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Journal articles on the topic 'Self-Organising maps (SOMs)'

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1

García Estévez, Pablo, and Antonio Carballo. "Qualitative judgement in public credit ratings: A proposed supporting approach using Self-Organising Maps (SOMs)." Cuadernos de Economía 38, no. 108 (2015): 181–90. http://dx.doi.org/10.1016/j.cesjef.2015.07.003.

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Hudson, Irene L., Marie R. Keatley, and Shalem Y. Lee. "Using Self-Organising Maps (SOMs) to assess synchronies: an application to historical eucalypt flowering records." International Journal of Biometeorology 55, no. 6 (2011): 879–904. http://dx.doi.org/10.1007/s00484-011-0427-4.

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Wright, Angus H., Hendrik Hildebrandt, Jan Luca van den Busch, et al. "KiDS+VIKING-450: Improved cosmological parameter constraints from redshift calibration with self-organising maps." Astronomy & Astrophysics 640 (August 2020): L14. http://dx.doi.org/10.1051/0004-6361/202038389.

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We present updated cosmological constraints for the KiDS+VIKING-450 cosmic shear data set (KV450) estimated through redshift distributions and photometric samples defined using self-organising maps (SOMs). Our fiducial analysis finds marginal posterior constraints of S8 ≡ σ8 Ωm/0.3 = 0.716−0.038+0.043, which are smaller but otherwise consistent with previous works that have applied this data set (|ΔS8| = 0.023). We analysed additional samples and redshift distributions set up in three ways: (1) by excluding certain spectroscopic surveys during redshift calibration; (2) by excluding lower-confi
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Belatreche, Ammar, Liam Maguire, Martin McGinnity, Liam McDaid, and Arfan Ghani. "Computing with Biologically Inspired Neural Oscillators: Application to Colour Image Segmentation." Advances in Artificial Intelligence 2010 (May 12, 2010): 1–21. http://dx.doi.org/10.1155/2010/405073.

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This paper investigates the computing capabilities and potential applications of neural oscillators, a biologically inspired neural model, to grey scale and colour image segmentation, an important task in image understanding and object recognition. A proposed neural system that exploits the synergy between neural oscillators and Kohonen self-organising maps (SOMs) is presented. It consists of a two-dimensional grid of neural oscillators which are locally connected through excitatory connections and globally connected to a common inhibitor. Each neuron is mapped to a pixel of the input image an
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Suna, Teemu, Michael Hardey, Jouni Huhtinen, et al. "Self-Organising Map Approach to Individual Profiles: Age, Sex and Culture in Internet Dating." Sociological Research Online 11, no. 1 (2006): 114–29. http://dx.doi.org/10.5153/sro.1253.

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A marked feature of recent developments in the networked society has been the growth in the number of people making use of Internet dating services. These services involve the accumulation of large amounts of personal information which individuals utilise to find others and potentially arrange offline meetings. The consequent data represent a challenge to conventional analysis, for example, the service that provided the data used in this paper had approximately 5,000 users all of whom completed an extensive questionnaire resulting in some 300 parameters. This creates an opportunity to apply in
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Sarvestan, Javad, Zdeněk Svoboda, Fatemeh Alaei, and Franky Mulloy. "Analysis of Whole-Body Coordination Patterning in Successful and Faulty Spikes Using Self-Organising Map-Based Cluster Analysis: A Secondary Analysis." Sensors 21, no. 4 (2021): 1345. http://dx.doi.org/10.3390/s21041345.

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This study investigated the whole-body coordination patterning in successful and faulty spikes using self-organising map-based cluster analysis. Ten young, elite volleyball players (aged 15.5 ± 0.7 years) performed 60 volleyball spikes in a real-game environment. Adopting the cluster analysis, based on a self-organising map, whole-body coordination patterning was explored between successful and faulty spikes of individual players. The self-organising maps (SOMs) portrayed whole body, lower and upper limb coordination dissimilarities during the jump phase and the ball impact phases between the
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Cuss, Chad W., Mark W. Donner, Tommy Noernberg, Rick Pelletier, and William Shotyk. "EEM-PARAFAC-SOM for assessing variation in the quality of dissolved organic matter: simultaneous detection of differences by source and season." Environmental Chemistry 16, no. 5 (2019): 360. http://dx.doi.org/10.1071/en19016.

