Classification of Sentence Ranking Methods for Multi-Document Summarization

Author(s):  
Sean Sovine ◽  
Hyoil Han

Modern information technology allows text information to be produced and disseminated at a very rapid pace. This situation leads to the problem of information overload, in which users are faced with a very large body of text that is relevant to an information need and no efficient and effective way to locate within the body of text the specific information that is needed. In one example of such a scenario, a user might be given a collection of digital news articles relevant to a particular current event and may need to rapidly generate a summary of the essential information relevant to the event contained in those articles. In extractive MDS, the most fundamental task is to select a subset of the sentences in the input document set in order to form a summary of the document set. An essential component of this task is sentence ranking, in which sentences from the original document set are ranked in order of importance for inclusion in a summary. The purpose of this chapter is to give an analysis of the most successful methods for sentence ranking that have been employed in recent MDS work. To this end, the authors classify sentence ranking methods into six classes and present/discuss specific approaches within each class.

Author(s):  
Johan Roenby ◽  
Hassan Aref

The model of body–vortex interactions, where the fluid flow is planar, ideal and unbounded, and the vortex is a point vortex, is studied. The body may have a constant circulation around it. The governing equations for the general case of a freely moving body of arbitrary shape and mass density and an arbitrary number of point vortices are presented. The case of a body and a single vortex is then investigated numerically in detail. In this paper, the body is a homogeneous, elliptical cylinder. For large body–vortex separations, the system behaves much like a vortex pair regardless of body shape. The case of a circle is integrable. As the body is made slightly elliptic, a chaotic region grows from an unstable relative equilibrium of the circle-vortex case. The case of a cylindrical body of any shape moving in fluid otherwise at rest is also integrable. A second transition to chaos arises from the limit between rocking and tumbling motion of the body known in this case. In both instances, the chaos may be detected both in the body motion and in the vortex motion. The effect of increasing body mass at a fixed body shape is to damp the chaos.


2021 ◽  
Vol 20 (4) ◽  
pp. 50-64
Author(s):  
Bissan Audeh ◽  
Michel Beigbeder ◽  
Christine Largeron ◽  
Diana Ramírez-Cifuentes

Digital libraries have become an essential tool for researchers in all scientific domains. With almost unlimited storage capacities, current digital libraries hold a tremendous number of documents. Though some efforts have been made to facilitate access to documents relevant to a specific information need, such a task remains a real challenge for a new researcher. Indeed neophytes do not necessarily use appropriate keywords to express their information need and they might not be qualified enough to evaluate correctly the relevance of documents retrieved by the system. In this study, we suppose that to better meet the needs of neophytes, the information retrieval system in a digital library should take into consideration features other than content-based relevance. To test this hypothesis, we use machine learning methods and build new features from several metadata related to documents. More precisely, we propose to consider as features for machine learning: content-based scores, scores based on the citation graph and scores based on metadata extracted from external resources. As acquiring such features is not a trivial task, we analyze their usefulness and their capacity to detect relevant documents. Our analysis concludes that the use of these additional features improves the performance of the system for a neophyte. In fact, by adding the new features we find more documents suitable for neophytes within the results returned by the system than when using content-based features alone.


2021 ◽  
Vol 11 (5) ◽  
pp. 62
Author(s):  
Jialin Fan ◽  
Andrew P Smith

(1) Psychology must play an important role in the prevention and management of the COVID-19 pandemic. The aim of the present study was to examine associations between the perceptions of information overload and wellbeing in China during the initial phase of COVID-19. (2) Methods: The present research involved a cross-sectional online survey, which controlled for established predictors of wellbeing and the perception of general (not COVID-19-specific) information overload. The setting of the research was China, February 2020. A total of 1349 participants completed an online survey, and the results from 1240 members of the general public who stated that they were uninfected are reported here (55.6% female; 49.4% single; age distribution: 17–25 years: 26%; 26–30 years: 24.3%; 31–40 years: 23.9%; 41–50 years: 16.2%; 51 years+: 9.6%; the most frequent occupations were: 21.5% students; 19.5% teachers; 25.9% office workers; 10.8% managers, plus a few in a wide range of jobs). The outcomes were positive wellbeing (positive affect and life satisfaction) and negative wellbeing (stress, negative affect, anxiety and depression). (3) Results: Regressions were carried out, controlling for established predictors of wellbeing (psychological capital, general information overload, positive and negative coping). Spending time getting information about COVID-19 was associated with more positive wellbeing. In contrast, perceptions of COVID-19 information overload and feeling panic due to COVID-19 were associated with more negative wellbeing. (4) Conclusions: These results have implications for the communication of information about COVID-19 to the general public and form the basis for further research on the topic.


