Contextual text mining

With the dramatic growth of text information, there is an increasing need for powerful text mining systems that can automatically discover useful knowledge from text. Text is generally associated with all kinds of contextual information. Those contexts can be explicit, such as the time and the location where a blog article is written, and the author(s) of a biomedical publication, or implicit, such as the positive or negative sentiment that an author had when she wrote a product review; there may also be complex context such as the social network of the authors. Many applications require analysis of topic patterns over different contexts. For instance, analysis of search logs in the context of the user can reveal how we can improve the quality of a search engine by optimizing the search results according to particular users; analysis of customer reviews in the context of positive and negative sentiments can help the user summarize public opinions about a product; analysis of blogs or scientific publications in the context of a social network can facilitate discovery of more meaningful topical communities. Since context information significantly affects the choices of topics and language made by authors, in general, it is very important to incorporate it into analyzing and mining text data. In general, modeling the context in text, discovering contextual patterns of language units and topics from text, a general task which we refer to as Contextual Text Mining, has widespread applications in text mining. In this thesis, we provide a novel and systematic study of contextual text mining, which is a new paradigm of text mining treating context information as the ``first-class citizen.'' We formally define the problem of contextual text mining and its basic tasks, and propose a general framework for contextual text mining based on generative modeling of text. This conceptual framework provides general guidance on text mining problems with context information and can be instantiated into many real tasks, including the general problem of contextual topic analysis. We formally present a functional framework for contextual topic analysis, with a general contextual topic model and its various versions, which can effectively solve the text mining problems in a lot of real world applications. We further introduce general components of contextual topic analysis, by adding priors to contextual topic models to incorporate prior knowledge, regularizing contextual topic models with dependency structure of context, and postprocessing contextual patterns to extract refined patterns. The refinements on the general contextual topic model naturally lead to a variety of probabilistic models which incorporate different types of context and various assumptions and constraints. These special versions of the contextual topic model are proved effective in a variety of real applications involving topics and explicit contexts, implicit contexts, and complex contexts. We then introduce a postprocessing procedure for contextual patterns, by generating meaningful labels for multinomial context models. This method provides a general way to interpret text mining results for real users. By applying contextual text mining in the ``context'' of other text information management tasks, including ad hoc text retrieval and web search, we further prove the effectiveness of contextual text mining techniques in a quantitative way with large scale datasets. The framework of contextual text mining not only unifies many explorations of text analysis with context information, but also opens up many new possibilities for future research directions in text mining.

Nietzsche's orphans: music and the search for unity in revolutionary Russia, 1905-1921

At the dawn of the twentieth century, Imperial Russia was in the throes of immense social, political and cultural upheaval. The effects of rapid industrialization, rising capitalism and urbanization, as well as the trauma wrought by revolution and war, reverberated through all levels of society and every cultural sphere. In the aftermath of the 1905 revolution, amid a growing sense of panic over the chaos and divisions emerging in modern life, a portion of Russian educated society (obshchestvennost’) looked to the transformative and unifying power of music as a means of salvation from the personal, social and intellectual divisions of the contemporary world. Transcending professional divisions, these “orphans of Nietzsche” comprised a distinct aesthetic group within educated Russian society. While lacking a common political, religious or national outlook, these philosophers, poets, musicians and other educated members of the upper and middle strata were bound together by their shared image of music’s unifying power, itself built upon a synthesis of Russian and European ideas. They yearned for a “musical Orpheus,” a composer capable of restoring wholeness to society through his music. My dissertation is a study in what I call “musical metaphysics,” an examination of the creation, development, crisis and ultimate failure of this Orphic worldview. To begin, I examine the institutional foundations of musical life in late Imperial Russia, as well as the explosion of cultural life in the aftermath of the 1905 Revolution, a vibrant social context which nourished the formation of musical metaphysics. From here, I assess the intellectual basis upon which musical metaphysics rested: central concepts (music, life-transformation, theurgy, unity, genius, nation), as well as the philosophical heritage of Nietzsche and the Christian thinkers Vladimir Solov’ev, Aleksei Khomiakov, Ivan Kireevskii and Lev Tolstoi. Nietzsche’s orphans’ struggle to reconcile an amoral view of reality with a deeply felt sense of religious purpose gave rise to neo-Slavophile interpretations of history, in which the Russian nation (narod) was singled out as the savior of humanity from the materialism of modern life. This nationalizing tendency existed uneasily within the framework of the multi-ethnic empire. From broad social and cultural trends, I turn to detailed analysis of three of Moscow’s most admired contemporary composers, whose individual creative voices intersected with broader social concerns. The music of Aleksandr Scriabin (1871-1915) was associated with images of universal historical progress. Nikolai Medtner (1879-1951) embodied an “Imperial” worldview, in which musical style was imbued with an eternal significance which transcended the divisions of nation. The compositions of Sergei Rachmaninoff (1873-1943) were seen as the expression of a Russian “national” voice. Heightened nationalist sentiment and the impact of the Great War spelled the doom of this musical worldview. Music became an increasingly nationalized sphere within which earlier, Imperial definitions of belonging grew ever more problematic. As the Germanic heritage upon which their vision was partially based came under attack, Nietzsche’s orphans found themselves ever more divided and alienated from society as a whole. Music’s inability to physically transform the world ultimately came to symbolize the failure of Russia’s educated strata to effectively deal with the pressures of a modernizing society. In the aftermath of the 1917 revolutions, music was transformed from a symbol of active, unifying power into a space of memory, a means of commemorating, reinterpreting, and idealizing the lost world of Imperial Russia itself.

