Personalizing gesture recognition using hierarchical bayesian neural networks

Building robust classifiers trained on data susceptible to group or subject-specific variations is a challenging pattern recognition problem. We develop hierarchical Bayesian neural networks to capture subject-specific variations and share statistical strength across subjects. Leveraging recent work on learning Bayesian neural networks, we build fast, scalable algorithms for inferring the posterior distribution over all network weights in the hierarchy. We also develop methods for adapting our model to new subjects when a small number of subject-specific personalization data is available. Finally, we investigate active learning algorithms for interactively labeling personalization data in resource-constrained scenarios. Focusing on the problem of gesture recognition where inter-subject variations are commonplace, we demonstrate the effectiveness of our proposed techniques. We test our framework on three widely used gesture recognition datasets, achieving personalization performance competitive with the state-of-the-art.http://openaccess.thecvf.com/content_cvpr_2017/html/Joshi_Personalizing_Gesture_Recognition_CVPR_2017_paper.htmlhttp://openaccess.thecvf.com/content_cvpr_2017/html/Joshi_Personalizing_Gesture_Recognition_CVPR_2017_paper.htmlhttp://openaccess.thecvf.com/content_cvpr_2017/html/Joshi_Personalizing_Gesture_Recognition_CVPR_2017_paper.htmlPublished versio

Thin-film Photovoltaics Under Extreme Wind Loading Due to Downbursts in the Washington D.C. Area

Extreme wind loading on buildings can be caused by a variety of different weather phenomenon, including straight-line wind-inducing events known as downbursts. With maximum wind gusts up to 168 mph, downbursts have the potential to cause significant damage to modern infrastructure, comparable to that of the more commonly-known tornado or hurricane. Among the many variables that affect the extent of damage to infrastructure from such events, the performance of a building is largely dependent on two factors - (a) the magnitude of the loads induced on a building, and (b) the strength of the building components resisting these loads. The goal of this research is to characterize the downburst-induced horizontal wind loads on a building façade of a given region, as well as the strength and behavior of a green building material used in the façade of buildings - known as thin-film building integrated photovoltaics (BIPVs). With downburst data collected from the Washington D.C.-Baltimore metropolitan area (WBMA), a failure probability model is derived for BIPVs specific to this region

The Troubadour, Issue 92 (January 9, 2009)

https://digitalcommons.stritch.edu/troubadour/1091/thumbnail.jp

Paleoproterozoic juvenile magmatism within the northeastern sector of the São Francisco paleocontinent: insights from the shoshonitic high Ba-Sr Montezuma granitoids

New, integrated petrographic, mineral chemistry, whole rock geochemical, zircon and titanite U?Pb geochronology, and zircon Hf isotopic data from the Montezuma granitoids, as well as new geochemical results for its host rocks represented by the Corrego Tingui Complex, provides new insights into the late- to post-collisional evolution of the northeastern S~ao Francisco paleocontinent. U?Pb zircon dates from the Montezuma granitoids spread along the Concordia between ca. 2.2 Ga to 1.8 Ga and comprise distinct groups. Group I have crystallization ages between ca. 2.15 Ga and 2.05 Ga and are interpreted as inherited grains. Group II zircon dates vary from 2.04 Ga to 1.9 Ga and corresponds to the crystallization of the Montezuma granitoids, which were constrained at ca. 2.03 Ga by the titanite U?Pb age. Inverse age zoning is common within the ca. 1.8 Ga Group III zircon ages, being related to fluid isotopic re-setting during the Espinhaco rifiting event. Zircon ?Hf(t) analysis show dominantly positive values for both Group I ( 4 to ?9) and II ( 3 to ?8) zircons and TDM2 model ages of 2.7?2.1 Ga and 2.5?1.95 Ga, respectively. Geochemically, the Montezuma granitoids are weakly peraluminous to metaluminous magnesian granitoids, enriched in LILES and LREE, with high to moderate Mg# and depleted in some of the HFSE. Their lithochemical signature, added to the juvenile signature of both inherited and crystallized zircons, allowed its classification as a shoshonitic high Ba?Sr granitoid related to a late- to post-collisional lithosphere delamination followed by asthenospheric upwelling. In this scenario, the partial melting of the lithospheric mantle interacted with the roots of an accreted juvenile intra-oceanic arc, being these hybrid magma interpreted as the source of the Montezuma granitoids. The Corrego Tingu? Complex host rocks are akin to a syn- to late-collisional volcanic arc granitoids originated from the partial melting of ancient crustal rocks. The results presented in this study have revealed the occurrence of juvenile rocks, probably related to an island arc environment, that are exotic in relation to the Paleo- to Neoarchean crust from the S~ao Francisco paleocontinent?s core

Polarization-dependent wideband metamaterial absorber for ultraviolet to near-infrared spectral range applications

The need for wideband metamaterial absorbers (WBMA) for applications other than sensing and filtering has demanded modifications to the conventional three-layer metal-insulator-metal (MIM) absorber configuration. This modification often results in complex geometries and an increased number of layers requiring complex lithographic processes for fabrication. Here, we show that a metamaterial absorber with rectangular geometry in the simple MIM configuration can provide wideband absorption covering the ultraviolet and near-infrared spectral range. Due to its asymmetric nature, the WBMA is sensitive to the polarization of the incident light and independent of the angle of incidence up to about 45° depending on the polarization of the incident light. The characteristics of the WBMA presented here may be useful for applications such as detectors for wide spectral band applications.publishedVersionPeer reviewe

Two-term silting and τ\tau-cluster morphism categories

We generalise $\tau$-cluster morphism categories to the setting of triangulated categories containing a silting object. The compatibility of silting reduction with support $\tau$-tilting reduction will be an essential ingredient when linking our definition to that of Buan--Marsh. We also define two-term presilting sequences in the bounded derived category in such a way that they correspond to signed $\tau$-exceptional sequences in the module category.Comment: 37 pages v2: Some updates throughout. Section 3 has been restructured, and some proofs have been simplifie