Speculative Data: Full Text, MLA 2016 #WeirdDH

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Below you’ll find the full text of my talk from the Weird DH panel organized by Mark Sample at the 2016 MLA conference in Austin Texas. Other speakers on the panel included Jeremy Justus, Micki Kaufman, and Kim Knight.

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Speculative Data: Post-Empirical Approaches to the “Datafication” of Affect and Activity

Shane Denson, Duke University

A common critique of the digital humanities questions the relevance (or propriety) of quantitative, data-based methods for the study of literature and culture; in its most extreme form, this type of criticism insinuates a complicity between DH and the neoliberal techno-culture that turns all human activity, if not all of life itself, into “big data” to be mined for profit. Now, it may sound from this description that I am simply setting up a strawman to knock down, so I should admit up front that I am not wholly unsympathetic to the critique of datafication. But I do want to complicate things a bit. Specifically, I want to draw on recent reconceptions of DH as “deformed humanities” – as an aesthetically and politically invested field of “deformance”-based practice – and describe some ways in which a decidedly “weird” DH can avail itself of data collection in order to interrogate and critique “datafication” itself.

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My focus is on work conducted in and around Duke University’s S-1: Speculative Sensation Lab, where literary scholars, media theorists, artists, and “makers” of all sorts collaborate on projects that blur the boundaries between art and digital scholarship. The S-1 Lab, co-directed by Mark Hansen and Mark Olson, experiments with biometric and environmental sensing technologies to expand our access to sensory experience beyond the five senses. Much of our work involves making “things to think with,” i.e. experimental “set-ups” designed to generate theoretical and aesthetic insight and to focus our mediated sensory apparatus on the conditions of mediation itself. Harnessing digital technologies for the work of media theory, this experimentation can rightly be classed, alongside such practices as “critical making,” in the broad space of the digital humanities. But due to their emphatically self-reflexive nature, these experiments challenge borders between theory and practice, scholarship and art, and must therefore be qualified, following Mark Sample, as decidedly “weird DH.”

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One such project, Manifest Data, uses a piece of “benevolent spyware” that collects and parses data about personal Internet usage in such a way as to produce 3D-printable sculptural objects, thus giving form to data and reclaiming its personal value from corporate cooptation. In a way that is both symbolic and material, this project counters the invisibility and “naturalness” of mechanisms by which companies like Google and Facebook expropriate value from the data we produce. Through a series of translations between the digital and the physical—through a multi-stage process of collecting, sculpting, resculpting, and manifesting data in virtual, physical, and augmented spaces—the project highlights the materiality of the interface between human and nonhuman agencies in an increasingly datafied field of activity. (If you’re interested in this project, which involves “data portraits” based on users’ online activity and even some weird data-driven garden gnomes designed to dispel the bad spirits of digital capital, you can read more about it in the latest issue of Hyperrhiz.)

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Another ongoing project, about which I will say more in a moment, uses data collected through (scientifically questionable) biofeedback devices to perform realtime collective transformations of audiovisual materials, opening theoretical notions of what Steven Shaviro calls “post-cinematic affect” to robustly material, media-archaeological, and aesthetic investigations.

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These and other projects, I contend, point the way towards a truly “weird DH” that is reflexive enough to suspect its own data-driven methods but not paralyzed into inactivity.

Weird DH and/as Digital Critical (Media) Studies:

So I’m trying to position these projects as a form of weird digital critical (media) studies, designed to enact and reflect (in increasingly self-reflexive ways) on the use of digital tools and processes for the interrogation of the material, cultural, and medial parameters of life in digital environments.

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Using digital techniques to reflect on the affordances and limitations of digital media and interfaces, these projects are close in spirit to new media art, but they are also apposite with practices and theories of “digital rhetoric,” as described by Doug Eyman, with Gregory Ulman’s “electracy,” or with Casey Boyle’s posthuman rhetoric of multistability, which celebrates the rhetorical affordances of digital glitches in exposing the affordances and limitations of computational media in the broader realm of an interagential relational field that includes both humans and nonhumans. In short, these projects enact what we might call, following Stanley Cavell, the “automatisms” of digital media – the generative affordances and limitations that are constantly produced, reproduced, and potentially transformed or “deformed” in creative engagements with media. Digital tools are used in such a way as to problematize their very instrumentality, hence moving towards a post-empirical or post-positivistic form of datafication as much as towards a post-instrumental digitality.

