Relevant bibliographies by topics / Membership

Academic literature on the topic 'Membership'

Author: Grafiati
Published: 4 June 2021
Last updated: 29 July 2024

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Journal articles on the topic "Membership"

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Wilkinson, Bruce H. "On taxonomic membership." Paleobiology 37, no. 3 (2011): 519–36. http://dx.doi.org/10.1666/10024.1.

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Taxonomic membership frequencies exhibit distributions in which groups with few numbers of subtaxa are much more common in a clade than those with more subtaxa. Here, a “broken plate” model is developed to describe such taxonomic memberships; some higher taxonomic group (the plate) is randomly subdivided into intermediate taxonomic units (plate fragments), whose sizes are dependent on the number of taxonomic subunits that they each contain. Theoretical distributions of membership frequencies produced by this model yield a superior fit to data from both modern and fossil groups, as illustrated by classifications for primarily fossil brachiopods and entirely modern mammals. The nature of these distributions is consistent with the contention that Linnaean membership frequencies result from the random partitioning of taxonomic/morphologic space. Moreover, numbers of taxa contained within hierarchically equivalent groups are unrelated, as are membership numbers at taxonomically higher and lower levels of consideration. Agreement between observed taxonomic memberships and those anticipated from the random partitioning of diversity as described by the “broken plate” model bears directly on a number of fundamental questions including the significance of extreme polytypy and inferred causes of adaptive radiation within many taxonomic groups.
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Tanaka, Hidetoshi. "Multiclassification by Double-Negative Aggregation of SVM Membership." Journal of Advanced Computational Intelligence and Intelligent Informatics 9, no. 6 (November 20, 2005): 698–707. http://dx.doi.org/10.20965/jaciii.2005.p0698.

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Multiclassification problems are often binarized into pairwise classifications to use basic classification such as support vector machines (SVM). Instead of the widely used aggregation by fuzzy logical product, we propose simple double-negative aggregation, in which the membership functions use margin areas of SVM discrimination functions, and memberships of negative votes of the class are accumulated to produce the negative membership of the class. This provides results consistent with basic pairwise memberships, enumerates candidates when the total membership of multiple classes is nearly equal, and requires low computational cost in class reconfiguration.
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Wen, Tianhao, and Hong-Youl Ha. "Do Economic and Social Satisfaction Matter Equally in Sustainable Business? Hotel Membership Types and Sales Promotions." Sustainability 16, no. 7 (March 28, 2024): 2813. http://dx.doi.org/10.3390/su16072813.

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Customer responses to economic and social satisfaction are important in business-to-business transactions; however, these responses can vary when customer segments and sales promotions are combined. This study investigates the roles of two satisfaction types by demonstrating three-way interactions with two moderators: memberships and promotion levels. Using survey data on paid hotel memberships in Korea, this study focuses on the moderated moderation effects of hotel membership type and sales promotions. The authors find that sales promotions positively affect members’ behavioral intentions when they are economically or socially satisfied, regardless of the membership type. In particular, when social satisfaction is positive, the impact of sales promotions on paid membership renewal intentions increases dramatically regardless of the membership type. Meanwhile, lower-tiered members respond more positively to price discounts, increasing their paid membership renewal intentions. In contrast, premium members prefer coupons over price discounts. However, the slope of customer responses is steeper for social satisfaction than economic satisfaction, highlighting that the impact of sales promotions differs by membership type.
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James M. Takacs, chair, ACS Committee on Divisional Activiti. "Division memberships add value to your ACS membership." C&EN Global Enterprise 99, no. 16 (May 3, 2021): 33. http://dx.doi.org/10.1021/cen-09916-comment.

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Fershtman, Chaim, and Dotan Persitz. "Social Clubs and Social Networks." American Economic Journal: Microeconomics 13, no. 1 (February 1, 2021): 224–51. http://dx.doi.org/10.1257/mic.20180143.

