Interpretable Aspect-Aware Capsule Network for Peer Review Based Citation Count Prediction

Citation count prediction is an important task for estimating the future impact of research papers. Most of the existing works utilize the information extracted from the paper itself. In this article, we focus on how to utilize another kind of useful data signal (i.e., peer review text) to improve both the performance and interpretability of the prediction models. Specially, we propose a novel aspect-aware capsule network for citation count prediction based on review text. It contains two major capsule layers, namely the feature capsule layer and the aspect capsule layer, with two different routing approaches, respectively. Feature capsules encode the local semantics from review sentences as the input of aspect capsule layer, whereas aspect capsules aim to capture high-level semantic features that will be served as final representations for prediction. Besides the predictive capacity, we also enhance the model interpretability with two strategies. First, we use the topic distribution of the review text to guide the learning of aspect capsules so that each aspect capsule can represent a specific aspect in the review. Then, we use the learned aspect capsules to generate readable text for explaining the predicted citation count. Extensive experiments on two real-world datasets have demonstrated the effectiveness of the proposed model in both performance and interpretability.

Access to constitutional complaint procedures: A real chance?

In a recent decision, the European Court of Human Rights concluded that the constitutional complaint before the Hungarian Constitutional Court can be seen as an effective domestic remedy. This decision shows the growing role of constitutional complaint procedures even in the international system of human rights protection; therefore, it is worth examining how national laws ensure efficient access to such procedures. The current paper aims to analyse a specific aspect of this complex problem, namely, the question of legal aid in constitutional court proceedings – particularly constitutional complaints procedures – in Germany, Austria and Hungary. As a general staring point, it is intended to derive the need for legal aid from the national constitutions, followed by an analysis on the availability of legal aid schemes for constitutional complaint procedures and their conditions. The examination is based on the national legal provisions and case-law, as well as the relevant secondary literature. This comparative study can enable some conclusions to be drawn on the question of how constitutional complaints can become more efficient tools in the protection of fundamental rights for those in need, as well.

The Metaphysical Quality that gives a Visual Identity Mark its Sway.

Addressing a specific aspect of visual communication, the focus of this paper is to examine the connection between elemental nature-inspired archetypal symbols and contemporary Visual Identity Marks, for example the archetypal Solar Cross to the BP VIM, Helios, by establishing the existence of a contextual relevance and relationship. It furthermore analyses the fundamental influence of these archetypal symbols upon the viewer/user (internal and external audiences), no matter what level of sophistication the viewer’s/user’s society has achieved. To build an appreciation of the continuity and effectiveness of the use of elemental nature-inspired archetypal symbols within a contemporary context, areas of expertise not traditionally utilised within visual communication, such as sociology, archaeology, theology and folklore were engaged. While being defined as “a recurrent symbol or motif in literature, art or mythology” (Random House Dictionary, 2012), an archetypal symbol also possesses a metaphysical quality. This metaphysical quality enables the symbol to act as a galvanising and motivating force, which re-enforces individual and group identity, and ultimately transmit a sense of the sacred and the institutional within a mutable world. The archetypal (natural) symbol is the response of the psyche reflecting the ‘internal truth’. The VIM (cultural) symbol is a vehicle to maintain power for financial or political profits as well as sustain group coherency, and individual identity. Encoded within both a ‘natural’, and a ‘cultural’ symbol, is a deep spiritual quality tapping into a deeper symbolic language which evolved from humanity relating back to nature. Drawing upon notions of individual interpretation, the paper analyses the very idea of personal and/or subjective mental constructs related to visual identity marks.

Common Mistakes in Creating Sentences Consisting of a Subject and Predicate and in Translating them to Tamil: A Case Study of Undergraduates of the Department of Arabic Language of South Eastern University of Sri Lanka

Nominal sentence is a specific aspect of a language. It consists of a subject and predicate. The predicate reflects the subject. Second language learners of Arabic at the level university face difficulties in creating sentences consisting of a subject and predicate and in translating them into Tamil. At the same time, they have learned Arabic grammar in Sri Lankan Arabic Colleges with the 5 – 7 years and also Tamil is their native language. Thus, this research aims to identify the grammar errors when writing nominal sentences and to translate them to Tamil and to rely on the reasons for them. To this, the research uses descriptive analytical methodology through a quantitative approach. It uses a questionnaire for primary data among the undergraduates of the Department of Arabic Language, South Eastern University of Sri Lanka. At the same time, secondary data were gathered from researches, books, articles, website articles. The research finds that the undergraduate has the enough theoretical knowledge about the nominal sentence and they have no confuse to develop a nominal sentence. At the same time, in the practical part, they are neutral level in writing a nominal sentence, in finding the error from them a, and in translating them into Tamil. Hence, the practical part is difficult for the undergraduates than the theoretical part.

