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Revelation of controversial fundraising practices by the Clinton‐Gore reelection campaign in 1996 and continuing controversy over proposed campaign finance reform legislation has brought this subject into public focus and discussion. This article provides an overview of key recent developments in campaign finance accompanied by coverage of literature and Web sites produced by scholars, government agencies, and participants in the ongoing debate over campaign finance and its role in the American political process.

Immigration has been a subject of intense historical and contemporary debate in US political life. Proponents of immigration cite the important contributions immigrants have made and continue to make to the USA’s national development and evolution. Advocates of more restrictive immigration policies stress concerns over the USA’s ability to support immigrant residents and whether newer immigrants threaten the US national identity and social cohesion. Proponents and opponents of current US immigration policy will use figures from the 2000 census to justify their respective arguments in upcoming debates on this subject. This article examines a variety of immigration literature resources such as scholarly books, government documents, and Websites and seeks to emphasize the subject’s complexities and contradictions along with US and transnational perspectives.

The USA and China have had a complex relationship since the 1949 establishment of the People’s Republic of China. This relationship has gone from hostility to guarded friendliness to increased tension at the beginning of the new millennium. Recent years have seen the emergence of literature stressing China’s potential emergence as a national security threat to the USA. This article will look at books, government documents, and Internet resources examining the current and possible future national security relationship between these two countries from 1995/1996 to the present. This literature presents US and international perspectives representing a variety of viewpoints on a subject that may have a major impact on international relations during the twenty‐first century.

The conclusion of the Cold War's U.S.‐Soviet superpower rivalry may have ended the threat of a global nuclear military confrontation involving these powers. It did not, however, result in the termination of international regional conflicts or of military threats to U.S. national security. The collapse of a world political and strategic system ostensibly polarized between two ideologically contrasting superpowers has resulted in the emergence of numerous threats to regional and global order.

The conclusion of the Cold War rivalry between the United States and former Soviet Union in the late 1980s and early 1990s created new areas of opportunity and concern for U.S. national security policy. No longer menaced by the threat of nuclear war from Soviet military might, the United States emerged from the Cold War as the world's preeminent military power. Successful developments such as this often produce elation in the pronouncements of U.S. officials as a recent Clinton administration declaration demonstrates:

Once a year a reference source is published in Surrey, England, that brings visitors such as the military attachés from the Chinese and former Soviet embassies in London to Surrey. The source these individuals and organizations are so eager to obtain is Jane's Fighting Ships (JFS), an annual naval compendium which has summarized international naval trends and developments for nearly a century.

In the fall of 1987, the first of three volumes of a scholarly research atlas—The Historical Atlas of Canada—was published to great acclaim. Describing the Atlas as “the most innovative, beautiful and successful single volume on the history of Canada, and indeed the most ambitious cartographic venture ever attempted in this country,” the Royal Canadian Geographic Society awarded gold medals to the volume's editor, R.C. Harris, and cartographer/designer, Geoffrey J. Matthews, as well as to the director of the whole Atlas project, W.G. Dean. The volume received many honors, including the Sir John A. Macdonald Prize for the best book of the year on Early Canada from the Canadian Historical Association and the George Perkins Marsh Award in Environmental History from the University of Utah. Reviewers described the volume in superlatives. American reviewers were equally generous in their praise. Petchenik (herself the editor of the Historical Atlas of Early American History) described the volume as “an amazing accomplishment” and commented that “Not only a country but a civilization has been enriched by this publication.” Konrad assessed the volume as “a unique statement unrivaled in its potential impact.” Shuman, a professor of library science, noted that “this atlas, when complete, should stand as a model to be emulated by all other nations, whenever possible.” Pye, writing in the [British] Geographical Journal stated that “it is difficult to imagine that it could be even remotely paralleled in the foreseeable future.” Volume III of the Atlas appeared in 1990 and again won plaudits. Reviewers obviously felt that the high standards set by the first volume had been maintained.

The increasing importance and proliferation of text data provide a unique opportunity and novel lens to study human communication across a myriad of business and marketing applications. For example, consumers compare and review products online, individuals interact with their voice assistants to search, shop, and express their needs, investors seek to extract signals from firms' press releases to improve their investment decisions, and firms analyze sales call transcripts to increase customer satisfaction and conversions. However, extracting meaningful information from unstructured text data is a nontrivial task. In this chapter, we review established natural language processing (NLP) methods for traditional tasks (e.g., LDA for topic modeling and lexicons for sentiment analysis and writing style extraction) and provide an outlook into the future of NLP in marketing, covering recent embedding-based approaches, pretrained language models, and transfer learning for novel tasks such as automated text generation and multi-modal representation learning. These emerging approaches allow the field to improve its ability to perform certain tasks that we have been using for more than a decade (e.g., text classification). But more importantly, they unlock entirely new types of tasks that bring about novel research opportunities (e.g., text summarization, and generative question answering). We conclude with a roadmap and research agenda for promising NLP applications in marketing and provide supplementary code examples to help interested scholars to explore opportunities related to NLP in marketing.

Semantic retrieval and discovery of datasets published as open data remains a challenging task. The datasets inherently originate in the globally distributed web jungle, lacking the luxury of centralized database administration, database schemes, shared attributes, vocabulary, structure and semantics. The existing dataset catalogs provide basic search functionality relying on keyword search in brief, incomplete or misleading textual metadata attached to the datasets. The search results are thus often insufficient. However, there exist many ways of improving the dataset discovery by employing content-based retrieval, machine learning tools, third-party (external) knowledge bases, countless feature extraction methods and description models and so forth.

In this paper, the authors propose a modular framework for rapid experimentation with methods for similarity-based dataset discovery. The framework consists of an extensible catalog of components prepared to form custom pipelines for dataset representation and discovery.

The study proposes several proof-of-concept pipelines including experimental evaluation, which showcase the usage of the framework.

To the best of authors’ knowledge, there is no similar formal framework for experimentation with various similarity methods in the context of dataset discovery. The framework has the ambition to establish a platform for reproducible and comparable research in the area of dataset discovery. The prototype implementation of the framework is available on GitHub.

This scoping review aims to survey literature that covers employability preparation and labor market outcomes for graduates from transnational higher education institutions.

This scoping literature review uses career ecosystems as a theoretical framework and the context-input-process-outcomes model as a conceptual framework.

This scoping review confirms a limited research base of approximately 50 sources that primarily use qualitative methods and socio-economic theories to center the student voice and focus on international branch campuses in the Middle East and Asia. Notably, there is a lack of focus on staff experiences regarding the process of preparing students for employment. The review also demonstrates the need for more research on career processes and outcomes in transnational higher education.

This scoping review is relevant to higher education institutions seeking to meet the challenges of preparing graduates for more than one national labor market. It has implications for universities' ability to attract students, develop relevant labor market preparation programming and understand whether the institution is addressing local employment needs. For researchers, it offers insight and impetus into the area of inquiry regarding transnational education, graduate labor market outcomes and employability.

Practical implications are drawn for students, parents, policymakers and transnational and non-transnational higher education institutions, as well as those who are engaged in providing international education and career advice.

This review offers insight into developing labor market-relevant TNE programming, which may be helpful both for host and home country transnational education stakeholders interested in impact.

This is one of the first reviews to systematically address literature about employability preparation and labor market outcomes for graduates from transnational higher education institutions; in using career ecosystems theory, this review offers a bridge between international higher education and career studies.