2021 ◽  
Vol ahead-of-print (ahead-of-print) ◽  
Author(s):  
Farnoush Bayatmakou ◽  
Azadeh Mohebi ◽  
Abbas Ahmadi

Purpose Query-based summarization approaches might not be able to provide summaries compatible with the user’s information need, as they mostly rely on a limited source of information, usually represented as a single query by the user. This issue becomes even more challenging when dealing with scientific documents, as they contain more specific subject-related terms, while the user may not be able to express his/her specific information need in a query with limited terms. This study aims to propose an interactive multi-document text summarization approach that generates an eligible summary that is more compatible with the user’s information need. This approach allows the user to interactively specify the composition of a multi-document summary. Design/methodology/approach This approach exploits the user’s opinion in two stages. The initial query is refined by user-selected keywords/keyphrases and complete sentences extracted from the set of retrieved documents. It is followed by a novel method for sentence expansion using the genetic algorithm, and ranking the final set of sentences using the maximal marginal relevance method. Basically, for implementation, the Web of Science data set in the artificial intelligence (AI) category is considered. Findings The proposed approach receives feedback from the user in terms of favorable keywords and sentences. The feedback eventually improves the summary as the end. To assess the performance of the proposed system, this paper has asked 45 users who were graduate students in the field of AI to fill out a questionnaire. The quality of the final summary has been also evaluated from the user’s perspective and information redundancy. It has been investigated that the proposed approach leads to higher degrees of user satisfaction compared to the ones with no or only one step of the interaction. Originality/value The interactive summarization approach goes beyond the initial user’s query, while it includes the user’s preferred keywords/keyphrases and sentences through a systematic interaction. With respect to these interactions, the system gives the user a more clear idea of the information he/she is looking for and consequently adjusting the final result to the ultimate information need. Such interaction allows the summarization system to achieve a comprehensive understanding of the user’s information needs while expanding context-based knowledge and guiding the user toward his/her information journey.


Author(s):  
Qiaozhu Mei ◽  
Dragomir Radev

This chapter is a basic introduction to text information retrieval. Information Retrieval (IR) refers to the activities of obtaining information resources (usually in the form of textual documents) from a much larger collection, which are relevant to an information need of the user (usually expressed as a query). Practical instances of an IR system include digital libraries and Web search engines. This chapter presents the typical architecture of an IR system, an overview of the methods corresponding to the design and the implementation of each major component of an information retrieval system, a discussion of evaluation methods for an IR system, and finally a summary of recent developments and research trends in the field of information retrieval.


2019 ◽  
Vol 41 (3) ◽  
Author(s):  
Nguyen Ngoc Chau

Bakernema enormese sp. n., collected from rhizosphere of forest wood trees in Muong Phang, Dien Bien Province (north Vietnam) is described and illustrated. The new species is characterized by large body size and stylet. In general, this new species is close to two existing species of the same genus, B. inaequale and B. dauniense by cuticle structure in transparent membranous projections which appear in lateral view as spine-like structures on each annulus. These structure arranged into several rows along the body. In morphology, the new species differs from B. inaequale and B. dauniense  by body and stylet length, i.e. 609–842 µm and 143.5–150 µm vs. 391–578 µm and 59–74 µm for B. inaequale and vs. 391–461 µm and 65–74 µm for B. dauniense. In addition, new species can be distinguished from B. inaequale by the longer membranous projection, 8–12 vs. 6–10 µm and vagina shape, curved vs. sigmoid. From B. dauniense, the new species differs by the much longer membranous projection, 8–12 vs. 1.4–2.2 µm and less number annules between vulva and tail end (RV), 3–4 vs. 7.8 annules. The presence of Criconema (Nothocriconemella) graminicola Loof, Wouts & Yeates, in Vietnam with morphometrics, illustrators and remarks given.


