Multi-Radius Density Clustering Algorithm Based on Outlier Factor

2014 ◽  
Vol 472 ◽  
pp. 427-431
Author(s):  
Zong Lin Ye ◽  
Hui Cao ◽  
Li Xin Jia ◽  
Yan Bin Zhang ◽  
Gang Quan Si

This paper proposes a novel multi-radius density clustering algorithm based on outlier factor. The algorithm first calculates the density-similar-neighbor-based outlier factor (DSNOF) for each point in the dataset according to the relationship of the density of the point and its neighbors, and then treats the point whose DSNOF is smaller than 1 as a core point. Second, the core points are used for clustering by the similar process of the density based spatial clustering application with noise (DBSCAN) to get some sub-clusters. Third, the proposed algorithm merges the obtained sub-clusters into some clusters. Finally, the points whose DSNOF are larger than 1 are assigned into these clusters. Experiments are performed on some real datasets of the UCI Machine Learning Repository and the experiments results verify that the effectiveness of the proposed model is higher than the DBSCAN algorithm and k-means algorithm and would not be affected by the parameter greatly.

2016 ◽  
Vol 30 (24) ◽  
pp. 1650167 ◽  
Author(s):  
Lan Huang ◽  
Guishen Wang ◽  
Yan Wang ◽  
Wei Pang ◽  
Qin Ma

In this paper, we proposed a link density clustering (LDC) method for overlapping community detection based on density peaks. We firstly use an extended cosine link distance metric to reflect the relationship of links. Then we introduce a clustering algorithm with fast search for solving the link clustering (LC) problem by density peaks with box plot strategy to determine the cluster centers automatically. Finally, we acquire both the link communities and the node communities. Our algorithm is compared with other representative algorithms through substantial experiments on real-world networks. The experimental results show that our algorithm consistently outperforms other algorithms in terms of modularity and coverage.


Author(s):  
А.В. Мацук

В статье исследуются события бескоролевья 1733 г. в Речи Посполитой. Согласно «трактату Левенвольде» компромиссным кандидатом на избрание монархом Речи Посполитой был португальский инфант дон Мануэль, которого предложила Австрия. Россия больше склонялась к кандидатуре «пяста». Россия оказалась не подготовленной к началу бескоролевья. Бывшие российские союзники магнаты ВКЛ рассорились с российским послом Фридрихом Казимиром Левенвольде и перешли на сторону Франции. В конце февраля 1733 г. в ВКЛ направили Юрия Ливена, который от имени российской царицы предложил поддержку в получении короны Михаилу Вишневецкому и Павлу Сангушке. Принятое на конвокационном сейме решение об избрании королем «пяста» и католика показало популярность Станислава Лещинского. В результате вслед за Австрией Россия поддержала кандидатом на корону Фридриха Августа. Магнаты ВКЛ до последнего оставались конкурентами о короне. Оппозиция Лещинскому объединилась под лозунгом защиты «вольного выбора» и поэтому в ней остались кандидаты «пясты», которые не могли уступить друг другу, и согласились на компромисс – кандидатуру Фридриха Августа. Для противодействия возможному избранию Лещинского Россия создала в ВКЛ новоградскую конфедерацию. Ее организатором стал новоградский воевода Николай Фаустин Радзивилл. Эта конфедерация становится основой Генеральной Варшавской конфедерации, которая 5 октября 1733 г. избирает королем саксонского курфюрста. The article examines the events of the «kingless» year of 1733 in the Polish-Lithuanian Commonwealth. According to the Levenwolde Treaties the compromise candidate for the Commonwealth’s throne was the Portuguese Infante Don Manuel, who’s candidacy was proposed by Austria. Russia, in turn, leaned towards the «pyasta» candidate. The Russian Empire was clearly unprepared for the start of the kingless period. Russia’s former allies – magnates of the Grand Duchy of Lithuania – came into conflict with the Russian ambassador Frederick Kazimir Levenwolde and sided with France. In late February of 1733, Empress Anna Ioanovna of Russia sent Yuri Liven to the Grand Duchy of Lithuania, who offered official support in the struggle for the crown to Mikhail Vishnevetsky and Pavel Sangushka. The electoral decision made at the Sejm proved the popularity of the «pyast» and Catholic candidates, specifically – Stanislaus Leschinsky. In turn, Russia – following Austria – showed its support for the candidacy of Frederick August. The magnates of the Grand Duchy of Lithuania remained in opposition in the crown issue until the very last. Opposition to Leschinsky was united under the motto of «free choice». For that reason, it was comprised of «pyasta» candidates, who were in a deadlock with one another, and were now ready for the compromise candidacy of Frederick Augustus. In order to counter the possible election of Leschinsky, Russia created the Novograd Confederation in the Grand Duchy of Lithuania. It was organized by the Novograd Voevoda Faustin Radzivill. This confederation became the core of the General Warsaw Confederation that – on October 5th 1733 – elected the Saxon King to the throne of the Polish-Lithuanian Commonwealth.


