Beyond Stemming and Lemmatization: Ultra-stemming to Improve Automatic Text Summarization

In Automatic Text Summarization, preprocessing is an important phase to reduce the space of textual representation. Classically, stemming and lemmatization have been widely used for normalizing words. However, even using normalization on large texts, the curse of dimensionality can disturb the performance of summarizers. This paper describes a new method for normalization of words to further reduce the space of representation. We propose to reduce each word to its initial letters, as a form of Ultra-stemming. The results show that Ultra-stemming not only preserve the content of summaries produced by this representation, but often the performances of the systems can be dramatically improved. Summaries on trilingual corpora were evaluated automatically with Fresa. Results confirm an increase in the performance, regardless of summarizer system used.Comment: 22 pages, 12 figures, 9 table

The Porter stemming algorithm: then and now

Purpose: In 1980, Porter presented a simple algorithm for stemming English language words. This paper summarises the main features of the algorithm, and highlights its role not just in modern information retrieval research, but also in a range of related subject domains. Design: Review of literature and research involving use of the Porter algorithm. Findings: The algorithm has been widely adopted and extended so that it has become the standard approach to word conflation for information retrieval in a wide range of languages. Value: The 1980 paper in Program by Porter describing his algorithm has been highly cited. This paper provides a context for the original paper as well as an overview of its subsequent use

Stemming the Global Trade in Falsified and Substandard Medicines

Drug safety and quality is an essential assumption of clinical medicine, but there is growing concern that this assumption is not always correct. Poor manufacturing and deliberate fraud occasionally compromises the drug supply in the United States, and the problem is far more common and serious in low- and middle-income countries with weak drug regulatory systems. An Institute of Medicine consensus committee report identified the causes and possible solutions to the problem of falsified and substandard drugs around the world. The vocabulary people use to discuss the problem is itself a concern. The word counterfeit is often used innocuously to describe any drug that is not what it seems, but some NGOs and emerging manufacturing nations object to this term. These groups see hostility to generic pharmaceuticals in a discussion of counterfeit medicines. These groups see hostility to generic pharmaceuticals in a discussion of counterfeit medicines. Precisely speaking, a counterfeit drug infringes on a registered trademark, and trademark infringement in not necessarily a problem of public health consequence. Instead of talking broadly about counterfeit drugs, the WHO and other stakeholders should consider two main categories of drug quality problems. Falsified medicines misrepresent the product’s identity or source or both. Substandard drugs fail to meet the national specifications given in an accepted pharmacopeia or the manufacturer’s dossier. In practice, there is often considerable overlap between categories. There is considerable uncertainty about the size of the falsified and substandard drug market. Improved pharmacovigilance, especially in developing countries, give a better picture of the scope of the problem. In the United States, tighter regulatory controls on the wholesale market and a mandatory drug tracking system would improve drug safety. In developing countries, development finance organizations should invest in small- and medium-sized pharmaceutical manufacturers, and governments should use tools such as franchising, accreditation, low-interest loans, and task shifting to encourage private sector investment in drug retail. Finally, the WHO should work with stakeholders such as the UNODC and the WCO to develop an international code of practice on falsified and substandard drugs

Stemming the flow: improving retention for distance learning students

Though concern about student attrition and failure is not a new phenomenon, higher education institutions (HEIs) have struggled to significantly reduce the revolving door syndrome. Open distance learning higher education is particularly susceptible to high student attrition. Despite a great deal of research into the student journey and factors impacting on likely success, we are not necessarily closer to understanding and being able to mitigate against student attrition. Learning analytics as emerging discipline and practice promises to help penetrate the fog… This case study describes work undertaken at the Open University in the UK to investigate how a learning analytics approach allows the University to provide timely and appropriate student support in a cost-effective manner. It includes a summary of the establishment of curriculum-based student support teams and a framework which defines more standardised student support informed by both student data and an enhanced knowledge of the curriculum. The primary aim of student support teams is to proactively support students through their study journey and to optimise their chances of reaching their declared study goals. Higher education institutions (HEIs) are making increasing use of learning analytics to support delivery of timely and relevant student support. The Open University in the UK, like other HEIs, knows a great deal about its students before they start to study and is able to track student behaviours once study has begun. Until recently, the university has not taken full advantage of the additional insight offered by such information. This paper describes the framework of support interventions established for all student support teams and describes the learning analytics approach used to support that framework

Stemming the Tide

Climate change has become one of the most significant and fastest growing threats to cultural heritage around the globe. Yet cultural heritage sites and collections also serve as invaluable sources of resilience for communities to address climate change. In March 2020, the Smithsonian American Art Museum and the Smithsonian’s National Collections Program convened the symposium “Stemming the Tide: Global Strategies for Sustaining Cultural Heritage through Climate Change” to empower cultural heritage authorities, managers, and advocates to pursue more ambitious engagement and collaborative approaches to climate change. Speakers explored six categories of cultural heritage identified by the International Council on Monuments and Sites (ICOMOS): Cultural Landscapes and Historic Urban Landscapes, Archaeological Sites, Built Heritage (Buildings and Structures), Cultural Communities, Intangible Cultural Heritage, and Museums and Collections.Publishe