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Algorithmic Nickelodeon / Datafied Attention:

My key example is a project tentatively called the “algorithmic nickelodeon.” Here we use consumer-grade EEG headsets to interrogate the media-technical construction and capture of human attention, and thus to complicate datafication by subjecting it to self-reflexive, speculative, and media-archaeological operations. The devices in question cost about $100 and are marketed as tools for improving concentration, attention, and memory. The headset measures a variety of brainwave activity and, by means of a proprietary algorithm, computes values for “attention” and “meditation” that can be tracked and, with the help of software applications, trained and supposedly optimized. In the S-1 Lab, we have sought to tap into these processes in order not just to criticize the scientifically dubious nature of these claims but rather to probe and better understand the nature of the automatisms and interfaces taking place here and in media of attention more generally. Specifically, we have designed a film- and media-theoretical application of the apparatus, which allows us to think early and contemporary moving images together, to conceive pre- and post-cinema in terms of their common deviations from the attention economy of classical cinema, and to reflect more broadly on the technological-material reorganizations of attention involved in media change. This is an emphatically experimental (that is, speculative, post-positivistic) application, and it involves a sort of post-cinematic reenactment of early film’s viewing situations in the context of traveling shows, vaudeville theaters, and nickelodeons. With the help of a Python script written by lab member Luke Caldwell, a group of viewers wearing the Neurosky EEG devices influence the playback of video clips in real time, for example changing the speed of a video or the size of the projected image in response to changes in attention as registered through brain-wave activity.

At the center of the experimentation is the fact of “time-axis manipulation,” which Friedrich Kittler highlights as one of the truly novel affordances of technical media, like the phonograph and cinema, that arose around 1900 and marked, for him, a radical departure from the symbolic realms of pre-technical arts and literature. Now it became possible to inscribe “reality itself,” or to record a spectrum of frequencies (like sound and light) directly, unfiltered through alphabetic writing; and it became possible as well to manipulate the speed or even playback direction of this reality.

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Recall that the cinema’s standard of 24 fps only solidified and became obligatory with the introduction of sound, as a solution to a concrete problem introduced by the addition of a sonic register to filmic images. Before the late 1920s, and especially in the first two decades of film, there was a great deal of variability in projection speed, and this was “a feature, not a bug” of the early cinematic setup. Kittler writes: “standardization is always upper management’s escape from technological possibilities. In serious matters such as test procedures or mass entertainment, TAM [time-axis manipulation] remains triumphant. [….] frequency modulation is indeed the technological correlative of attention” (Gramophone Film Typewriter 34-35). Kittler’s pomp aside, his statement highlights a significant fact about the early film experience: Early projectionists, who were simultaneously film editors and entertainers in their own right, would modulate the speed of their hand-cranked apparatuses in response to their audience’s interest and attention. If the audience was bored by a plodding bit of exposition, the projectionist could speed it up to get to a more exciting part of the movie, for example. Crucially, though: the early projectionist could only respond to the outward signs of the audience’s interest, excitement, or attention – as embodied, for example, in a yawn, a boo, or a cheer.

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But with the help of an EEG, we can read human attention – or some construction of “attention” – directly, even in cases where there is no outward or voluntary expression of it, and even without its conscious registration. By correlating the speed of projection to these inward and involuntary movements of the audience’s neurological apparatus, such that low attention levels cause the images to speed up or slow down, attention is rendered visible and, to a certain extent, opened to conscious and collective efforts to manipulate it and the frequency of images now indexed to it.

According to Hugo Münsterberg, who wrote one of the first book-length works of film theory in 1916, cinema’s images anyway embody, externalize, and make visible the faculties of human psychology; “attention,” for example, is said to be embodied by the close-up. With our EEG setup, we can literalize Münsterberg’s claim by correlating higher attention levels with a greater zoom factor applied to the projected image. If the audience pays attention, the image grows; if attention flags, the image shrinks. But this literalization raises more questions than it answers, it would seem. On the one hand, it participates in a process of “datafication,” turning brain wave patterns into a stream of data called “attention,” but whose relation to attention in ordinary senses is altogether unclear. But this datafication simultaneously opens up a space of affective or aesthetic experience in which the problematic nature of the experimental “set-up” announces itself to us in a self-reflexive doubling: we realize suddenly that “it’s a setup”; “we’ve been framed” – first by the cinema’s construction of attentive spectators and now by this digital apparatus that treats attention as an algorithmically computed value.