Seeing the World From Others’ Perspective: 14-Month-Olds Show Altercentric Modulation Effects by Others’ Beliefs

Humans have a propensity to readily adopt others’ perspective, which often influences their behavior even when it seemingly should not. This altercentric influence has been widely studied in adults, yet we lack an understanding of its ontogenetic origins. The current studies investigated whether 14-month-olds’ search in a box for potential objects is modulated by another person’s belief about the box’s content. We varied the person’s potential belief such that in her presence/absence an object was removed, added, or exchanged for another, leading to her true/false belief about the object’s presence (Experiment 1, n = 96); or transformed into another object, leading to her true/false belief about the object’s identity (i.e., the objects represented under a specific aspect, Experiment 2, n = 32). Infants searched longer if the other person believed that an object remained in the box, showing an altercentric influence early in development. These results suggest that infants spontaneously represent others’ beliefs involving multiple objects and raise the possibility that infants can appreciate that others encode the world under a unique aspect.

Archaeological settlement research for the late Middle Ages in Poland

Archaeological settlement research in Poland has to date not been conducted on a large scale. The remains of medieval villages have usually been excavated when rescue works were required by construction projects – usually along the routes of planned highways. Traces of farming have been discovered only by chance, and research on the distribution of land uses has mainly been carried out by geographers. In a few cases, survey excavations of rural settlements have been carried out in the vicinity of defensive structures being investigated. In cities, even long-term studies have basically been limited to researching only the densely built-up zone, the market square, and defensive walls. Neither agricultural land owned by townsfolk nor the zones outside the city proper that they used economically have been examined. The surface research resulting from the campaign Archeologiczne Zdjęcie Polski – AZP (Polish Archaeological Record) is of little use for the late Middle Ages, firstly because artefacts from that period were not collected at the beginning of the research, and also because of a specific aspect of cultivation (fertilisation), which saw a considerable carrying of movable cultural artefacts out from built-up areas. These weaknesses resulted from various factors. First of all, there was a lack of interest in such research among not only historical preservation services but also archaeologists themselves. However, the main factor was the significant financial outlays that such research requires. Currently, archaeology has many techniques at its disposal that allow large areas to be studied and that thus allow archaeological sites to be identified and preliminarily investigated. Aerial laser scanning and ground-based geophysical methods provide much valuable data and, above all, allow places requiring excavation to be accurately identified. Unfortunately, deeming such methods to sufficiently record sites can sometimes mean that they constitute the first and only archaeological survey of a site. Then there are problems of dating such sites and, of course, we do not acquire many of the movable cultural objects that research on medieval society demands.

Prototyping narrative representation system using a Kabuki dance and legendary story for the narration function of robots

This study focuses on two stories, Kyōganoko Musume Dōjōji and the legend of Dōjōji, which are deeply related to topics of love and sexuality. Kyōganoko Musume Dōjōji is a kabuki dance work that is an after-story of the legend of Dōjōji, but the performance comprises mainly dance; thus, the story is expressed only symbolically. Therefore, we attempt to develop a prototype system that associates the story of the legend of Dōjōji with the story of Kyōganoko Musume Dōjōji. Specifically, we focus on the positive and negative characteristics observed in the heroine, Shirabyoshi Hanako or Kiyohime and use them to associate the two stories. The proposed system aims to superimpose multiple stories based on a specific aspect of Kyōganoko Musume Dōjōji, the heroine’s “mind,” “action,” and “lyrics” sung or narrated on the stage.

Parental (STEM) Occupations, the Home Numeracy Environment, and Kindergarten Children’s Numerical Competencies

Children’s early numerical competencies are of great importance for later academic achievement. Young children gain these competencies in the context of the home numeracy environment (HNE). Additionally, child characteristics and families’ socioeconomic status (SES) are associated with children’s competencies. In this study, we investigated parents’ occupations (i.e., STEM or non-STEM occupation) as a specific aspect of the SES to understand whether parental occupations are associated with children’s numerical competencies and whether such an association may depend on the HNE. We analysed data from a sample of N = 190 children (Mage = 63.58 months; SD = 4.41) at two measurement points. Correlational analyses and crossed-lagged models were conducted to predict children’s numerical competencies by a global measure of the HNE and parental STEM vs. non-STEM occupations. We found significant associations between parents’ learned and current occupations and the HNE. Further, significant associations between parents’ learned occupations and children’s numerical competencies were observed. However, parents’ current occupations were not significantly associated with children’s numerical competencies. Consequently, more specific facets of the SES instead of a global measure seem to be associated with children’s numerical competencies. A greater focus on specific differences between family characteristics and their potential impact on children’s HNE and the development of their numerical competencies seems expedient.

METAMORPHOSIS OF CIVILIZATIONAL TRANSIT. EVOLUTIONAL MARATHON AND SOCIAL MENTALITY

The article is based on the report «Postmodernity as Postcoloniality: Metamorphosis of Civilizational Transit» at the 10th South-Russian Politological Convent in South Federal University 27-31.10.2020. Civilization is seen as a dynamic structure, and history as an evolutionary process, defined and manifested in the transformation of social mentality. The complexity of the current social environment and organisms living in it is a natural result of development. The transit experienced by the modern civilization to the postmodern order of multiple, loosely formalized sovereigns. Postcoloniality as a rapidly growing universal problem is regarded as a specific aspect of postmodernity.

An Eye for Detail: the Dallard years

It is often considered that the 1930s was a mundane period in the history of New Zealand prison architecture. This paper re-evaluates this conclusion by examining the specific aspect of prison interior architecture and the incremental changes that occurred to prison buildings during this period of New Zealand's prison history.