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Environmental contextDissolved organic matter (DOM) is a highly diverse mixture of interacting compounds, which plays a key role in environmental processes in aquatic systems. The quality and functionality of DOM are measured using fluorescence spectroscopy, but established data analysis assumes linear behaviour, limiting the effectiveness of characterisation. We apply self-organising maps to fluorescence composition to improve the assessment of DOM quality and behaviour by visualising the interdependent nature of its components. AbstractSelf-organising maps (SOMs) were used to sort the excita
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Brboric, Maja, Borivoj Stepanov, Jelena Radonic, and Maja Turk-Sekulic. "Danube sediment contamination with polychlorinated biphenyls: New interpretation of sediment quality assessment." Acta Periodica Technologica, no. 50 (2019): 43–50. http://dx.doi.org/10.2298/apt1950043b.

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Among the contaminants of greatest concern, it is still possible to detect in aquatic systems "old" classics such as polychlorinated biphenyls (PCBs). Since PCBs are detected in all environmental matrices and have been identified as harmful substances due to their toxicity, persistence, and bioaccumulation in humans and wildlife, they are still one of the important groups of POPs. For this reason, this original approach studies the toxicological influence of PCBs, quantified in sediment samples collected at ten sites along the river Danube, by an application of advanced classification and clus
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Hiedanpää, Juha, Joni Saijets, Pekka Jounela, Mikko Jokinen, and Simo Sarkki. "Beliefs in Conflict: The Management of Teno Atlantic Salmon in the Sámi Homeland in Finland." Environmental Management 66, no. 6 (2020): 1039–58. http://dx.doi.org/10.1007/s00267-020-01374-6.

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AbstractThe subarctic Teno River is one of the most significant spawning rivers for Atlantic salmon in Europe. In 2009, research indicated that the Teno salmon stock was in a weak state, and concern about the future of Atlantic salmon in the Teno River arose on both sides of the river, in Finland and Norway. In 2017, the governments ratified the new Teno fishing agreement (Teno Fishing Act 2017). The agreement aimed to reduce the fishing volume by 30%, and the new regulations concerned all users, including the indigenous Sámi, other locals, tourists, and fishing entrepreneurs. This triggered c
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Kühn, B., MH Taylor, and A. Kempf. "Using machine learning to link spatiotemporal information to biological processes in the ocean: a case study for North Sea cod recruitment." Marine Ecology Progress Series 664 (April 15, 2021): 1–22. http://dx.doi.org/10.3354/meps13689.

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Marine organisms are subject to environmental variability on various temporal and spatial scales, which affect processes related to growth and mortality of different life stages. Marine scientists are often faced with the challenge of identifying environmental variables that best explain these processes, which, given the complexity of the interactions, can be like searching for a needle in the proverbial haystack. Even after initial hypothesis-based variable selection, a large number of potential candidate variables can remain if different lagged and seasonal influences are considered. To tack
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Díaz-García, S., S. Díaz-Suárez, J. H. Knapen, and H. Salo. "Inner and outer rings are not strongly coupled with stellar bars." Astronomy & Astrophysics 625 (May 2019): A146. http://dx.doi.org/10.1051/0004-6361/201935455.

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Rings are distinctive features of many disc galaxies and their location and properties are closely related to the disc dynamics. In particular, rings are often associated to stellar bars, but the details of this connection are far from clear. We have studied the frequency and dimensions of inner and outer rings in the local Universe as a function of disc parameters and the amplitude of non-axisymmetries. We used the 1320 not highly inclined disc galaxies (i < 65°) from the S4G survey. The ring fraction increases with bar Fourier density amplitude: this can be interpreted as evidence for the
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Kohonen, T. "The Self-Organising Map, a Possible Model of Brain Maps." Perception 26, no. 1_suppl (1997): 204. http://dx.doi.org/10.1068/v970002.

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We stipulate that the following three categories of dynamic phenomena must be present in a realistic neural-network model: (i) activation; (ii) adaptation; (iii) plasticity control. In most neural models only activation and adaptation are present. The self-organising map (SOM) algorithm is the only neural-network model that includes all the three phenomena. Its modelling laws include the following partial functions: (1) Some parallel computing mechanism for the specification of a cell in a piece of cell mass whose parametric representation matches or responds best to the afferent input. This c
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Chan, Chon-Kit Kenneth, Arthur L. Hsu, Sen-Lin Tang, and Saman K. Halgamuge. "Using Growing Self-Organising Maps to Improve the Binning Process in Environmental Whole-Genome Shotgun Sequencing." Journal of Biomedicine and Biotechnology 2008 (2008): 1–10. http://dx.doi.org/10.1155/2008/513701.

