Application of Machine Learning And Neural Network Technology in Art Design
In: International journal of critical infrastructures: IJCIS, Band 21, Heft 6
ISSN: 1741-8038
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In: International journal of critical infrastructures: IJCIS, Band 21, Heft 6
ISSN: 1741-8038
While most undergraduate music theory classes are not overtly political, they often convey highly socialized convictions about musicality—that is, what counts as a "coherent," "well-formed," or "expressive" musical utterance—which can shape assessments of worth ascribed to individual composers, musical traditions, and ethnic and national identities. This essay advocates for an approach to music theory pedagogy that deliberately holds the inscribed socialized frameworks of musical structures up for critical examination. Through a lesson plan on the pentatonic scale in huangmei opera, I model several strategies for rendering the cultural commitments of familiar and unfamiliar musical structures palpable to students.
BASE
In: China International Strategy Review
Health aid is integral to both China's foreign aid and foreign policies. Over the last six decades, China's health aid has grown in both diversity and scale. As a result of ever fiercer jostling between great powers and the further globalization of healthcare in the twenty-first century, China now faces challenges that relate to increasing both the scope and influence of health aid, bringing it under unified management, ensuring a steady supply of medical workers, and efficiently spreading proven national experience. As a responsible great power, China has therefore made a series of new commitments and proposals regarding foreign health aid in the new era and establishing the long-awaited national international cooperation agency dedicated to the overarching policy-making and management of foreign aid. Nevertheless, further developing national strategies, legal frameworks, decision-making and management mechanisms, and a holistic model for aid while deepening engagement with international cooperation are also essential for China's future health aid reform.
SWP
In: Journal of marriage and family
ISSN: 1741-3737
AbstractObjectiveThis study investigates youth–status exchange in urban China, a country rooted in traditional gender roles and gendered mate selection preferences.BackgroundStatus exchange operates as a mechanism through which social boundaries are crossed in intermarriage. In contrast to the extensive research on marital exchanges involving ascribed traits and achieved characteristics, limited attention has been paid to youth–status exchange.MethodUsing data from the 2003 to 2021 Chinese General Survey, this study operationalizes the youth–status exchange as age–education exchange, employing log‐linear models to examine the exchange patterns and trends by controlling for marginal differences and confounding trends.ResultsThe findings reveal robust gender‐asymmetric youth–education exchange patterns in urban China from 1981 to 2021. Women show strong evidence of trading their youth for their spouse's education, whereas men exhibit resistance to the exchange. The strength of exchange between women's youth and men's education increased noticeably for the 2010–2021 marriage cohort. Additionally, men's delayed marriage intensifies the exchange between women's youth and men's education, consistent with men's preference for women with "fixed ideal age."ConclusionPersistent patriarchal ideals and traditional gender roles in urban China valorize women's youth while devaluing their achieved status, thereby promoting the exchange between women's youth and men's status. This exchange also serves as a mobility channel for young women to secure more advantageous marriages.
In: Political analysis: PA ; the official journal of the Society for Political Methodology and the Political Methodology Section of the American Political Science Association, Band 32, Heft 3, S. 379-383
ISSN: 1476-4989
AbstractA recent paper by Häffner et al. (2023, Political Analysis 31, 481–499) introduces an interpretable deep learning approach for domain-specific dictionary creation, where it is claimed that the dictionary-based approach outperforms finetuned language models in predictive accuracy while retaining interpretability. We show that the dictionary-based approach's reported superiority over large language models, BERT specifically, is due to the fact that most of the parameters in the language models are excluded from finetuning. In this letter, we first discuss the architecture of BERT models, then explain the limitations of finetuning only the top classification layer, and lastly we report results where finetuned language models outperform the newly proposed dictionary-based approach by 27% in terms of
$R^2$
and 46% in terms of mean squared error once we allow these parameters to learn during finetuning. Researchers interested in large language models, text classification, and text regression should find our results useful. Our code and data are publicly available.