So in a way, the apparatus is a pedagogical/didactic tool: it not only allows us to reenact (in a highly transformed manner) the experience of early cinema, but it also helps us to think about the construction of “attention” itself in technical apparatuses both then and now. In addition to this function, it also generates a lot of data that can indeed be subjected to statistical analysis, correlation, and visualization, and that might be marshaled in arguments about the comparative medial impacts or effects of various media regimes. Our point, however, remains more critical, and highly dubious of any positivistic understanding of this data. The technocrats of the advertising industry, the true inheritors of Münsterberg the industrial psychologist, are anyway much more effective at instrumentalizing attention and reducing it to a psychotechnical variable. With a sufficiently “weird” DH approach, we hope to stimulate a more speculative, non-positivistic, and hence post-empirical relation to such datafication. Remitting contemporary attention procedures to the early establishment of what Kittler refers to as the “link between physiology and technology” (73) upon which modern entertainment media are built, this weird DH aims not only to explore the current transformations of affect, attention, and agency – that is, to study their reconfigurations – but also potentially to empower media users to influence such configuration, if only on a small scale, rather than leave it completely up to the technocrats.

Speculative Data #WeirdDH #MLA16 #S107

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The “Weird DH” panel at MLA 2016 in Austin, chaired by Mark Sample, was great fun, and it generated quite a bit of discussion, both online and off. Luckily, Eileen Clancy preserved the twitter discussion in a Storify (https://storify.com/clancynewyork/weird-dh), so in case you couldn’t make it out last week, you can still catch up on some of the topics and reactions to the talks by Jeremy Justus, Micki Kaufman, Kim Knight, and myself.

(If I get around to it, I will also be posting the full text of my talk very soon.)

Video: Post-Cinema and/as Speculative Media Theory, Part 5: Mark B. N. Hansen, “Speculative Protention” — #SCMS15

Above, Mark B. N. Hansen’s talk “Speculative Protention, or, Are 21st Century Media Agents of Futurity” — the last of five videos documenting the “Post-Cinema and/as Speculative Media Theory” panel I chaired on March 27, 2015 at the Society for Cinema and Media Studies annual conference in Montreal.

See here for more information and a general introduction to the panel.

Video: Post-Cinema and/as Speculative Media Theory, Part 4: Adrian Ivakhiv, “Speculative Ecologies of (Post)Cinema” — #SCMS15

Above, Adrian Ivakhiv’s talk “Speculative Ecologies of (Post)Cinema, or, The Art of Morphogenesis: Cinema in & beyond the Capitalocene” — the fourth of five videos documenting the “Post-Cinema and/as Speculative Media Theory” panel I chaired on March 27, 2015 at the Society for Cinema and Media Studies annual conference in Montreal.

See here for more information and a general introduction to the panel.

Up next: Mark B. N. Hansen. Stay tuned!

Video: Post-Cinema and/as Speculative Media Theory, Part 1 — #SCMS15

Above, the first of five videos documenting the “Post-Cinema and/as Speculative Media Theory” panel I chaired on March 27, 2015 at the Society for Cinema and Media Studies annual conference in Montreal.

The room was jam-packed with people (as you can see in the images here), and the panel was equally jam-packed with dense theoretical discussions of post-cinema. These videos are meant to compensate for the limited space and the limited time (and cognitive capacity) to process these thinkers’ ideas on the spot, preserving and opening their presentations to a wider audience.

This, the shortest of the videos, contains my introductory remarks outlining my overall rationale for organizing the panel.

Stay tuned for videos of talks by Steven Shaviro, Patricia Pisters, Adrian Ivakhiv, and Mark B. N. Hansen, which will be appearing here in the coming weeks (if you like, you can subscribe to the blog to make sure you don’t miss them; see the link on the upper right-hand side of the screen). In the meantime, you can read their abstracts here:

Steven Shaviro, “Reversible Flesh”

Patricia Pisters, “The Filmmaker as Metallurgist: Post-Cinema’s Commitment to Radical Contingency”

Adrian Ivakhiv, “Speculative Ecologies of (Post-)Cinema”

Mark B. N. Hansen, “Speculative Protention, or, Are 21st Century Media Agents of Futurity?”