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Metagenomic projects using whole-genome shotgun (WGS) sequencing produces many unassembled DNA sequences and small contigs. The step of clustering these sequences, based on biological and molecular features, is called binning. A reported strategy for binning that combines oligonucleotide frequency and self-organising maps (SOM) shows high potential. We improve this strategy by identifying suitable training features, implementing a better clustering algorithm, and defining quantitative measures for assessing results. We investigated the suitability of each of di-, tri-, tetra-, and pentanucleot
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van Gijsel, J. A. E., R. Zurita-Milla, P. Stammes, et al. "Using self organising maps to explore ozone profile validation results – SCIAMACHY limb compared to ground-based lidar observations." Atmospheric Measurement Techniques Discussions 7, no. 4 (2014): 4373–406. http://dx.doi.org/10.5194/amtd-7-4373-2014.

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Abstract. Traditional validation of atmospheric profiles is based on the intercomparison of two or more datasets in predefined ranges or classes of a given observational characteristic such as latitude or solar zenith angle. In this study we train a self organizing map (SOM) with a full time series of relative difference profiles of SCIAMACHY limb v5.02 and lidar ozone profiles from seven observation sites. Each individual observation characteristic is then mapped to the obtained SOM to investigate to which degree variation in this characteristic is explanatory for the variation seen in the SO
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van Gijsel, J. A. E., R. Zurita-Milla, P. Stammes, et al. "Using self-organising maps to explore ozone profile validation results – SCIAMACHY limb compared to ground-based lidar observations." Atmospheric Measurement Techniques 8, no. 5 (2015): 1951–63. http://dx.doi.org/10.5194/amt-8-1951-2015.

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Abstract. Traditional validation of atmospheric profiles is based on the intercomparison of two or more data sets in predefined ranges or classes of a given observational characteristic such as latitude or solar zenith angle. In this study we trained a self-organising map (SOM) with a full time series of relative difference profiles of SCIAMACHY limb v5.02 and lidar ozone profiles from seven observation sites. Each individual observation characteristic was then mapped to the obtained SOM to investigate to which degree variation in this characteristic is explanatory for the variation seen in th
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Rashkovan, Vladyslav, and Dmytro Pokidin. "Ukrainian Banks’ Business Models Clustering: Application of Kohonen Neural Networks." Visnyk of the National Bank of Ukraine, no. 238 (December 27, 2016): 13–38. http://dx.doi.org/10.26531/vnbu2016.238.013.

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This paper clusters and identifies six distinct bank business models using Kohonen Self-Organising Maps. We show how these models transform over the crisis and conclude that some of them are more prone to default. We also analyze the risk profiles of the bank business models and differentiate between safest (valid) and riskiest ones. Specifically, six risk types (Profitability, Credit, Liquidity, Concentration, Related parties lending, and Money Laundering) are used to build risk maps of each business model. The method appears to be an efficient default prediction tool, since a back-testing ex
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Kolesnikov, Andrei A. "Foreign Language Classes in a Pedagogical University: Topical Problems and Possible Solutions." Vestnik Tomskogo gosudarstvennogo universiteta, no. 462 (2021): 202–8. http://dx.doi.org/10.17223/15617793/462/24.

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The article discusses a new strategy of professionally-directed (didactic-oriented) foreign language teaching to students of a language pedagogical university (future teachers of a foreign language). The study analyses the components of the teacher’s methodological (linguodidactic) competence, revealing a number of problems concerning their formation in a pedagogical university, as well as showing the dependence of their development on the intensity of their actualisation in the Foreign Language Practice discipline. The article identifies several factors hindering the formation of the linguodi
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Hast, Anders, and Ekta Vast. "Word Recognition using Embedded Prototype Subspace Classifiers on a New Imbalanced Dataset." Journal of WSCG 22, no. 1-2 (2021): 39–47. http://dx.doi.org/10.24132/jwscg.2021.29.5.

