Multi-dimensional classification with super-classes

The multi-dimensional classification problem is a generalisation of the recently-popularised task of multi-label classification, where each data instance is associated with multiple class variables. There has been relatively little research carried out specific to multi-dimensional classification and, although one of the core goals is similar (modelling dependencies among classes), there are important differences; namely a higher number of possible classifications. In this paper we present method for multi-dimensional classification, drawing from the most relevant multi-label research, and combining it with important novel developments. Using a fast method to model the conditional dependence between class variables, we form super-class partitions and use them to build multi-dimensional learners, learning each super-class as an ordinary class, and thus explicitly modelling class dependencies. Additionally, we present a mechanism to deal with the many class values inherent to super-classes, and thus make learning efficient. To investigate the effectiveness of this approach we carry out an empirical evaluation on a range of multi-dimensional datasets, under different evaluation metrics, and in comparison with high-performing existing multi-dimensional approaches from the literature. Analysis of results shows that our approach offers important performance gains over competing methods, while also exhibiting tractable running time.

Experimental evidence of super-resolution better than lambda/105 with positive refraction

Super-resolution (SR) systems surpassing the Abbe diffraction limit have been theoretically and experimentally demonstrated using a number of different approaches and technologies: using materials with a negative refractive index, utilizing optical super-oscillation, using a resonant metalens, etc. However, recently it has been proved theoretically that in the Maxwell fish-eye lens (MFE), a device made of positive refractive index materials, the same phenomenon takes place. Moreover, using a simpler device equivalent to the MFE called the spherical geodesic waveguide (SGW), an SR of up to λ/3000 was simulated in COMSOL. Until now, only one piece of experimental evidence of SR with positive refraction has been reported (up to λ/5) for an MFE prototype working at microwave frequencies. Here, experimental results are presented for an SGW prototype showing an SR of up to λ/105. The SGW prototype consists of two concentric metallic spheres with an air space in between and two coaxial ports acting as an emitter and a receiver. The prototype has been analyzed in the range 1 GHz to 1.3 GHz.

La casa del super-héroe

El culto a los héroes es universal y tiene gran importancia psicológica. Los super-héroes de las películas actuales continúan representando al ser humano completo, una coincidentia oppositorum. Tienen un lado luminoso y otro lado oscuro. Sus casas representan el primero. La cuevas o los sótanos bajo sus casas, el segundo.

A novel method for measuring the dynamic fracture-initiation toughness under impulsive loadings

The design and development of a new method for performing fracture toughness tests under impulsive loadings using explosives is presented. The experimental set-up was complemented with pressure transducers and strain gauges in order to measure, respectively, the blast wave that reached the specimen and the loading history. Fracture toughness tests on a 7017-T73 aluminium alloy were carried out by using this device under impulsive loadings. Previous studies reported that such aluminium alloy had very little strain rate sensitivity, which made it an ideal candidate for comparison at different loading rates. The fracture-initiation toughness values of the 7017-T73 aluminium alloy obtained at impulsive loadings did not exhibit a significant variation from the cases studied at lower loading rates. Therefore, the method and device developed for measuring the dynamic fracture-initiation toughness under impulsive loadings was considered suitable for such a purpose

Questiôes super evangeliis totius âni [Texto impreso]

Por la tipografia parece ser un postincunable

Caietanus super libros de anima cu duplici textus traslatione [Texto impreso] : antiqua

Caracteres góticos

Scholia siue Adnotationes ad Repertorium Michaelis Molinis super foris et obseruantiis Regni Aragonum [Texto impreso]

Colofón en p. 779 y en la última p.

Tertia [-cuarta] pars scholiorum sive Adnotationum ad repertorium Michaelis Molini super foris et observantiis regni Arago [Texto impreso]

Contiene : quarta parts Scholiorum con portada fechada en 1592, pag. propia y colofón de 15

Cassiodorus super Psalmos [Texto impreso]

Impresor y segunda fecha tomados del colofón

Beati Gregorii Papae operum [Texto impreso] : Tomus secundus : Complectens aliquot Sacrae scripturae expositiones, tum homilias Super Ezechielem.

Copia digital: Biblioteca Valenciana, 2011

Apología libri de reditibus ecclesiasticis... Super c. ultimo XVI. q. I. Sermone primùm Hispano compositi, [et] ab eodem postea latinitate donati [Texto impreso] : adversus N. in nonnulis ei contradicentem

Contiene: Propvgnacvlvm apologiae libri de reditibvs ecclesiasticis Doct. Martini Azpilcveta ...

Liber Cathecuminorum [Texto impreso] : Iuxta ritum Sancte Romae ecclesie. cu3 multis aliis orationibus super morientes dicendis.

Il. xil

Sacra Rituum Congregatione Emo & Rmo Domino Card. Antonio ab Auria valentina beatificationis [et] canonizationis Ven. Servi Dei Joannis de Ribera Patriarchae Antiocheni & Archiepiscopi Valentini Nova positio super miraculis [Texto impreso]

Marca tip. en port.

Sacra Rituum Congregatione Emo & Rmo Domino Card. Antonio ab Auria Valentina Beatificationis [et] Canonizationis Ven. Servi Dei Joannis de Ribera ... [Texto impreso] Positio super miraculis

Marca tip. en port

Peritissimi viri F. Fran. Lecheti de Brixia ... in Io. Duns Scotum super primo senten. clarissima commentaria in geniosarum difficultatum perpulcre dilucidationes, apparentium prelibati Scoti contradictionum solutiones, demum opinionum multarum scotice dogmati obuiantium destructiones feliciter incipiunt [Texto impreso]

Pie de imprenta tomado de colofón