The viewing distance may cause sleep disturbance, because the viewing distance determines the screen illuminance and/or asthenopia. However, to date, there has been no study closely investigating the impact of viewing distance on sleep; therefore, we sought to determine the relationship between smartphone viewing distance and subjective sleep status...
2017: Nature and Science of Sleep
https://www.readbyqxmd.com/read/28329431/an-analytical-method-for-groundwater-inflow-into-a-drained-circular-tunnel
#9
Kai Su, Yafeng Zhou, Hegao Wu, Changzheng Shi, Li Zhou
Groundwater inflow estimation is essential for the design and construction of tunnel and the assessment of the environmental impacts. Analytical solutions used in current engineering practice do not adequately account for the effect of the excavation-induced drawdown, which leads to significant change in pore water pressure distribution and reductions of the water level beyond tunnel. Based on the numerical analysis results, this article proposes semianalytical method to predict the height of lowered water level and groundwater tunnel inflow...
March 22, 2017: Ground Water
https://www.readbyqxmd.com/read/28328513/a-confident-information-first-principle-for-parameter-reduction-and-model-selection-of-boltzmann-machines
#10
Xiaozhao Zhao, Yuexian Hou, Dawei Song, Wenjie Li
Typical dimensionality reduction (DR) methods are data-oriented, focusing on directly reducing the number of random variables (or features) while retaining the maximal variations in the high-dimensional data. Targeting unsupervised situations, this paper aims to address the problem from a novel perspective and considers model-oriented DR in parameter spaces of binary multivariate distributions. Specifically, we propose a general parameter reduction criterion, called confident-information-first (CIF) principle, to maximally preserve confident parameters and rule out less confident ones...
March 16, 2017: IEEE Transactions on Neural Networks and Learning Systems
https://www.readbyqxmd.com/read/28328251/predicting-presidential-election-outcomes-from-what-people-watch
#11
Arash Barfar, Balaji Padmanabhan
In a recent article by Barfar and Padmanabhan (2015), we demonstrated how television viewership data could predict presidential election outcomes in the United States. In this article, we examine predictive models using a snapshot of Nielsen's national data on television viewership. The study is conducted with high-dimensional low sample size (HDLSS) data, whereby we conduct a comparative analysis with and without feature reduction on the data from the 2012 elections. We find that simple "single-show models" often provided more insights and predictive accuracies than models from feature reduction...
March 2017: Big Data
https://www.readbyqxmd.com/read/28327465/anomalous-rashba-spin-orbit-interaction-in-electrically-controlled-topological-insulator-based-on-inn-gan-quantum-wells
#12
S P Lepkowski, Witold Bardyszewski
We study theoretically the topological phase transition and the Rashba spin-orbit interaction in electrically biased InN/GaN quantum wells. We show that that for properly chosen widths of quantum wells and barriers, one can effectively tune the system through the topological phase transition applying an external electric field perpendicular to the QW plane. We find that in InN/GaN quantum wells with the inverted band structure, when the conduction band s-type level is below the heavy hole and light hole p-type levels, the spin splitting of the subbands decreases with increasing the amplitude of the electric field in the quantum wells, which reveals the anomalous Rashba effect...
March 22, 2017: Journal of Physics. Condensed Matter: An Institute of Physics Journal
https://www.readbyqxmd.com/read/28327133/improved-knee-biomechanics-among-patients-reporting-a-good-outcome-in-knee-related-quality-of-life-one-year-after-total-knee-arthroplasty
#13
Josefine E Naili, Per Wretenberg, Viktor Lindgren, Maura D Iversen, Margareta Hedström, Eva W Broström
BACKGROUND: It is not well understood why one in five patients report poor outcomes following knee arthroplasty. This study evaluated changes in knee biomechanics, and perceived pain among patients reporting either a good or a poor outcome in knee-related quality of life after total knee arthroplasty. METHODS: Twenty-eight patients (mean age 66 (SD 7) years) were included in this prospective study. Within one month of knee arthroplasty and one year after surgery, patients underwent three-dimensional (3D) gait analysis, completed the Knee Injury and Osteoarthritis Outcome Score (KOOS), and rated perceived pain using a visual analogue scale...
March 21, 2017: BMC Musculoskeletal Disorders
https://www.readbyqxmd.com/read/28327091/knn-mdr-a-learning-approach-for-improving-interactions-mapping-performances-in-genome-wide-association-studies
#14
Sinan Abo Alchamlat, Frédéric Farnir
BACKGROUND: Finding epistatic interactions in large association studies like genome-wide association studies (GWAS) with the nowadays-available large volume of genomic data is a challenging and largely unsolved issue. Few previous studies could handle genome-wide data due to the intractable difficulties met in searching a combinatorial explosive search space and statistically evaluating epistatic interactions given a limited number of samples. Our work is a contribution to this field...