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We present a strategic network formation model based on membership in clubs. Individuals choose affiliations. The set of all memberships induces a weighted network where two individuals are directly connected if they share a club. Two individuals may also be indirectly connected using multiple memberships of third parties. Individuals gain from their position in the induced network and pay membership fees. We study the club congestion model where the weight of a link decreases with the size of the smallest shared club. A trade-off emerges between the size of clubs, the depreciation of indirect connections, and the membership fee. (JEL D71, D85, Z13)
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Karin Olsson, Anna, and Martin Gellerstedt. "Doing good at a nonprofit tourist attraction." International Journal of Culture, Tourism and Hospitality Research 8, no. 1 (February 25, 2014): 74–91. http://dx.doi.org/10.1108/ijcthr-07-2012-0051.

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Purpose – The purpose of this paper is to contribute to the growing field of membership research by applying a relationship marketing perspective on members in tourism settings. Focus is on exploring why consumers are members (motivational dimensions) and how motivations are related to member behaviours (retention, participation and co-creation), and to member demographics (gender, age, distance between the member's home and the supported organization). Design/methodology/approach – A survey was conducted among members of a nonprofit tourist attraction (n=755). Classical chi-square tests, t-tests and multivariate analysis using logistic regression were used to analyze data and to test eight hypotheses on member demographics, member motivations and member behaviours. Findings – Findings show that among the three motivational dimensions, altruism, i.e. doing good for others, was the strongest motive, followed by self-interest, i.e. doing good for yourself, and then the social motive, i.e. doing good with others, which scored lowest. Furthermore, findings show that gender, age and distance were significantly related to member motivations and member behaviours. Member behaviours were significantly related to motivations. Research limitations/implications – This study was conducted at a single nonprofit tourist attraction. However, it provides insights into different motivational dimensions for why people pay to become members and what kind of member behaviour they demonstrate. This topic calls for further research to explore the complex membership phenomenon such as extending this study by identifying member motives and behaviour in other contexts. Practical implications – This explorative study of members of a nonprofit tourist attraction contributes insights into why consumers are members (motivational dimensions), how motivations are related to member behaviours in a membership relationship context, and how member demographics are related to motivations and behaviours. Findings have implications for membership managers and the development of memberships in terms of giving a deeper insight into members as consumers in order to develop memberships as strategic resources and hence use the full potential of memberships especially vital to non-profit organizations. Several aspects of memberships are discussed that may inspire the development of member offerings. The present study contributes to the developing field of membership research as it is a response to the calls for more empirical studies of members to develop an integrated understanding of motivations of memberships. Furthermore it contributes with research of co-creation in customer relationships linking the co-creation concept to research of members in tourism settings. Originality/value – This study contributes to the developing field of membership research and furthermore gives insights into consumer motivations and behaviours that may inspire development of innovative and competitive membership offerings building membership relationships in tourism settings.
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Hooker, Stephanie A., Jennalee S. Wooldridge, Kaile M. Ross, and Kevin S. Masters. "Do Monetary Incentives Increase Fitness Center Utilization? It Depends." American Journal of Health Promotion 32, no. 3 (February 19, 2017): 606–12. http://dx.doi.org/10.1177/0890117116689321.

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Purpose: To examine the effects of an employer-based monetary incentive program on membership termination and usage at a fitness center. Design: Retrospective nested case–control study examining the relationship between participation in an incentive program, visits to the fitness center, and membership termination at 1 year. Setting: University-based fitness center. Participants: Members (N = 1122) of a university-based fitness center. Intervention: Members were offered either a US$25 incentive for each month they visited the fitness center at least 10 times or no incentive. Measures: Data were extracted from the membership database and included membership termination at 1 year (yes, no), length of membership (days), participation in the incentive program (yes, no), and visits to the fitness center per month. Analysis: Cox proportional hazards model. Results: Members in the incentive program visited the fitness center on average more times per month (5.3 vs 4.3; P < .0001) but were significantly more likely to terminate memberships at 1 year compared to members who did not receive the incentive (38% vs 31%; P = .013). After controlling for relevant covariates, members who received the incentive had a 24% greater hazard of terminating their memberships compared to members who did not receive the incentive (hazard ratio [HR] = 1.24; P = .041). After controlling for the number of visits per month, the incentive program was no longer significantly related to membership termination (HR = 1.21; P = .07). Conclusion: Being in a monetary incentive program to attend a fitness center may be initially associated with a greater fitness center utilization but may not be associated with a reduced risk of membership termination.
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Zaharako, Sarah Jo. "Membership Committee: Membership Profiles." Children & Libraries 21, no. 3 (2023). http://dx.doi.org/10.5860/cal.21.3.36.