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This paper presents an approach towards word recognition based on embedded prototype subspace classification.The purpose of this paper is three-fold. Firstly, a new dataset for word recognition is presented, which is extractedfrom the Esposalles database consisting of the Barcelona cathedral marriage records. Secondly, different clusteringtechniques are evaluated for Embedded Prototype Subspace Classifiers. The dataset, containing 30 different classesof words is heavily imbalanced, and some word classes are very similar, which renders the classification task ratherchallenging. For ease of use,
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Xu, Zeng Bing, Jian Ping Xuan, Tie Lin Shi, Bo Wu, and You Min Hu. "A Novel Fault Diagnosis Method Using PCA and ART-Similarity Classifier Based on Yu’s Norm." Key Engineering Materials 413-414 (June 2009): 569–74. http://dx.doi.org/10.4028/www.scientific.net/kem.413-414.569.

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In this paper, a novel similarity classifier which synthesizes the adaptive resonance theory (ART) and the similarity classifier based on the Yu’s norm is proposed. The proposed ART-similarity classifier can not only carry out training without forgetting previously trained patterns but also be adaptive to changes in the environment. In order to test the proposed classifier, it is applied to the fault diagnosis of rolling element bearings. Before application to the fault diagnosis of bearings, considering computation burden principal component analysis (PCA) is proposed to reduce the number of
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Di Prinzio, M., A. Castellarin, and E. Toth. "Data-driven catchment classification: application to the pub problem." Hydrology and Earth System Sciences 15, no. 6 (2011): 1921–35. http://dx.doi.org/10.5194/hess-15-1921-2011.

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Abstract. A promising approach to catchment classification makes use of unsupervised neural networks (Self Organising Maps, SOM's), which organise input data through non-linear techniques depending on the intrinsic similarity of the data themselves. Our study considers ∼300 Italian catchments scattered nationwide, for which several descriptors of the streamflow regime and geomorphoclimatic characteristics are available. We compare a reference classification, identified by using indices of the streamflow regime as input to SOM, with four alternative classifications, which were identified on the
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Santana, José C. C., Poliana F. Almeida, Nykael Costa, et al. "Combination of Computational Techniques to Obtain High-Quality Gelatin-Base Gels from Chicken Feet." Polymers 13, no. 8 (2021): 1289. http://dx.doi.org/10.3390/polym13081289.

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With the increasing global population, it has become necessary to explore new alternative food sources to meet the increasing demand. However, these alternatives sources should not only be nutritive and suitable for large scale production at low cost, but also present good sensory characteristics. Therefore, this situation has influenced some industries to develop new food sources with competitive advantages, which require continuous innovation by generating and utilising new technologies and tools to create opportunities for new products, services, and industrial processes. Thus, this study a
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Di Prinzio, M., A. Castellarin, and E. Toth. "Data-driven catchment classification: application to the PUB problem." Hydrology and Earth System Sciences Discussions 8, no. 1 (2011): 391–427. http://dx.doi.org/10.5194/hessd-8-391-2011.

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Abstract. Objective criteria for catchment classification are identified by the scientific community among the key research topics for improving the interpretation and representation of the spatiotemporal variability of streamflow. A promising approach to catchment classification makes use of unsupervised neural networks (Self Organising Maps, SOM's), which organise input data through non-linear techniques depending on the intrinsic similarity of the data themselves. Our study considers ~300 Italian catchments scattered nationwide, for which several descriptors of the streamflow regime and geo
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Lois, Carla. "De las fronteras coloniales del imperio hispánico en América a los límites internacionales entre Estados latinoamericanos independientes: génesis de la imposibilidad de un mapa político de Sudamérica consensuado = From the colonial borders of the Hispanic Empire in America to the international borders between independent Latin American states: the genesis of the impossibility of a consensual political map of South America." REVISTA DE HISTORIOGRAFÍA (RevHisto) 30 (May 28, 2019): 207. http://dx.doi.org/10.20318/revhisto.2019.4749.

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Resumen: Los límites coloniales de América Latina habían sido definidos vagamente durante siglos: eran límites administrativos que organizaban la administración de un extenso territorio (para los cánones europeos), ocupado efectivamente de manera dispersa e irregular, con un archipiélago de enclaves urbanos conectados por el Camino Real.Desde las guerras de independencia (1800 - 1860), muchos territorios nacionales quedaron definidos, jurídicamente, a partir del principio del utis possidetis (la aceptación de antiguas unidades administrativas coloniales para los nuevos estados independientes)
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Camargo, Camila Moreno de. "Novas formas associativas na produção recente de moradia social no Brasil." Revista Brasileira de Estudos Urbanos e Regionais 15, no. 2 (2013): 77. http://dx.doi.org/10.22296/2317-1529.2013v15n2p77.

