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Effective Authorship Attribution in Large Document CollectionsZhao, Ying, ying.zhao@rmit.edu.au January 2008 (has links)
Techniques that can effectively identify authors of texts are of great importance in scenarios such as detecting plagiarism, and identifying a source of information. A range of attribution approaches has been proposed in recent years, but none of these are particularly satisfactory; some of them are ad hoc and most have defects in terms of scalability, effectiveness, and computational cost. Good test collections are critical for evaluation of authorship attribution (AA) techniques. However, there are no standard benchmarks available in this area; it is almost always the case that researchers have their own test collections. Furthermore, collections that have been explored in AA are usually small, and thus whether the existing approaches are reliable or scalable is unclear. We develop several AA collections that are substantially larger than those in literature; machine learning methods are used to establish the value of using such corpora in AA. The results, also used as baseline results in this thesis, show that the developed text collections can be used as standard benchmarks, and are able to clearly distinguish between different approaches. One of the major contributions is that we propose use of the Kullback-Leibler divergence, a measure of how different two distributions are, to identify authors based on elements of writing style. The results show that our approach is at least as effective as, if not always better than, the best existing attribution methods-that is, support vector machines-for two-class AA, and is superior for multi-class AA. Moreover our proposed method has much lower computational cost and is cheaper to train. Style markers are the key elements of style analysis. We explore several approaches to tokenising documents to extract style markers, examining which marker type works the best. We also propose three systems that boost the AA performance by combining evidence from various marker types, motivated from the observation that there is no one type of marker that can satisfy all AA scenarios. To address the scalability of AA, we propose the novel task of authorship search (AS), inspired by document search and intended for large document collections. Our results show that AS is reasonably effective to find documents by a particular author, even within a collection consisting of half a million documents. Beyond search, we also propose the AS-based method to identify authorship. Our method is substantially more scalable than any method published in prior AA research, in terms of the collection size and the number of candidate authors; the discrimination is scaled up to several hundred authors.
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Reducing fabric consumption : by improving marker efficiencyWidanalage, Varuna Lasantha Kumara, Kizilirmak, Serkan January 2020 (has links)
Resource degradation is a significant problem in the world, which is directly related to the textile and fashion industry. Efficient use of the material has been identified as an essential aspect to be addressed seriously. It is a critical topic that has attracted the attention of people and companies in recent years and has become a fundamental issue of sustainability. This research study was based on UN sustainable development goals number 12 and 8, which focuses on resource efficiency. The research is designed in considering fabric consumption, which has a significant impact on the textile and clothing industry to contribute to a brighter future and a more sustainable life. The purpose of this study is to reduce the fabric consumption through improving marker efficiency. The research focuses on investigating the behaviour of marker efficiency concerning usable fabric widths, markers with different sizes and marker with style combinations to reduce fabric consumption. The improvements of the existing markers lead to reduce fabric wastage during the cutting process while improving resource efficiency in consumption and production. In this study, the explanatory sequential design of mixed research method is employed with carrying out experiments to collect and analyze quantitative data, explained and elaborated with qualitative findings through expert interviews to get insights into the quantitative findings in a deductive approach. The marker efficiency significantly varies according to the combination of sizes and style and usable fabric width. The improvements of the marker efficiency, reduce the fabric consumption per garment and increase resource efficiency while preventing waste generation. A saving of 1% of a material which consumed millions of tons per year, significantly affect on reducing resource depletion and environmental pollution. This study is limited to five usable fabric widths, four size marker combinations and two style combinations. Moreover, it is focused on material efficiency, and cost efficiency is not considered. There are possibilities for clothing manufactures’ to improve resource efficiency by improving marker efficiency while planning the demand, considering multi-size and multi-style markers. They can concern usable fabric widths, which provide higher marker efficiencies during material purchasing.