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Damron, Aryssa. "Membership Committee: Membership Profiles." Children & Libraries 22, no. 1 (2024). http://dx.doi.org/10.5860/cal.22.1.38.

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James M. Takacs, chair, ACS Committee on Divisional... "Division memberships add value to your ACS membership." Chemical & Engineering News, April 30, 2021, 33. http://dx.doi.org/10.47287/cen-09916-comment.

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Dissertations / Theses on the topic "Membership"

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Einarsson, Torbjörn. "Membership and Organizational Governance." Doctoral thesis, Handelshögskolan i Stockholm, Institutionen för Företagande och Ledning, 2012. http://urn.kb.se/resolve?urn=urn:nbn:se:hhs:diva-1854.

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Membership-based organizations perform many functions in society. Federatively organized trade unions, sports organizations, religious congregations and other voluntary or nonprofit organizations are often large, multi-level associations. In addition to performing important services these organizations are ascribed a central role in society’s governance. They are expected to enhance the voice of the citizens and to function as schools of democracy. Based on a sample of membership organizations in Sweden – among them the Red Cross, the Social-Democratic Workers’ Party and the Swedish Football Federation – this study sets out to analyze the internal governance system in this type of organizations. Basic theoretical models of human behavior – including how and why individuals choose to get involved – and of governance of organizations are elaborated in order to adapt them to a reality which is more complex than has been previously understood. A model of factors which affect involvement in governance is presented and the analysis shows that a model of membership consisting of a bundle of dimensions is useful for creating new insight into members’ participation. The results suggest that participation is complex and depends on many factors. One interesting result is that a majority of the members place an emphasis on the formal possibilities for influence in the organization. Yet, only a minority of the members actually takes part in the formal governance system, although most members seem prepared to act if they would be disappointed enough. Torbjörn Einarsson has conducted his PhD work at the Stockholm School of Economics (SSE) and is today a researcher at Stockholm Center for Civil Society Studies at the SSE Institute for Research.

Diss. Stockholm : Handelshögskolan, 2012.

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Bland, James C. "From membership to fellowship." Theological Research Exchange Network (TREN) Access this title online, 1986. http://dx.doi.org/10.2986/tren.036-0016.

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Isaacson, William I. "Membership with meaning developing an active, supportive, concise membership in a new church /." Online full text .pdf document, available to Fuller patrons only, 1999. http://www.tren.com.

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Beaudry, Martin. "Membership testing in transformation monoids." Thesis, McGill University, 1987. http://digitool.Library.McGill.CA:80/R/?func=dbin-jump-full&object_id=75773.

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Given a finite set X of states, a finite set of transformations of X (generators), and another transformation f of X, we analyze the complexity of the membership problem, which consists in deciding whether f can be obtained by composition of the generators. This problem is studied for various classes (pseudovarieties) of monoids. It is shown that the complexity is NP-hard for monoids of threshold 2 or more, and NP-complete in commutative, J- and R-trivial monoids. For idempotent monoids (aperiodic of threshold one), the problem is NP-complete in the general case; subcases are analyzed, and a largest class of aperiodic monoids is identified for which the problem is in FL, as well as a largest class for which the problem is not NP-hard.
The problem which consists in characterizing an idempotent monoid is also addressed: given a set of transformations, it can be decided in NC$ sp2$ whether the monoid they generate is idempotent. Similar tests are given for three subclasses of idempotent monoids: R$ sb1$, L$ sb1$, and N$ sb3$; in all three cases, the complexity is NC$ sp1$.
A sequential upper bound is also given for each of the parallel complexities given above.
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Woodhead, David A. "Nonmonotonic inheritance of class membership." Thesis, University of Aberdeen, 1990. http://ethos.bl.uk/OrderDetails.do?uin=uk.bl.ethos.290251.