2020 ◽  
Author(s):  
Kiran Bharat Lokhande ◽  
Tanushree Banerjee ◽  
K. Venkateswara Swamy ◽  
Manisha Deshpande

<p>Even as clinical trials are underway for vaccines and therapeutics for Covid-19, establishment of modalities with a strong and complete foundation is still awaited and until then, the uncertainty remains associated. Thus, there is a requirement to research as many new and different types of approaches as possible to tackle the pandemic. In this report, <i>in silico</i> scientific findings are presented, which are indicative of the putative potential for the use of the LL-37 human anti-microbial peptide as a therapeutic or possibly even as a prophylactic against SARS-CoV-2. This indication is mainly based on the high structural similarity of LL-37 to the N-terminal helix of the receptor-binding domain of SARS-CoV-2, and the positive prediction of binding of LL-37 to the receptor-binding domain of SARS-CoV-2. Also, as Vitamin D is known to upregulate the expression of LL-37, the vitamin is a candidate preventive molecule. This report also provides the possible basis for why there is an inverse correlation between Vitamin D levels in the body and the severity of or susceptibility to Covid-19, as described in a large body of published literature. The path for development of LL-37 as a therapeutic could be of lesser duration, as LL-37 is native to the human body. With the scientific link put forth in this work, Vitamin D could be used at an effective, medically prescribed dose as a preventive measure. As Vitamin D is insoluble in water, it should be taken only in consultation with a medical practitioner to prevent adverse effects of its accumulation in the body. The information in this report would be valuable in bolstering the worldwide efforts to control the pandemic as early as possible.</p>


2006 ◽  
Vol 16 (03n04) ◽  
pp. 169-181 ◽  
Author(s):  
K. SERA ◽  
T. SASAKI ◽  
J. ITOH ◽  
Y. SAITOH

We developed and reported a standard-free method for beard (including mustache and whiskers) samples that enables us to quantitatively analyze powdered beard samples of extremely small quantity. In order to investigate intake of essential elements and also exposure to toxic elements, daily changes of elemental concentration in the body give us essential information. Firstly, we have measured dependence of elemental concentration in beard, mustache and whiskers on the collecting regions in the face. Then, daily changes of elemental concentration in the body, which reflect daily ingestion of foods and waters, have been estimated by means of quantitative analyses of beard samples. These beard samples were taken from three persons everyday over successive 7, 14 and 33 days, respectively. As a result, some elements show long-term changes and a few toxic elements such as arsenic and lead exhibit changes in a period of a few days. We have also measured daily changes of elemental concentration in urine and beard taken from the same person at the same time every half day over 10 days, and clear correlation of daily changes of the arsenic concentration between urine and beard samples was observed. It is found that the standard-free method is quite effective for beard samples of very small quantities, and that beard analyses are quite suited to studies on daily changes of elemental concentration in the human body in comparison with the other samples depending on the elements.