Teknokultura ◽  
2020 ◽  
Vol 17 (1) ◽  
pp. 59-68 ◽  
Author(s):  
Josep Lobera

The emergence of inclusive populist parties disputes the social construction of the ‘people’ to the exclusive populism, recently generating new academic debates. Do the new radical left parties have a nationalist character? Are populism and nationalism two inseparable dimensions? Drawing on an original dataset in Spain, this article shows that Podemos’ supporters are significantly less nationalist, expressing more open attitudes towards cultural diversity and immigration, and lower levels of Spanishness than voters from other parties. Arguably, Podemos operates as an antagonistic political option to the traditional positions of the populist radical right (PRR), building an inclusive imagined community around a type of constitutional patriotism or republican populism. These findings contribute to the scholar debate on the relationship of nationalism and populism, bringing to discussion the core values of the supporters of a populist party as a complementary element to its categorization.


2012 ◽  
Vol 82 (20) ◽  
pp. 2062-2070 ◽  
Author(s):  
Li Li ◽  
Song Liu ◽  
Feng Ding ◽  
Tao Hua ◽  
Wai Man Au ◽  
...  

Conductive fabrics usually exhibit two types of electrical resistance: the length-related resistance and contact resistance. The length-related resistance increases with the applied extensile force, whereas the contact resistance decreases with the contact force. The resistance of conductive knitted fabrics could be modeled by the superposition of the length-related resistance and contact resistance. Three experiments were conducted to investigate the resistance of conductive yarns: two overlapped conduct yarns and conductive knitting stitches under unidirectional extensile forces, respectively; and the corresponding empirical equations were developed. The relationship of the resistance, tensile force, fabric length and width were established. The fitting curves with high coefficient of determinations (>0.94) and low standard errors (<0.18) given by the modeling equations were achieved. Therefore, the proposed model could be used to compute the resistance of the conductive knitting fabrics under unidirectional extension.


Author(s):  
Kjell Johan Sæbø

This article surveys and discusses the core points of contact between notions of information structure and notions of presupposition. Section 1 is devoted to the ‘weak’ presuppositional semantics for focus developed by Mats Rooth, describing its properties with regard to verification and accommodation and showing that it can successfully account for a wide range of phenomena. Section 2 examines the stronger thesis that focus–background structures give rise to existential presuppositions, and finds the counterarguments that have been raised to carry considerable weight. Section 3 looks into the relationship between Givenness and run-of-the-mill presuppositions, finding that this relationship is looser than might be expected, mainly because a presupposition may be in need of focus marking instead of givenness marking.