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This thesis describes a formal analysis of nonmonotonic inheritance. The need for such an understanding of inheritance has been apparent from the time that multiple inheritance and exceptions were mixed in the same representation with the result that the meaning of an inheritance network was no longer clear. Many attempts to deal with the problems associated with nonmonotonic multiple inheritance appeared in the literature but, probably due to the lack of clear semantics there was no general agreement on how many of the standard examples should be handled. This thesis attempts to resolve these problems by presenting a framework for a family of path based inheritance reasoners which allows the consequences of design decisions to be explored. Many of the major theorems are therefore proved without the need to make any commitment as to how conflicts between nonmonotonic chains of reasoning are to be resolved. In particular it is shown that consistent sets of conclusions, known as expansions, exist for a wide class of networks. When commitment is made to a method of choosing between conflicting arguments, particular inheritance systems are produced. The systems described in this thesis can be divided into three classes. The simplest of these, in which an arbitrary choice is made between conflicting arguments, is shown to be very closely related to default logic. The other classes each of which contain four systems, are the decoupled and coupled inheritance systems which use specificity as a guide to choosing between conflicting arguments. In a decoupled system the results relating to a particular node are not affected in any way by derived results concerning other nodes in the inheritance network, whereas in a coupled system decisions in the face of ambiguity are linked to produce expansions which are more intuitively acceptable as a consistent view of the world. A number of results concerning the relationship between these systems are given. In particular it is shown that the process of coupling will not affect the results which lie in the intersection of the expansions produced for a given network.
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Dimitrova, Daniela Gr. "The Bulgarian quest for NATO membership." Thesis, Monterey, Calif. : Springfield, Va. : Naval Postgraduate School ; Available from National Technical Information Service, 2001. http://handle.dtic.mil/100.2/ADA390071.

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Thesis (M.A. in National Security Affairs) Naval Postgraduate School, March 2001.
Thesis advisor(s): Abenheim, Donald. "March 2001." Includes bibliographical references (p. 68). Also Available online.
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Alleyne, Emma Kirsten Abiodun. "Gang membership : Behavioural, social psychological characteristics." Thesis, University of Kent, 2010. http://ethos.bl.uk/OrderDetails.do?uin=uk.bl.ethos.529413.

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Costi, Elliot Mark. "Constructive membership testing in classical groups." Thesis, Queen Mary, University of London, 2009. http://qmro.qmul.ac.uk/xmlui/handle/123456789/28509.

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Let G be a perfect classical group defined over a finite field F and generated by a set of standard generators X. Let E be the image of an absolutely irreducible representation of G by matrices over a field of the natural characteristic. Given the image of X in E, we present algorithms that write an arbitrary element of E as a straight-line programme in this image of X in E. The algorithms run in polynomial time.
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Ekici, Siddik. "Needs and Membership in Terrorist Organizations." Thesis, University of North Texas, 2009. https://digital.library.unt.edu/ark:/67531/metadc12070/.

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One key to reducing terrorism may be to understand why individuals join terror groups, and to find ways to meet their needs through alternatives to discourage membership in terrorist organizations. The study introduces the hierarchy of needs framework to capture all previous pieces of explanations on why individuals join terror groups under one big umbrella, in order to see the big picture. It does not do a meta-analysis, but rather tests the framework. This study is designed to find out what perceived needs commonly motivate individuals to join terror groups in general and specific terror groups in particular. The research uses Turkey's terrorism experience as a case study which is supported with data from real terrorist in Turkey. Findings of the descriptive analyses show that majority joined a terror group due to social and affiliative needs. The remaining analyses (bivariate, cross-tabulation and binary logistic regression) show that confitents who perceived esteem and recognition were more likely to become members of other/leftist terror groups, and that rightist terror group members in Turkey tend to have higher education. Education mainly affects a confitent's perception of two needs: social and affiliation and self-actualization. Other demographic variables (age group, region of birth, marital status) die not yield any significant relation with membership in terror groups.
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Ndione, Antoine Mbaye. "Approximate membership for words and trees." Thesis, Lille 1, 2014. http://www.theses.fr/2014LIL10020/document.