2017 ◽  
Vol 12 (1) ◽  
pp. 112 ◽  
Author(s):  
Melissa Goertzen

A Review of: Hobbs, K., & Klare, D. (2016). Are we there yet?: A longitudinal look at e-books through students’ eyes. Journal of Electronic Resources Librarianship, 28(1), 9-24. http://dx.doi.org/10.1080/1941126X.2016.1130451 Abstract Objective – To determine undergraduate students’ opinions of, use of, and facility with e-books. Design – A qualitative study that incorporated annual interview and usability sessions over a period of four years. The protocol was informed by interview techniques used in prior studies at Wesleyan University. To supplement the body of qualitative data, the 2014 Measuring Information Service Outcomes (MISO) survey was distributed; the researchers built five campus-specific e-book questions into the survey. Setting – A small university in the Northeastern United States of America. Subjects – 28 undergraduate students (7 per year) who attended summer session between the years of 2011-2014 recruited for interview and usability sessions; 700 full-time undergraduate students recruited for the 2014 MISO survey. Methods – The method was designed by a library consortium in the Northeastern United States of America. The study itself was conducted by two librarians based at the single university. To recruit students for interview and usability sessions, librarians sent invitations via email to a random list of students enrolled in the university’s summer sessions. Recruitment for the 2014 MISO survey was also conducted via email; the survey was sent to a stratified, random sample of undergraduate students in February 2014. Interview sessions were structured around five open-ended questions that examined students’ familiarity with e-books and whether the format supports academic work. These sessions were followed by the students’ evaluation of specific book titles available on MyiLibrary and ebrary, platforms accessible to all libraries in the CTW Consortium. Participants were asked to locate e-books on given topics, answer two research questions using preselected e-books, explain their research process using the above mentioned platforms, and comment on the overall usability experience. Instead of taking notes during interview and usability sessions, the researchers recorded interviews and captured screen activity. Following sessions, they watched recordings, took notes independently, and compared notes to ensure salient points were captured. Due to concerns that a small pool of interview and usability candidates might not capture the overall attitude of students towards e-books, the researchers distributed the 2014 MISO survey between the third and fourth interview years. Five additional campus-specific e-book questions were included. The final response rate was 33%. Main Results – The results of the interviews, usability studies, and MISO survey suggest that although students use print and electronic formats for complementary functions, 86% would still select print if they had to choose between the formats. Findings indicate that e-books promote discovery and convenient access to information, but print supports established and successful study habits, such as adding sticky notes to pages or creating annotations in margins. With that being said, most students do not attempt to locate one specific format over another. Rather, their two central concerns are that content is relevant to search terms and the full-text is readily available. Study findings also suggest that students approach content through the lens of a particular assignment. Regardless of format, they want to get in, locate specific information, and move on to the next source. Also, students want all sources – regardless of format – readily at hand and arranged in personal organization systems. PDF files were the preferred electronic format because they best support this research behaviour; content can be arranged in filing systems on personal devices or printed when necessary. Because of these research habits, digital rights management (DRM) restrictions created extreme frustration and were said to impede work. In some cases, students created workarounds for the purpose of accessing information in a usable form. This included visiting file sharing sites like Pirate Bay in order to locate DRM free content. Findings demonstrated a significant increase in student e-book use over the course of four years. However, this trend did not correspond to increased levels of sophistication in e-book use or facility with build-in functions on e-book platforms. The researchers discovered that students create workarounds instead of seeking out menu options that save time in the long run. This behaviour was consistent across the study group regardless of individual levels of experience working with e-books. Students commented that additional features slow down work rather than creating efficiency. For instance, when keyboard shortcuts used to copy and paste text did not function, students preferred to type out a passage rather than spend time searching for copy functions available on the e-book platform. Conclusion – Academic e-books continue to evolve in a fluid and dynamic environment. While the researchers saw improvements over the course of four years (e.g., fewer DRM restrictions) access barriers remain, such as required authentication to access platform content. They also identified areas where training sessions lead by librarians could demonstrate how e-books support student research and learning activities. The researchers also found that user experiences are local in nature and specific to campus cultures and expectations. They concluded that knowledge of local user communities should drive book format selection. Whenever possible, libraries should provide access to multiple formats to support a variety of learning needs and research behaviours.


2014 ◽  
Vol 21 (4) ◽  
pp. 388-395 ◽  
Author(s):  
Kristin Wesnes ◽  
Trond Riise ◽  
Ilaria Casetta ◽  
Jelena Drulovic ◽  
Enrico Granieri ◽  
...  

Background: Obesity may be a risk factor for developing multiple sclerosis (MS). Objective: We examined if body size influences the risk of MS in a population-based, case control study. Methods: A total of 953 cases and 1717 controls from Norway and 707 cases and 1333 controls from Italy reported their body size by choosing a silhouette 1 to 9 (largest) every fifth year from age 5 to 30 and at time of study. The body size-related MS risk was defined by odds ratios (ORs) in logistic regression analyses adjusting for age, smoking and outdoor activity. Results: In Norway a large body size (silhouettes 6–9) compared to silhouette 3 increased the risk of MS, especially at age 25 (OR 2.21; 95% CI 1.09–4.46 for men and OR 1.43; 95% CI 0.90–2.27 for women). When comparing silhouette 9 to 1, we found a significant dose-response from age 10 until age 30 peaking at age 25 (sex-adjusted OR 2.83; 95% CI 1.68–4.78). The association was present for at least 15 years prior to disease onset. No significant associations were found in Italy. Conclusions: Obesity from childhood until young adulthood is a likely risk factor for MS with a seemingly stronger effect in Norway than in Italy.


Sign in / Sign up

Export Citation Format

Share Document