Finally, you can look forward to contributions by all four speakers (and many more as well) to the open-access collection Post-Cinema: Theorizing 21st-Century Film, which I am currently co-editing with Julia Leyda for REFRAME Books (and which will be coming out later this year).

A Few Post-Cinematic Images #SCMS15

Here are a few images, all taken from Twitter, from the “Post-Cinema and/as Speculative Media Theory” panel that I chaired this morning, bright and early at 9am.

Despite the early hour, people came out in droves to see Steven Shaviro, Patricia Pisters, Adrian Ivakhiv, and Mark Hansen.

Though I could not see it from my vantage point, people were even standing outside the room to hear these rich and energetic papers!

And a little meta-post-cinema…

Finally, if you couldn’t make it, couldn’t see the speakers, couldn’t hear them, or couldn’t follow all the intricacies of their very rich and theoretically dense papers this morning, you may be interested to know that the entire panel was videotaped and will be available here soon!

Post-Cinema and/as Environmental Media Theory #SCMS15

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I am very happy to announce that the panel I will be chairing at this year’s SCMS conference, “Post-Cinema and/as Speculative Media Theory,” has been chosen as one of eight panels to be officially sponsored by the Media and the Environment Special Interest Group. The group, of which I am proud to be a member, defines its mission thus:

The Media and the Environment Scholarly Interest Group (MESIG) aims to provide a forum for shared discussion of research and pedagogy at the intersections of media and environment. We believe that nearly every aspect of film and media practice and studies–from materials manufacturing and physical infrastructures, to filming locations and resources, to audiovisual aspects and themes, and beyond to marketing, preservation, obsolescence, and also scholarly discourse–touches matters of the environment and sustainability. Various approaches from an environmentalist perspective have been taken and more are still being developed to investigate how our mediated cultural practices have, do, and will position humans in relation to physical and natural worlds. How can we further film and media studies as a global–read planetary–concern, focused on dire changes and issues affecting the Earth and our natural surroundings? We believe our field has much to contribute to discussions and findings more frequently held in and attributed to science disciplines and Environmental Studies. With this Scholarly Interest Group, we seek to cultivate the study of significant matters of media and the environment within our field and through the representative collective that is SCMS.

I am honored that our panel — which includes one explicitly environmental film/media theorist (Adrian Ivakhiv) but also three others (Steven Shaviro, Patricia Pisters, and Mark Hansen) who are helping to define the subject of post-cinema in broadly ecological terms — has been chosen for sponsorship by the Media and the Environment SIG, and I am grateful for their recognition of the topic’s relevance for our ongoing attempts to rethink the relations between humans, our media technologies, and the environments that we inhabit, access, and transform with and through them.

Here, finally, is a list of all eight panels sponsored by the SIG:

A23: Ecocriticism

F8: Fossils, Films, and Sedimentation: Ecocritical Approaches to Archival Moving Images

G4: Media Waste: Technological Systems and the Environment

H22: Excess Hollywood: Economies of Waste in Media Industries

J12: Engaging Ecocinema: The Affects and Effects of Environmental Documentaries

J17: Media Environments

K7: Post-Cinema and/as Speculative Media Theory

P4: Cinema in/of the Anthropocene

“Post-Cinema and/as Speculative Media Theory” — Panel at #SCMS15 in Montreal

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[UPDATE: Full video of the complete panel is now online: here.]

At the upcoming conference of the Society for Cinema and Media Studies (March 25-29, 2015 in Montréal), I will be chairing a panel on “Post-Cinema and/as Speculative Media Theory,” which brings together four of the most significant voices in the ongoing attempt to theorize our current media situation: Steven Shaviro, Patricia Pisters, Adrian Ivakhiv, and Mark B. N. Hansen.

(Not quite incidentally, all four speakers are also contributors to the forthcoming volume Post-Cinema: Theorizing 21st-Century Film, which I am co-editing with Julia Leyda.)

Here is the panel description, along with links (below) to the abstracts for the various papers:

Post-Cinema and/as Speculative Media Theory

Following debates over “the end” of film and/or cinema in the wake of the massive digitalization of moving-image media, recent film theory has begun considering the emergence of a new, properly “post-cinematic” media regime (cf. Shaviro 2010; Denson and Leyda, forthcoming). The notion of post-cinema takes up the problematic prefix “post-,” which debates over postmodernism and postmodernity taught us to treat not as a marker of definitive beginnings and ends, but as indicative of a more subtle shift or transformation in the realm of culturally dominant aesthetic and experiential forms (cf. Jameson 1991). In the context of post-cinema, this suggests not so much a clear-cut break with traditional media forms but a transitional movement taking place along an uncertain timeline, following an indeterminate trajectory, and characterized by juxtapositions and overlaps between the techniques, technologies, and aesthetic conventions of “old” and “new” moving-image media.