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Se och synas : En studie om att synliggöra förbättringsarbetenFjaestad, Anna January 2016 (has links)
Se och synas är ett examensarbete i informationsdesign med inriktning mot textdesign. Syftet med detta arbete är att synliggöra förbättringsarbeten på företag med lean-produktion. Examensarbetet ingår i ett större forskningsprojekt, Integrering av innovationsorienterat arbete i lean-produktionssystem, ett samarbete mellan forskare på Mälardalens högskola och olika fallföretag där Eskilstuna ElektronikPartner AB är en av dessa företag. Arbetet strävar efter att ta fram ett designförslag som ska få målgruppen att tänka på förbättringar genom att synliggöra förbättringsarbeten. Målet är att få målgruppen att se och synas, det vill säga se förbättringar och visa upp förbättringsarbeten genom att synas. Under inhämtningen av empirin från observationer, intervjuer och fokusgrupp visade det sig att målgruppen genomför många förbättringar som inte synliggörs och att de önskade mer företagsinformation. Inläsningen av teorier och litteratur kring kognitiv psykologi, stilmarkörer i text, riktlinjer för lättläst text och principer för layout och grafisk form gav mig kunskap om hur information kan utformas på digitala storbildsskärmar. Text och grafik måste vara tydligt utformade. Genom stilmarkörer i språket, lättskrivna texter och hierarkier i grafisk form görs informationen läslig och lätt att förstå. Utifrån empiri och teori har ett gestaltningsförslag tagits fram som synliggör förbättringsarbeten på företag med lean-produktion. Gestaltningen utgår från målgruppens åsikter och består av ett handlingsmönster där förbättringsarbetet synliggörs både muntligt och skriftligt. Gestaltningen består också av en fysisk artefakt där information kring förbättringsarbeten visas på digitala storbildsskärmar. / To see and be seen is a thesis in information design with emphasis on text design. The aim of this thesis is to visualiz improvement in companies with lean production. This thesis is a part of a reseach about embedding innovation-oriented work within lean-production systems. This reseach i based on cooperations between reseachers at Mälardalens högskola and different business cases. On of these business cases is Eskilstuna ElektronikPartner AB. This theses aims to develop a designproposal that will get the target group to consider improvements by visualizing improvements. The goal is to get the target group to see and be seen , that is to see improvement and demonstrate improvement by appearing. From the result of empirical data gathered from observations, interviews and focusgroups has shown that the target group implements many improvements that are not made visible and that they wanted more company information. The conclusion of theories about cognitive psychology, style markers in text, guidelines for readable text and principles of layout and graphic design, gave me knowledge of how information can be designed in digital large screens. Text and graphic design must be clear. Through style markers in text, easily written texts and hierarchies in graphical form, information can be made legible and easy to understand. Based on the empirical work and the theories a design proposal has been developed that visualiz improvements in companies with lean production. The design is based on the opinions of the target group and consists of a pattern of behavior where improvement efforts are made visible both orally and in writing. The design also consists of a physical artifact, where information about the improvement is shown on digital large screens. / Integrering av innovationsorienterat arbete i lean-produktionssystem
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Investigating the use of forensic stylistic and stylometric techniques in the analyses of authorship on a publicly accessible social networking site (Facebook)Michell, Colin Simon 2013 July 1900 (has links)
This research study examines the forensic application of a selection of stylistic and stylometric techniques in a simulated authorship attribution case involving texts on the social networking site, Facebook. Eight participants each submitted 2,000 words of self-authored text from their personal Facebook messages, and one of them submitted an extra 2,000 words to act as the ‘disputed text’. The texts were analysed in terms of the first 1,000 words received and then at the 2,000-word level to determine what effect text length has on the effectiveness of the chosen style markers (keywords, function words, most frequently occurring words, punctuation, use of digitally mediated communication features and spelling). It was found that despite accurately identifying the author of the disputed text at the 1,000-word level, the results were not entirely conclusive but at the 2,000-word level the results were more promising, with certain style markers being particularly effective. / Linguistics / MA (Linguistics)
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Investigating the use of forensic stylistic and stylometric techniques in the analyses of authorship on a publicly accessible social networking site (Facebook)Michell, Colin Simon 07 1900 (has links)
This research study examines the forensic application of a selection of stylistic and stylometric techniques in a simulated authorship attribution case involving texts on the social networking site, Facebook. Eight participants each submitted 2,000 words of self-authored text from their personal Facebook messages, and one of them submitted an extra 2,000 words to act as the ‘disputed text’. The texts were analysed in terms of the first 1,000 words received and then at the 2,000-word level to determine what effect text length has on the effectiveness of the chosen style markers (keywords, function words, most frequently occurring words, punctuation, use of digitally mediated communication features and spelling). It was found that despite accurately identifying the author of the disputed text at the 1,000-word level, the results were not entirely conclusive but at the 2,000-word level the results were more promising, with certain style markers being particularly effective. / Linguistics and Modern Languages / M.A. (Linguistics)
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