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O presente artigo aborda aspectos relacionados à produção habitacional da modalidade “Entidades” do programa Minha Casa, Minha Vida, a partir de observações de campo. Pretende-se elaborar uma chave de leitura que destaque, no contexto de atendimento do programa federal mencionado, as entidades organizadoras e os diferentes graus de vinculação e relação que estabelecem com os movimentos de luta por moradias nacionais, a sociedade e o próprio Estado. Tais questões vêm se construindo e nos mostram certa urgência de análise e pesquisas mais aprofundadas, no sentido de avançar na discussão acerca d
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Galea, Nicole, Fern Murphy, Joshua L. Gaschk, David S. Schoeman, and Christofer J. Clemente. "Quantifying finer-scale behaviours using self-organising maps (SOMs) to link accelerometery signatures with behavioural patterns in free-roaming terrestrial animals." Scientific Reports 11, no. 1 (2021). http://dx.doi.org/10.1038/s41598-021-92896-4.

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AbstractCollecting quantitative information on animal behaviours is difficult, especially from cryptic species or species that alter natural behaviours under observation. Using harness-mounted tri-axial accelerometers free-roaming domestic cats (Felis Catus) we developed a methodology that can precisely classify finer-scale behaviours. We further tested the effect of a prey–protector device designed to reduce prey capture. We aligned accelerometer traces collected at 50 Hz with video files (60 fps) and labelled 12 individual behaviours, then trained a supervised machine-learning algorithm usin
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Brock, Jonas, Martin Lange, Jamie A. Tratalos, et al. "Combining expert knowledge and machine-learning to classify herd types in livestock systems." Scientific Reports 11, no. 1 (2021). http://dx.doi.org/10.1038/s41598-021-82373-3.

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AbstractA detailed understanding of herd types is needed for animal disease control and surveillance activities, to inform epidemiological study design and interpretation, and to guide effective policy decision-making. In this paper, we present a new approach to classify herd types in livestock systems by combining expert knowledge and a machine-learning algorithm called self-organising-maps (SOMs). This approach is applied to the cattle sector in Ireland, where a detailed understanding of herd types can assist with on-going discussions on control and surveillance for endemic cattle diseases.
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Tsai, Chih-Fong, Ching-Tzu Tsai, Chia-Sheng Hung, and Po-Sen Hwang. "Data mining techniques for identifying students at risk of failing a computer proficiency test required for graduation." Australasian Journal of Educational Technology 27, no. 3 (2011). http://dx.doi.org/10.14742/ajet.956.

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<blockquote>Enabling undergraduate students to develop basic computing skills is an important issue in higher education. As a result, some universities have developed computer proficiency tests, which aim to assess students' computer literacy. Generally, students are required to pass such tests in order to prove that they have a certain level of computer literacy for successful graduation. This paper applies data mining techniques to make predictions about students who are going to take the computer proficiency test and fail. A national university in Taiwan is considered as the case stud
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Owen-Smith, T. M., R. B. Trumbull, K. Bauer, J. K. Keiding, and T. M. Will. "A neural network application to assess magma diversity in the Etendeka igneous province, Namibia." South African Journal of Geology, May 31, 2021. http://dx.doi.org/10.25131/sajg.124.0034.

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Abstract The geochemical discrimination of different magma types in Large Igneous Provinces is conventionally based on a few, pre-selected variables that are regarded to have petrological meaning. An alternative approach explored in this study is to apply the neural network technique of self-organising maps (SOM) to identify inherent groupings in data without knowledge or assumptions (unsupervised learning). The dataset used in this study comprises whole-rock analyses from extrusive (lava) and intrusive (dykes, sills) mafic suites in the Etendeka province, Namibia, taken from published sources
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Caldwell, Nick, and Sean Aylward Smith. "Machine." M/C Journal 2, no. 6 (1999). http://dx.doi.org/10.5204/mcj.1779.