2019 ◽  
Vol 30 (4) ◽  
pp. 1399-1408 ◽  
Author(s):  
Bernard Hoekman ◽  
Douglas Nelson

Abstract How should we think about the winners and losers from globalization? What role can narrative analysis play in doing so? We argue that to be useful, identifying politically relevant narratives on the distributional effects of globalization, and the role played by trade agreements in fostering such effects, must have an empirical basis. Characterizing different narratives and inferring from each the implications for the (re-)design of international agreements without analysis whether the suggested policy reforms will help losers from globalization does not advance matters. Effectively employed, narrative analysis can extend our knowledge of the politics of trade and policy towards globalization more generally. To do so, it must have an analytical foundation, centre on the relationship of the narrative to the facts, ask which narrative is more persuasive based on empirical evidence and assess whether inferred policy implications will address the core issues of concern to those who employ the narrative.


2017 ◽  
Vol 17 (3) ◽  
pp. 298-316 ◽  
Author(s):  
Harrison P Frye

Untangling the relationship of law and liberty is among the core problems of political theory. One prominent position is that there is no freedom without law. This article challenges the argument that, because law is constitutive of freedom, there is no freedom without law. I suggest that, once properly understood, the argument that law is constitutive of freedom does not uniquely apply to law. It also applies to social norms. What law does for freedom, social norms can do too. Thus, I claim the question facing us is not the easy one of either law or social norms. Respecting this draws attention to the unique risks to our freedom introduced by both sets of norms.


1999 ◽  
Vol 26 (1) ◽  
pp. 11 ◽  
Author(s):  
ROBIN WHATLEY ◽  
RAYMOND ROBERTS

Fifty-nine samples from a 560cm gravity core of late Quaternary age (PS1003-2), collected at a depth of 2796m in the Weddell Sea, were examined for Ostracoda. The fauna was sparse but, from a total of 556 valves, the rather low diversity fauna of 19 species belonging to 11 genera and 3 families was identified. The study is principally concerned with species diversity, originations and extinctions, inter-relationships between species and the relationship of the fauna to different water masses. With respect to species diversity and origination/extinction patterns, two distinct phases are apparent: an initial diversification (originations only), followed by a phase of overall stable diversity (originations approximately matched by extinctions). The ostracod fauna is closely comparable to that described by authors as typical of North Atlantic Deep Water but is actually from the Antarctic Bottom Water (AABW). Two of the principal constituent species Henryhowella dasyderma (Brady) and H. asperrima (Ruess) seem to be mutually exclusive within the core. Changes in the fauna through the core seem to be related to climatic cycles.


2009 ◽  
Vol 5 (1) ◽  
pp. 563-569
Author(s):  
Liu Yanmei ◽  
Li Haihua ◽  
Tai Yulei ◽  
Chao Guoku ◽  
Zhao Yajuan

A new types of hyperbranched polyester was synthesized by the 2,2-bis(hydroxymethyl) propionic acid as an AB2-type monomer and glycerol as the core moiety. Molecular weights were confirmed by Gel Permeation Chromatography. Acid values were titrated by KOH. The hydroxy value was obtained by titration. Furthermore, we calculate logarithmic value of acid value, hydroxy value, and molecular weight, respectively, and the simulation model curves were obtained. Based on the simulation model curves, we establish the empirical equation of the relationship of molecular weight, acid value and hydroxy value.


2020 ◽  
Vol 70 (280) ◽  
pp. 443-463
Author(s):  
Daniele Bruno

Abstract This paper discusses the prospects of a comprehensive philosophical account of promising that relies centrally on the notion of trust. I lay out the core idea behind the Trust View, showing how it convincingly explains the normative contours and the unique value of our promissory practice. I then sketch three distinct options of how the Trust View can explain the normativity of promises. First, an effect based-view, second, a view drawing on a wider norm demanding respect to those whom one has invited to something, and finally, as a new suggestion, a Normative Interest View. This view holds that promising is a normative power that serves our interest in facilitating or enabling the relationship of trust between promisor and promisee. I argue that only those embracing the third view can fully account for the distinctive obligation that results from the giving of a valid promise in all cases.


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