A "Greater Britain": colonial kin in fictions of settlement, 1850-1890

This dissertation traces the ways in which nineteenth-century fictional narratives of white settlement represent “family” as, on the one hand, an abstract theoretical model for a unified and relatively homogenous British settler empire and on the other, a fundamental challenge to ideas about imperial integrity and transnational Anglo-Saxon racial identification. I argue that representations of transoceanic white families in nineteenth-century fictions about Australian settler colonialism negotiate the tension between the bounded domesticity of an insular English nation and the kind of kinship that spans oceans and continents as a result of mass emigration from the British isles to the United States, Canada, New Zealand, and the Australian colonies. As such, these fictions construct productive analogies between the familial metaphors and affective language in the political discourse of “Greater Britain”—-a transoceanic imagined community of British settler colonies and their “mother country” united by race and language—-and ideas of family, gender, and domesticity as they operate within specific bourgeois families. Concerns over the disruption of transoceanic families bear testament to contradictions between the idea of a unified imperial identity (both British and Anglo-Saxon), the proliferation of fractured local identities (such as settlers’ English, Irish Catholic, and Australian nationalisms), and the conspicuous absence of indigenous families from narratives of settlement. I intervene at the intersection of postcolonial literary criticism and gender theory by examining the strategic deployments of heteronormative kinship metaphors and metonymies in the rhetorical consolidation of settler colonial space. Settler colonialism was distinct from the “civilizing” domination of subject peoples in South Asia in that it depended on the rhetorical construction of colonial territory as empty space or as land occupied by nearly extinct “primitive” races. This dissertation argues that political rhetoric, travel narratives, and fiction used the image of white female bourgeois reproductive power and sentimental attachment as a technology for settler colonial success, embodying this technology both in the benevolent figure of the metropolitan “mother country” (the paternalistic female counter to the material realities of patriarchal and violent settler colonial practices) and in fictional juxtapositions of happy white settler fecund families with the solitary self-extinguishing figure of the black aboriginal “savage.” Yet even in the narratives where the continuity and coherence of families across imperial space is questioned—-and “Greater Britain” itself—-domesticity and heteronormative familial relations effectively rewrite settler space as white, Anglo-Saxon and bourgeois, and the sentimentalism of troubled European families masks the presence and genocide of indigenous aboriginal peoples. I analyze a range of novels and political texts, canonical and non-canonical, metropolitan and colonial. My introductory first chapter examines the discourse on a “Greater Britain” in the travel narratives of J.A. Froude, Charles Wentworth Dilke, and Anthony Trollope and in the Oxbridge lectures of Herman Merivale and J.R. Seeley. These writers make arguments for an imperial economy of affect circulating between Britain and the settler colonies that reinforces political connections, and at times surpasses the limits of political possibility by relying on the language of sentiment and feeling to build a transoceanic “Greater British” community. Subsequent chapters show how metropolitan and colonial fiction writers, including Charles Dickens, Anthony Trollope, Marcus Clarke, Henry Kingsley, and Catherine Helen Spence, test the viability of this “Greater British” economy of affect by presenting transoceanic family connections and structures straining under the weight of forces including the vast distances between colonies and the “mother country,” settler violence, and the transportation system.