In: Political analysis: PA ; the official journal of the Society for Political Methodology and the Political Methodology Section of the American Political Science Association, Band 31, Heft 4, S. 662-668
ISSN: 1476-4989
AbstractSupervised topic classification requires labeled data. This often becomes a bottleneck as high-quality labeled data are expensive to acquire. To overcome the data scarcity problem, scholars have recently proposed to use cross-domain topic classification to take advantage of preexisting labeled datasets. Cross-domain topic classification only requires limited annotation in the target domain to verify its cross-domain accuracy. In this letter, we propose supervised topic classification with pretrained language models as an alternative. We show that language models fine-tuned with 70% of the small annotated dataset in the target corpus could outperform models trained using large cross-domain datasets by 27% and that models fine-tuned with 10% of the annotated dataset could already outperform the cross-domain classifiers. Our models are competitive in terms of training time and inference time. Researchers interested in supervised learning with limited labeled data should find our results useful. Our code and data are publicly available.1
In: Monde chinois: nouvelle Asie ; revue trimestrielle, Band 68, Heft 1, S. 25-38
Cet article explore le parcours de deux discours coloniaux à la fin du XIX e et au début du XX e siècle en Chine : le discours colonial évolutionniste et étatique et le discours colonial développemental et commercial. Plus précisément, il s'intéresse à la façon dont Timothy Richard a mobilisé ces discours en lien avec le concept de Minben , l'une des idées fondamentales de la pensée politique chinoise, d'abord dans ses divers écrits sur l'Inde des années 1880 jusqu'à sa traduction chinoise du chapitre sur l'Inde du livre de Robert Mackenzie, The Nineteenth Century: A History publié en 1895. S'appuyant sur un corpus substantiel de traductions, de commentaires, de journaux personnels non publiés et d'un large éventail d'écrits bilingues de Timothy Richard, cet article soutient que sa pratique translinguistique n'a pas seulement créé une plate-forme pour que les discours coloniaux migrant entre différents systèmes de connaissances et de culture, mais a également fourni aux intellectuels chinois des concepts pour construire une compréhension hybride localisée des discours coloniaux. L'émergence et le déclin de ces discours éclairent la dynamique du savoir qiaoyi , en particulier en ce qui concerne la façon dont les intellectuels dans des conditions politiques défavorables ont manifesté un grand niveau d'autonomie et de flexibilité dans la réception et la réinterprétation des connaissances alimentées par un réseau culturel ayant reçu une nouvelle impulsion dans le contexte de l'impérialisme et de l'expansion coloniale.
In: Voprosy istorii: VI = Studies in history, Band 2022, Heft 7-2, S. 183-191
ISSN: 1938-2561
This paper takes the Zhejiang traditional garden museums as research object, elaborates their historical causes, generalizes the garden types and characteristics, analyzes the issues existing in the museumification process, explores the practical significance of development of Zhejiang traditional garden museums, proposes the protection and development strategies, and expects to provide reference and pathway for promoting the Zhejiang traditional garden museumification.
In: Political studies review, Band 21, Heft 2, S. 260-284
ISSN: 1478-9302
Despite the extensive theoretical connections between defense budget growth and inflation, empirical findings based on traditional time-domain methods have been inconclusive. This study reexamines the issue from a time–frequency perspective. Applying continuous wavelet analysis to the U.S. and Britain, it shows empirical evidence in support of positive bilateral effects in both cases. In the bivariate context, U.S. defense budget growth promoted inflation at 2- to 4-year cycles in the 1840s and at 8- to 24-year cycles between 1825 and 1940. Conversely, inflation accelerated defense spending growth at 5- to 7-year cycles in the 1830s and at 25- to 64-year cycles between 1825 and 1940. Similarly, British defense budget growth spurred inflation at 8- to 48-year cycles between 1890 and 1940 and at 50- to 65-year cycles between 1790 and 1860. Inflation fueled the growth of defense spending at 7- to 20-year cycles between 1840 and 1870, in the 1940s, and in the 1980s. Preliminary results from multivariate analyses are also supportive, though there is a need for further research that is contingent on advancements in the wavelet method in the direction of simulation-based significance tests.
In: International studies quarterly: the journal of the International Studies Association, Band 66, Heft 4
ISSN: 1468-2478
Existing international relations literature on the United Nations Security Council (UNSC) paints a picture where the United States proactively lobbies other UNSC members using carrots and sticks, whereas China is quiet, content with its veto power, and acts only to punish other members when its core interests are hurt. We add nuance to the picture and present a different perspective where China actively promotes its agenda among UNSC members. Using newly collected data from 2000 to 2020, we show that when Chinese leaders visit Africa, they are three times more likely to visit a sitting UNSC member country than a nonmember country. We obtain similar results when we replicate our models on the seminal work by Dreher et al. (2018).
World Affairs Online
SSRN
In: Security & defence quarterly, Band 35, Heft 3, S. 7-23
ISSN: 2544-994X
This study examines the effect of bargaining power on the allocation of U.S. military assistance. Conceptualising U.S. military assistance as an aid-for-policy deal, it applies a two-tiered stochastic frontier model to a data sample of the post-Cold War era. It shows that the bargaining effect accounts for a huge variation in U.S. military aid distribution. The volume of U.S. military assistance in equilibrium is lower than the baseline volume by 4% at the mean and by 6% at the median. The donor U.S. extracts a slightly larger portion of the transaction surplus at these central points. However, the game of surplus division is not always about equally strong hagglers as it may first appear. In fact, the quartile values show substantial variance in bargaining performance and, hence, an outcome of surplus division across transactions. The bargaining effect is highly significant in the allocation of U.S. military assistance in the post-Cold War era. The donor U.S enjoys a bargaining advantage at the mean and median, but rich variations are noticeable.
In: Israel affairs, Band 27, Heft 4, S. 664-674
ISSN: 1743-9086