The ambiguous temporality of the “post-,” which intimates a feeling both of being “after” something and of being “in the middle of” uncertain changes – hence speaking to the closure of a certain past as much as a radical opening of futurity – necessitates a speculative form of thinking that is tuned to experiences of contingency and limited knowledge. With respect to twenty-first century media, theories of post-cinema inherit this disposition, relating it to concrete media transformations while speculating more broadly about the effects they might have on us, our cognitive and aesthetic sensibilities, our agency, or our sense of history.

Bringing together several key figures in the theoretical discussions of post-cinema, this panel seeks to explore and expand this speculative dimension. Steven Shaviro looks at a recent FKA twigs music video as an encapsulation of the post-cinematic media regime at large, theorizing the speculative theoretical work done by the video itself. Patricia Pisters argues that post-cinematic appropriations of archival materials lead to a necessarily speculative revision of history. Adrian Ivakhiv brings the discussion into contact with pressing issues of ecological change. Finally, Mark B. N. Hansen offers a media-philosophical perspective on post-cinema as a future-oriented mode of experience. Together, these interventions articulate post-cinema’s media-technical, aesthetic, ecological, and philosophical vectors in order to develop an emphatically speculative media theory.

Bibliography:

Denson, Shane, and Julia Leyda. Post-Cinema: Theorizing 21st-Century Film. Sussex: REFRAME Books, forthcoming.

Jameson, Fredric. Postmodernism, or, The Cultural Logic of Late Capitalism. Durham: Duke UP, 1991.

Shaviro, Steven. Post-Cinematic Affect. Winchester: Zero Books, 2010.

Chair Bio:

Shane Denson is a DAAD postdoctoral fellow at Duke University and a member of the research unit “Popular Seriality—Aesthetics and Practice.” He is the author of Postnaturalism: Frankenstein, Film, and the Anthropotechnical Interface (Transcript 2014) and co-editor of several collections: Transnational Perspectives on Graphic Narratives (Bloomsbury, 2013), Digital Seriality (special issue of Eludamos, forthcoming), and Post-Cinema: Theorizing 21st Century Film (REFRAME, forthcoming).

Finally, here are links to the individual abstracts:

Steven Shaviro, “Reversible Flesh”

Patricia Pisters, “The Filmmaker as Metallurgist: Post-Cinema’s Commitment to Radical Contingency”

Adrian Ivakhiv, “Speculative Ecologies of (Post-)Cinema”

Mark B. N. Hansen, “Speculative Protention, or, Are 21st Century Media Agents of Futurity?”

[UPDATE: Full video of the complete panel is now online: here.]

Steven Shaviro, “Reversible Flesh” #SCMS15

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[UPDATE: Full video of the complete panel is now online: here.]

Here is the abstract for Steven Shaviro’s paper on the panel “Post-Cinema and/as Speculative Media Theory” at the 2015 SCMS conference in Montréal:

Reversible Flesh

Steven Shaviro (Wayne State University)

FKA twigs has made a series of mesmerizing music videos over the last three years. My talk will concentrate on one of these, “Papi Pacify” (directed by FKA twigs and Tom Beard). The video deals starkly, but also obliquely, with issues of intimacy, trust, sexuality, and violence. The video is shot in continually shifting black and white, with glitter and flash effects, and composed entirely of close-ups of the faces and upper bodies of the artist (often staring directly at the camera) and her partner. The video’s editing rhythms are complex and nonlinear, involving looping via animated GIF effects, together with quick inserts and apparent slow motion. The music combines trip hop and r&b; it is floating and ambient, sung in a breathless near-whisper, with periods of instrumental intensification but no tonal shift or climax. Overall, the video disconcertingly reorders human sexuality, by means of its novel articulation of spacetime relations, of the sensorium, and of the relation between viewer/listener and work. In this way, “Papi Pacify,” and FKA twigs’ audiovisual work more generally, itself functions as a speculative revision of media theory.