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L’objectif de cette thèse est d’obtenir des algorithmes sous linéaire permettant de répondre à des problèmes de décision dans les bases de données XML. Plus précisément, on s’inspire du property testing, pour décider approximativement si un arbre d’arité non bornée est valide par rapport à une DTD ; ou plus généralement si un tel arbre est reconnu par un automate d’arbre.Nous avons d’abord étudié le cas simple des mots, c’est-à-dire l’appartenance approchée d’un mot à un langage régulier défini par un automate non-déterministe. Sous la distance d’édition entres les mots, nous proposons un algorithme (ou tester) résolvant l’appartenance approchée en un temps polynomial : en la taille de l’automate aussi bien qu’en la précision (où le paramètre d’erreur). Nous avons aussi amélioré le précédent algorithme d’Alon, Krivelevich, Newman, et Szegedy, (2000) pour l’approximation de l’appartenance à un langage régulier modulo la distance de Hamming. Notre amélioration consiste à rendre cet algorithme polynomial en la taille de l’automate non-déterministe. Ensuite nous avons considéré l’appartenance approchée d’un arbre à un automate d’arbre sous la distance d’édition standard. Notre algorithme résout ce problème avec une complexité en temps exponentielle en la hauteur de l’arbre. Enfin nous avons considéré la validation approchée de DTD par rapport à la « strong edit distance » ; et nous obtenons dans ce cas un algorithme polynomial en la hauteur de l’arbre. Nous complétons nos résultats en prouvant une borne inférieure linéaire en la taille de l’arbre, pour la complexité de tout algorithme décidant l’appartenance approchée d’un arbre à une DTD, sous la strong edit distance
Inspired by property testing, our objective is to obtain sublinear algorithms for deciding properties of XML databases approximatively. More precisely, we investigate the properties of whether an unranked tree is valid for a DTD, or more generally, whether it is recognized by a tree automaton. We start our studies by the simpler case of words and we considered the approximate membership problem for word non-deterministic automata. For this problem, we provide an efficient tester that runs in polynomial time in the size of the input automata and the error precision. We also improve the previous [Alon, Krivelevich, Newman, and Szegedy, 2000b] approximate membership tester for regular languages modulo the Hamming distance, so that it runs in polynomial time in the size of the input automata. Secondly, we study approximate membership testing for tree automata modulo the standard edit distance, and obtain a tester with run time exponential in the input tree depth. Next we consider approximate DTD validity modulo the strong edit distance. We then provide a tester that depends polynomially on the height of the tree. Finally, modulo the strong edit distance, we prove a linear lower bound on the depth of the input tree
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Books on the topic "Membership"

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Association, Unitarian Universalist, ed. Membership. Boston, MA: Unitarian Universalist Association, 1986.

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Fellowship, United Methodist Rural. Membership directory. [Place of publication not identified]: United Methodist Rural Fellowship, 2000.

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Group, Aslib Computer. Membership directory. [London]: Aslib, Computer Group, 1986.

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Advertising, Institute of Practitioners in. Membership-companies. London: IPA, 1992.

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Transport, Chartered Institute of. Membership handbook. London: TheInstitute, 1996.

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Association, Directory Publishers. Membership book. 6th ed. London: DPA, 1993.

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Group, Aslib Economic and Business Information. Membership directory. London: published for AEBIG by Alan Armstrong, 1986.

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Society, Materials Research. Membership directory. Pittsburgh: Materials Research Society, 1985.

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Association, Directory and Database Publishers. Membership book. Withyham: Boundary Associates, 2001.

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Guild, Finnish-British Trade. Membership catalogue. Kouvola: Finn-Niche., 1994.

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Book chapters on the topic "Membership"

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Smith, David Horton, and Xinye Wu. "Membership and Membership Associations." In International Encyclopedia of Civil Society, 1–9. Cham: Springer International Publishing, 2020. http://dx.doi.org/10.1007/978-3-319-99675-2_562-1.

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Harrington, Alexandra R. "Membership and membership powers." In International Organizations and the Law, 30–37. New York, NY : Routledge, 2018.: Routledge, 2018. http://dx.doi.org/10.4324/9781351240147-3.

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Schmid, Evelyne, David B. Howard, A. Joseph Borrell, Anael Labigne, Muhammad Eeqbal Farouque Hassim, Andrea Schuessler, Olivier Chavaren, et al. "Membership and Membership Associations." In International Encyclopedia of Civil Society, 982–90. New York, NY: Springer US, 2010. http://dx.doi.org/10.1007/978-0-387-93996-4_562.