March 21, 2017: BMC Bioinformatics
https://www.readbyqxmd.com/read/28323642/a-bayesian-approach-for-three-dimensional-markerless-tumor-tracking-using-kv-imaging-during-lung-radiotherapy
#15
Chun-Chien Shieh, Vincent Caillet, Michelle Dunbar, Paul J Keall, Jeremy T Booth, Nicholas Hardcastle, Carol Haddad, Thomas Eade, Ilana Feain
The ability to monitor tumor motion without implanted markers can potentially enable broad access to more accurate and precise lung radiotherapy. A major challenge is that kilovoltage (kV) imaging based methods are rarely able to continuously track the tumor due to the inferior tumor visibility on 2D kV images. Another challenge is the estimation of 3D tumor position based on only 2D imaging information. The aim of this work is to address both challenges by proposing a Bayesian approach for markerless tumor tracking for the first time...
March 21, 2017: Physics in Medicine and Biology
https://www.readbyqxmd.com/read/28322863/deep-immune-profiling-by-mass-cytometry-links-human-t-and-nk-cell-differentiation-and-cytotoxic-molecule-expression-patterns
#16
Bertram Bengsch, Takuya Ohtani, Ramin Sedaghat Herati, Niels Bovenschen, Kyong-Mi Chang, E John Wherry
The elimination of infected or tumor cells by direct lysis is a key T and NK cell effector function. T and NK cells can kill target cells by coordinated secretion of cytotoxic granules containing one or both pore-forming proteins, perforin and granulysin and combinations of granzyme (Gzm) family effector proteases (in humans: Gzm A, B, K, M and H). Understanding the pattern of expression of cytotoxic molecules and the relationship to different states of T and NK cells may have direct relevance for immune responses in autoimmunity, infectious disease and cancer...
March 17, 2017: Journal of Immunological Methods
https://www.readbyqxmd.com/read/28320678/reinforced-robust-principal-component-pursuit
#17
Pratik Prabhanjan Brahma, Yiyuan She, Shijie Li, Jiade Li, Dapeng Wu
High-dimensional data present in the real world is often corrupted by noise and gross outliers. Principal component analysis (PCA) fails to learn the true low-dimensional subspace in such cases. This is the reason why robust versions of PCA, which put a penalty on arbitrarily large outlying entries, are preferred to perform dimension reduction. In this paper, we argue that it is necessary to study the presence of outliers not only in the observed data matrix but also in the orthogonal complement subspace of the authentic principal subspace...
March 14, 2017: IEEE Transactions on Neural Networks and Learning Systems
https://www.readbyqxmd.com/read/28318226/ultrathin-bi1-xsbx-2se3-field-effect-transistor-with-large-on-off-ratio
#18
Yu-Hung Liu, Cheong-Wei Chong, Chun-Ming FanChiang, Jung-Chun-Andrew Huang, Hsieh-Cheng Han, Zhongjun Li, Huaili Qiu, Yi-Chang Li, Chuan-Pu Liu
Ultrathin three-dimensional topological insulator films are promising for use in field effect devices. (Bi1-xSbx)2Se3 ultrathin films were fabricated on SrTiO3 substrate, where large resistance changes of ∼25000% could be achieved using the back gate voltage. We suggest that the large ON/OFF ratio was caused by the combined effect of Sb-doping and the reduction of film thickness down to the ultrathin regime. The crossover of different quantum transport under an electric field may form the basis for TI-based spin transistors with large ON/OFF ratios in the future...
March 20, 2017: ACS Applied Materials & Interfaces
https://www.readbyqxmd.com/read/28317374/flexible-and-thermostable-graphene-sic-nanowires-foam-composites-with-tunable-electromagnetic-wave-absorption-properties
#19
Meikang Han, Xiaowei Yin, Zexin Hou, Changqing Song, Xinliang Li, Litong Zhang, Laifei Cheng
Three-dimensional (3D) flexible foams consisting of reduced graphene oxides (rGO) and in-situ grown SiC nanowires (NWs) were prepared using freeze-drying and carbothermal reduction process. By means of incorporating SiC nanowires into rGO foams, both the thermostability and electromagnetic absorption of the composites were improved. It was demonstrated that rGO/SiC NWs foams were thermostable beyond ~630 °C (90% weight retention in air atmosphere). As expected, rGO/SiC NWs foams in the poly (dimethylsiloxane) matrix achieved effective absorption in the entire X-band (8...
March 20, 2017: ACS Applied Materials & Interfaces
https://www.readbyqxmd.com/read/28317158/left-ventricular-hypertrophy-or-storage-disease-the-incremental-value-of-speckle-tracking-strain-bull-s-eye
#20
REVIEW
Antonello D'Andrea, Juri Radmilovic, Piercarlo Ballo, Donato Mele, Eustachio Agricola, Matteo Cameli, Andrea Rossi, Roberta Esposito, Giuseppina Novo, Sergio Mondillo, Roberta Montisci, Sabina Gallina, Eduardo Bossone, Maurizio Galderisi
Left ventricular hypertrophy (LVH) develops in response to a variety of physical, genetic, and biochemical stimuli and represents the early stage of ventricular remodeling. In patients with LVH, subclinical left ventricular (LV) dysfunction despite normal ejection fraction (EF) may be present before the onset of symptoms, which portends a dismal prognosis. Strain measurement with two-dimensional speckle tracking echocardiography (STE) represents a highly reproducible and accurate alternative to LVEF determination...
March 19, 2017: Echocardiography
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