99 research outputs found
MAT-CNN-SOPC: Motionless Analysis of Traffic Using Convolutional Neural Networks on System-On-a-Programmable-Chip
Intelligent Transportation Systems (ITS) have become an important pillar in modern 'smart city' framework which demands intelligent involvement of machines. Traffic load recognition can be categorized as an important and challenging issue for such systems. Recently, Convolutional Neural Network (CNN) models have drawn considerable amount of interest in many areas such as weather classification, human rights violation detection through images, due to its accurate prediction capabilities. This work tackles real-life traffic load recognition problem on System-On-a-Programmable-Chip (SOPC) platform and coin it as MAT-CNN-SOPC, which uses an intelligent retraining mechanism of the CNN with known environments. The proposed methodology is capable of enhancing the efficacy of the approach by 2.44x in comparison to the state-of-art and proven through experimental analysis. We have also introduced a mathematical equation, which is capable of quantifying the suitability of using different CNN models over the other for a particular application based implementation
Articulation as a Site of Discursive Struggle: Globalization and Nationalism in an Indian Media Debate
This article uses the theory of articulation to analyze the debate surrounding the decision by the Government of India to open up the Indian print media to foreign investment. The decision was preceded and followed by intense wrangling within the pages of the very newspapers that were to be affected by it, thus resulting in a contentious debate around the move. Using the theory of articulation to explore the mechanism of discursive power exercised by each side within the debate the paper argues that each side articulated the same four themes with culturally specific meanings to shape the government’s decision in their favor. This exploration seeks to emphasize the discursive dimension of globalization as a key site where power struggles are played out and consensus about policy choices is created
Google Earth and the nation state
This article analyzes the nature of sovereignty in a globalizing world and the role new media entities play within it. It studies a protracted engagement between Google and nation states on the ability of the newly launched software Google Earth to zoom in on classified locations. Reading this tussle as an engagement between an older form of sovereignty and a newer one, this article argues that new media entities such as Google represent a new modality of power, increasingly making inroads into the Westphalian nation-state system. This new mode of power operates by presenting itself as ‘centerless’ thus claiming to operate in the interests of the larger global good. Given their architecture as a ‘distributed network’ they are increasingly difficult to regulate, thus making their challenge hard to counter. Interrogating their claim of having no interests of their own, this article argues that digital networks continue to reify older hierarchies within the global order even as they claim to erase those very hierarchies. </jats:p
A river by any other name: Ganga/Ganges and the postcolonial politics of knowledge on Wikipedia
The historically established relationship between knowledge and power has enabled critical scholars across disciplines to interrogate the ways in which knowledge has served as the handmaiden of various forms of power. The ways in which that relationship operates in the digital realm however remains to be fully understood. This essay’s analysis of an edit war that occurred over the naming of the Wikipedia page on the Indian river Ganga, seeks to understand the operation of that relationship in the networked digital realm. Through analyzing the conflict and evaluating the different arguments proffered by the opposing sides in the debate, this essay attempts to uncover the contradictions within its desired goal of apolitical and neutral knowledge that Wikipedia is founded upon. The analysis shows that debates on Wikipedia are invariably imbued with pre-existing entrenched ideologies thus ensuring that persistence and numerical strength outweigh evidence and the merit of an argument as determining factors. This holds crucial lessons for the imaginations of a plural and globally representative web that was supposed to challenge the inequities of the offline world
The fatal snare of proximity: live television, new media and the witnessing of Mumbai attacks
This article explores the phenomenology of live television through analysing the media coverage of the traumatic event of the Mumbai attacks. Carried out over 3 days, the event garnered global attention as its lurid details were transmitted live into living rooms with television channels seeking to gain viewership by getting the closest shot of the action. The competition for eyeballs compromised the rescue operation as trapped hostages were asked to relay crucial details about their location to reporters through the use of new media technologies. This article uses the theory of witnessing to argue that live television’s relentless quest for absolute proximity remains an elusive endeavour in the age of new media technologies. In seeking to get as close as possible to the event, live television changes its very nature and becomes enmeshed in the unfolding of real- ity. In the case of Mumbai’s coverage, this erasure of the split between the viewer and the viewed had fatal consequences for the trapped hostages
Geometry of warped product lightlike submanifolds of indefinite nearly Kaehler manifolds
The algorithmic dance: YouTube’s Adpocalypse and the gatekeeping of cultural content on digital platforms
The March 2017 advertiser revolt on YouTube, popularly known as the adpocalypse, introduced widespread and radical changes on the platform’s policies related to the moderation of content, their ‘monetisability’ and the terms of the relationship between creators and the platform. These changes in turn have caused significant discontent within the creator community while also gradually transforming the predominant nature of content on the platform. This essay analyses this controversy that is yet to be subjected to a scholarly investigation, in order to probe the ways in which algorithmic moderation of content affects their monetisability and consequently the viewership patterns of culture. Through closely studying the new regime of content moderation and analysing user testimonies in the aftermath of the ‘Adpocalypse’, this essay poses critical questions about the public utility like role of digital platforms whose gatekeeping function remains largely outside the purview of public debate and deliberation
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