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Harrington, Alexandra R. "Membership and membership powers." In International Organizations and the Law, 31–38. 2nd ed. London: Routledge, 2023. http://dx.doi.org/10.4324/9781003385363-3.

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McNally, Derek. "Membership." In Transactions of the International Astronomical Union, 409–891. Dordrecht: Springer Netherlands, 1990. http://dx.doi.org/10.1007/978-94-009-0497-2_7.

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Bergeron, Jacqueline. "Membership." In Transactions of the International Astronomical Union, 399–936. Dordrecht: Springer Netherlands, 1992. http://dx.doi.org/10.1007/978-94-011-2820-9_7.

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Appenzeller, Immo. "Membership." In Transactions of the International Astronomical Union, Volume XXIIB, 239–929. Dordrecht: Springer Netherlands, 1996. http://dx.doi.org/10.1007/978-94-009-0163-6_7.

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Swings, Jean-Pierre. "Membership." In Transactions of the International Astronomical Union, 381–654. Dordrecht: Springer Netherlands, 1986. http://dx.doi.org/10.1007/978-94-009-4742-9_6.

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Saunders, Joseph F., and Aubrey E. Taylor. "Membership." In History of the American Physiological Society, 301–14. New York, NY: Springer New York, 1987. http://dx.doi.org/10.1007/978-1-4614-7576-7_9.

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McIntyre, W. David. "Membership." In A Guide to the Contemporary Commonwealth, 69–77. London: Palgrave Macmillan UK, 2001. http://dx.doi.org/10.1057/9781403900951_10.

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Conference papers on the topic "Membership"

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"IEEE Membership." In 2008 12th International IEEE Enterprise Distributed Object Computing Conference. IEEE, 2008. http://dx.doi.org/10.1109/edoc.2008.72.

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Li, Ninghui, Wahbeh Qardaji, Dong Su, Yi Wu, and Weining Yang. "Membership privacy." In the 2013 ACM SIGSAC conference. New York, New York, USA: ACM Press, 2013. http://dx.doi.org/10.1145/2508859.2516686.

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Khazan, Roger I. "Group membership." In the twenty-third annual ACM symposium. New York, New York, USA: ACM Press, 2004. http://dx.doi.org/10.1145/1011767.1011819.

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Park, Soeon. "A STUDY ON THE EFFECT OF BENEFITS AND SACRIFICES FACTORS OF E-COMMERCE PAID MEMBERSHIP ON THE PERCEIVED VALUE AND INTENTION TO CONTINUE USING E-COMMERCE." In MBP 2024 Tokyo International Conference on Management & Business Practices, 18-19 January. Global Research & Development Services, 2024. http://dx.doi.org/10.20319/icssh.2024.8391.

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In this study, we apply VAM to explore the benefits and sacrifice factors associated with paid membership in domestic e-commerce and investigate the impact on perceived value and users' intention to continue using e-commerce. Additionally, this study assesses whether the impact of these factors on perceived value varies by membership type. Perceived benefit factors for paid e-commerce members include differentiation, enjoyment, sharing, point benefit, discount benefit, content benefit, and delivery benefit. Perceived sacrifices include fee, complexity, and lost opportunity. In the case of Coupang Rocket Wow, discount benefit, delivery benefit, and opportunity loss have a significant impact on perceived value. In the case of Naver Plus membership, discount benefit, point benefit, and fee were found to have a significant impact on perceived value. The perceived value of Coupang Rocket Wow and Naver Plus membership has a positive effect on the intention to continue using Coupang and Naver. Additionally, it was found that there was a significant difference in the impact of opportunity loss on perceived value between Coupang Rocket Wow and Naver Plus Memberships.
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Zhang, Ziming, Yuting Chen, and Venkatesh Saligrama. "Group Membership Prediction." In 2015 IEEE International Conference on Computer Vision (ICCV). IEEE, 2015. http://dx.doi.org/10.1109/iccv.2015.446.