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Briareos: If it's so quiet, then why do they need machines like that? I thought it was supposed to be peacetime. I'll tell you why-eighty per cent of the people here are artificial. Genetic engineering's out of control! -- Shirow, Appleseed 1.5: 37. Welcome to the 'machine' issue of M/C, appropriately mediated to you through the global network of machines sometimes known as the Internet. The question of the machine might seem a curious one for media and cultural studies scholars -- after all, commonsense tells us that whilst machines may let us practice culture or produce media, they are by de
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Crooks, Juliette. "Recreating Prometheus." M/C Journal 4, no. 4 (2001). http://dx.doi.org/10.5204/mcj.1926.

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Prometheus, chained to a rock, having his liver pecked out by a great bird only for the organ to grow back again each night so that the torture may be repeated afresh the next day must be the quintessential image of masculinity in crisis. This paper will consider Promethean myth and the issues it raises regarding 'creation' including: the role of creator, the relationship between creator and created, the usurping of maternal (creative) power by patriarchy and, not least, the offering of an experimental model in which masculine identity can be recreated. I argue that Promethean myth raises sign
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Lyons, Craig, Alexandra Crosby, and H. Morgan-Harris. "Going on a Field Trip: Critical Geographical Walking Tours and Tactical Media as Urban Praxis in Sydney, Australia." M/C Journal 21, no. 4 (2018). http://dx.doi.org/10.5204/mcj.1446.

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IntroductionThe walking tour is an enduring feature of cities. Fuelled by a desire to learn more about the hidden and unknown spaces of the city, the walking tour has moved beyond its historical role as tourist attraction to play a key role in the transformation of urban space through gentrification. Conversely, the walking tour has a counter-history as part of a critical urban praxis. This article reflects on historical examples, as well as our own experience of conducting Field Trip, a critical geographical walking tour through an industrial precinct in Marrickville, a suburb of Sydney that
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Pace, John, and Jason A. Wilson. "(No) Logo Au-go-go." M/C Journal 6, no. 3 (2003). http://dx.doi.org/10.5204/mcj.2176.

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Naomi Klein’s global bestseller No Logo was published in paperback in the USA in December 2000; in the UK in January 2001. Few blockbuster publications can have been more sweetly timed. All around the world, spectacular public protests were occurring at major international forums: at the World Trade Organisation meeting in Seattle in 1999, at Melbourne’s World Economic Forum meeting in September 2000 and later that month at the International Monetary Fund meeting in Prague. In what was dubbed a ‘year of global protest’ in journals from the Providence Phoenix to the Socialist Review, Klein’s bo
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Farrell, Nathan. "From Activist to Entrepreneur: Peace One Day and the Changing Persona of the Social Campaigner." M/C Journal 17, no. 3 (2014). http://dx.doi.org/10.5204/mcj.801.

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This article analyses the public persona of Jeremy Gilley, a documentary filmmaker, peace campaigner, and the founder of the organisation Peace One Day (POD). It begins by outlining how Gilley’s persona is presented in a manner which resonates with established archetypes of social campaigners, and how this creates POD’s legitimacy among grassroots organisations. I then describe a distinct, but not inconsistent, facet of Gilley’s persona which speaks specifically to entrepreneurs. The article outlines how Gilley’s individuality works to simultaneously address these overlapping audiences and arg
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Holleran, Samuel. "Better in Pictures." M/C Journal 24, no. 4 (2021). http://dx.doi.org/10.5204/mcj.2810.

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While the term “visual literacy” has grown in popularity in the last 50 years, its meaning remains nebulous. It is described variously as: a vehicle for aesthetic appreciation, a means of defence against visual manipulation, a sorting mechanism for an increasingly data-saturated age, and a prerequisite to civic inclusion (Fransecky 23; Messaris 181; McTigue and Flowers 580). Scholars have written extensively about the first three subjects but there has been less research on how visual literacy frames civic life and how it might help the public as a tool to address disadvantage and assist in re
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Losh, Elizabeth. "Artificial Intelligence." M/C Journal 10, no. 5 (2007). http://dx.doi.org/10.5204/mcj.2710.

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 On the morning of Thursday, 4 May 2006, the United States House Permanent Select Committee on Intelligence held an open hearing entitled “Terrorist Use of the Internet.” The Intelligence committee meeting was scheduled to take place in Room 1302 of the Longworth Office Building, a Depression-era structure with a neoclassical façade. Because of a dysfunctional elevator, some of the congressional representatives were late to the meeting. During the testimony about the newest political applications for cutting-edge digital technology, the microphones periodically malfunctione
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