Bibliography:

Battin, Carrie (2013). “FKA twigs: Interview.” Pitchfork. http://pitchfork.com/features/rising/9183-rising-fka-twigs/.

Friedlander, Emily (2013). “How FKA twigs is Pushing Female Sexuality Beyond Miley Cyrus and Sinead.” The Fader. http://www.thefader.com/2013/10/14/miley-cyrus-sinead-o-connor-female-se/.

Noakes, Tim (2014). “FKA twigs: Future Shock.” Dazed Digital. http://www.dazeddigital.com/music/article/20259/1/fka-twigs-future-shock.

Author Bio:

Steven Shaviro is the DeRoy Professor of English at Wayne State University. He is the author of The Cinematic Body, Post-Cinematic Affect, and Melancholia, Or, The Romantic Anti-Sublime.

Patricia Pisters, “The Filmmaker as Metallurgist: Post-Cinema’s Commitment to Radical Contingency” #SCMS15

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[UPDATE: Full video of the complete panel is now online: here.]

Here is the abstract for Patricia Pisters’s paper on the panel “Post-Cinema and/as Speculative Media Theory” at the 2015 SCMS conference in Montréal:

The Filmmaker as Metallurgist: Post-Cinema’s Commitment to Radical Contingency

Patricia Pisters (University of Amsterdam)

Contemporary film, television series, and visual arts have a particular temporal and narrative aesthetics that show how the future, always speculative and multiple, has become the dominant time for thinking. I propose calling this aesthetic mode of the digital age “the neuro-image” (Pisters 2012). Following Gilles Deleuze’s movement-images and time-images, neuro-images increasingly present us time as multiple feedback loops from possible futures, parallel worlds, and complex narrations where subtle differences can cause a world of (micropolitical) variations, different pasts for different futures.

This presentation will look at the ways in which contemporary artists and filmmakers are committed to the radical contingency of the audio-visual archive – committed to revealing hidden dimensions of history and/in our collective audio-visual archive, in order to revive new perspectives and reveal new versions of the past that seem necessary for the future of “a people to come.” In her project The Archival Fourth Dimension, for example, artist Sarah Pierce revisits newsreel archives and proposes to uncover “a different past” in Irish and colonial history. In his installation homage to Stuart Hall, The Unfinished Conversation (2012), John Akomfrah shows how personal and collective archival footage are in a perpetual dialogue where poetry and politics form an intractable bond and history becomes a speculative world of alternative histories. Silvia Kolbowski resurrects Ulrike Meinhoff in A Few Howls Again (2010) and speaks up for her corps, giving a voice to haunting questions of war, violence, and terrorism. And in Zandj Revolution (2013), filmmaker Tariq Teguia makes a journey from Algeria, to Lebanon, Palestine, Iraq, and Greece to find inspiration not only in a past revolution – the ninth-century revolution of the Zandj slaves in Iraq – but also in a rebellious and migratory cinematographic style that captures and foreshadows the spirit of the Arab revolution.

Looking at examples such as these, the presentation aims to show how filmmakers become “metallurgists” (Deleuze and Guattari 1994) following the matter-flows of the archive, bending it in concrete forms that can escape from the mnemonic depths and take on a new life, an afterlife. As a politics and a cinematic aesthetics, this undertaking becomes a never-ending story of “trying again, failing again, failing better” with a radical and speculative commitment to the contingencies of history.

Bibliography:

Deleuze, Gilles, and Felix Guatttari. A Thousand Plateaus. London: The Athlone Press, 1994.

Eisenstein, Sergei. The Film Sense. Trans. Jay Leyda. San Diego, New York & London: Harcourt Brace & Company, 1947.

Shaviro, Steven. Post Cinematic Affect. Winchester, UK: Zero Books, 2010.

Pisters, Patricia. The Neuro-Image: A Deleuzian Film-Philosophy for Digital Screen Culture. Stanford: Stanford University Press, 2012.

Author Bio:

Patricia Pisters is professor of film studies in the department of Media Studies at the University of Amsterdam. She is one of the founding editors of Necsus: European Journal of Media Studies. Publications include The Matrix of Visual Culture: Working with Deleuze in Film Theory (Stanford University Press, 2003) and The Neuro-Image: A Deleuzian Film-Philosophy of Digital Screen Culture (Stanford University Press, 2012).