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PAN, XIAODONG, and YANG XU. "VAGUE MEMBERSHIP MEASURE." In Conference on Uncertainty Modelling in Knowledge Engineering and Decision Making (FLINS 2016). WORLD SCIENTIFIC, 2016. http://dx.doi.org/10.1142/9789813146976_0085.

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Nomeir, Mohamed, Sajani Vithana, and Sennur Ulukus. "Private Membership Aggregation." In MILCOM 2023 - 2023 IEEE Military Communications Conference (MILCOM). IEEE, 2023. http://dx.doi.org/10.1109/milcom58377.2023.10356221.

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Zarecki, Jonathan, and Shaul Markovitch. "Textual Membership Queries." In Twenty-Ninth International Joint Conference on Artificial Intelligence and Seventeenth Pacific Rim International Conference on Artificial Intelligence {IJCAI-PRICAI-20}. California: International Joint Conferences on Artificial Intelligence Organization, 2020. http://dx.doi.org/10.24963/ijcai.2020/369.

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Human labeling of data can be very time-consuming and expensive, yet, in many cases it is critical for the success of the learning process. In order to minimize human labeling efforts, we propose a novel active learning solution that does not rely on existing sources of unlabeled data. It uses a small amount of labeled data as the core set for the synthesis of useful membership queries (MQs) — unlabeled instances generated by an algorithm for human labeling. Our solution uses modification operators, functions that modify instances to some extent. We apply the operators on a small set of instances (core set), creating a set of new membership queries. Using this framework, we look at the instance space as a search space and apply search algorithms in order to generate new examples highly relevant to the learner. We implement this framework in the textual domain and test it on several text classification tasks and show improved classifier performance as more MQs are labeled and incorporated into the training set. To the best of our knowledge, this is the first work on membership queries in the textual domain.
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Shan, Hanhuai, Arindam Banerjee, and Nikunj C. Oza. "Discriminative Mixed-Membership Models." In 2009 Ninth IEEE International Conference on Data Mining (ICDM). IEEE, 2009. http://dx.doi.org/10.1109/icdm.2009.58.

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Gunnemann, Stephan, and Christos Faloutsos. "Mixed Membership Subspace Clustering." In 2013 IEEE International Conference on Data Mining (ICDM). IEEE, 2013. http://dx.doi.org/10.1109/icdm.2013.109.

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Reports on the topic "Membership"

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Berdila, Iulian. Romania's NATO Membership. Fort Belvoir, VA: Defense Technical Information Center, May 2005. http://dx.doi.org/10.21236/ada437456.

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Hazelton, Keith. Group and membership concepts. Internet2, July 2005. http://dx.doi.org/10.26869/ti.110.1.

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Chesterfield, J. Multicast Group Membership Discovery MIB. Edited by B. Haberman. RFC Editor, April 2009. http://dx.doi.org/10.17487/rfc5519.

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DeSimone, Jeffrey. Fraternity Membership & Frequent Drinking. Cambridge, MA: National Bureau of Economic Research, August 2010. http://dx.doi.org/10.3386/w16291.

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Heffernan, Ann P. Directory of associate membership 1986 :. Gaithersburg, MD: National Bureau of Standards, 1986. http://dx.doi.org/10.6028/nbs.ir.86-3374.

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Blanchflower, David, and Alex Bryson. Union Membership Peaks in Midlife. Cambridge, MA: National Bureau of Economic Research, August 2020. http://dx.doi.org/10.3386/w27692.

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DeSimone, Jeffrey. Fraternity Membership and Binge Drinking. Cambridge, MA: National Bureau of Economic Research, August 2006. http://dx.doi.org/10.3386/w12468.

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DeSimone, Jeffrey. Fraternity Membership and Drinking Behavior. Cambridge, MA: National Bureau of Economic Research, July 2007. http://dx.doi.org/10.3386/w13262.

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Ricciardi, Aleta M., and Kenneth P. Birman. Process of Membership in Asynchronous Environments. Fort Belvoir, VA: Defense Technical Information Center, February 1993. http://dx.doi.org/10.21236/ada264399.

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Hazelton, Keith. LDAP representations of membership in groups. Internet2, July 2005. http://dx.doi.org/10.26869/ti.111.1.

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