Well, it looks like Digital Humanities Now scooped me on posting my own article. As some of you may have read, I recently did not submit a paper on the Republic of Letters, opting instead to hold off until I could submit it to a journal which allowed authorial preprint distribution. Preprints are a vital part of rapid knowledge exchange in our ever-quickening world, and while some disciplines have embraced the preprint culture, many others have yet to. I’d love the humanities to embrace that practice, and in the spirit of being the change you want to see in the world, I’ve decided to post a preprint of my Republic of Letters paper, which I will be submitting to another journal in the near future. You can read the full first draft here.

The paper, briefly, is an attempt to contextualize the Republic of Letters and the Scientific Revolution using modern computational methodologies. It draws from secondary sources on the Republic of Letters itself, especially from my old mentor R.A. Hatch, some network analysis from sociology and statistical physics, modeling, human dynamics, and complexity theory. All of this is combined through datasets graciously donated by the Dutch Circulation of Knowledge group and Oxford’s Cultures of Knowledge project, totaling about 100,000 letters worth of metadata. Because it favors large scale quantitative analysis over an equally important close and qualitative analysis, the paper is a contribution to historiopgraphic methodology rather than historical narrative; that is, it doesn’t say anything particularly novel about history, but it does offer a (fairly) new way of looking at and contextualizing it.

A visualization of the Dutch Republic of Letters using Sci2 & Gephi

At its core, the paper suggests that by looking at how scholarly networks naturally grow and connect, we as historians can have new ways to tease out what was contingent upon the period and situation. It turns out that social networks of a certain topology are basins of attraction similar to those I discussed in Flow and Empty Space. With enough time and any of a variety of facilitating social conditions and technologies, a network similar in shape and influence to the Republic of Letters will almost inevitably form. Armed with this knowledge, we as historians can move back to the microhistories and individuated primary materials to find exactly what those facilitating factors were, who played the key roles in the network, how the network may differ from what was expected, and so forth. Essentially, this method is one base map we can use to navigate and situate historical narrative.

Of course, I make no claims of this being the right way to look at history, or the only quantitative base map we can use. The important point is that it raises new kinds of questions and is one mechanism to facilitate the re-integration of the individual and the longue durée, the close and the distant reading.

The project casts a necessarily wide net. I do not yet, and probably could not ever, have mastery over each and every disciplinary pool I draw from. With that in mind, I welcome comments, suggestions, and criticisms from historians, network analysts, modelers, sociologists, and whomever else cares to weigh in. Whomever helps will get a gracious acknowledgement in the final version, good scholarly karma, and a cookie if we ever meet in person. The draft will be edited and submitted in the coming months, and if you have ideas, please post them in the comment section below. Also, if you use ideas from the paper, please cite it as an unpublished manuscript or, if it gets published, cite that version instead.

 

A few months back, I posted a series of pledges about being a good scholarly citizen. Among other things, I pledged to keep my data and code open whenever possible, and to fight to retain the right to distribute materials pending and following their publication. I also signed the Open Access Pledge. Since then, a petition boycotting Elsevier cropped up with very similar goals, and as of this writing has nearly 7,000 signatures.

As a young scholar with as-yet no single authored publications (although one is pending in the forward-thinking Journal of Digital Humanities, which you should all go and peer review), I had to think very carefully in making these pledges. It’s a dangerous world out there for people who aren’t free to publish in whatever journal they like; reducing my publication options is not likely to win me anything but good karma.

With that in mind, I actually was careful never to pledge explicitly that I would not publish in closed access venues; rather, I pledged to “Freely distribute all published material for which I have the right, and to fight to retain those rights in situations where that is not the case.” The pressure of the eventual job market prevented me from saying anything stronger.

Today, my resolve was tested. A recent CFP solicited papers about “Shaping the Republic of Letters: Communication, Correspondence and Networks in Early Modern Europe.” This is, essentially, the exact topic that I’ve been studying and analyzing for the past several years, and I recently finished a draft of a paper on this topic precisely. The paper utilizes methodologies not-yet prevalent in the humanities, and I’d like the opportunity to spread the technique as quickly and widely as possible, in the hopes that some might find it useful or at least interesting. I also feel strongly that the early and open dissemination of scholarly production is paramount to a healthy research community.

I e-mailed the editor asking about access rights, and he sent a very kind reply, saying that, unfortunately, any article in the journal must be unpublished (even on the internet), and cannot be republished for two years following its publication. The journal itself is part of a small press, and as such is probably trying to get itself established and sold to libraries, so their reticence is (perhaps) understandable. However, I was faced with a dilemma: submit my article to them, going against the spirit – though not the letter – of my pledge, or risk losing a golden opportunity to submit my first single-authored article to a journal where it would actually fit.

In the end, it was actually the object of my study itself – the Republic of Letters – that convinced me to make a stand and not submit my article. The Republic, a self-titled community of 17th century scholars communicating widely by post, was embodied by the ideal of universal citizenship and the free flow of knowledge. While they did not live up to this ideal, in large part because of the technologies of the time, we now are closer to being able to do so. I need to do my part in bringing about this ideal by taking a stand on the issues of open access and dissemination.

The below was my e-mail to the editor:

Many thanks for your fast reply.

Unfortunately, I cannot submit my article unless those conditions are changed. I fear they represent a policy at odds with the past ideals and present realities of scholarly dissemination. The ideals of the Republic of Letters, regarding the free flow of information and universal citizenship, are finally becoming attainable (at least in some parts of the world) with nigh-ubiquitous web access. In a world as rapidly changing as our own, immediate access to the materials of scholarly production is becoming an essential element not just of science, in the English sense of the word, but wissenschaft at large. Numerous studies have shown that the open availability of electronic prints for an article increases readership and citations (both to the author and to the journal), reduces the time to the adoption of new ideas, and facilitates a more rapidly innovating and evolving literature in the scholarly world. While I empathize that you represent a fairly small press and may be worried that the availability of pre-prints would affect 1 sales, I have seen no studies showing this to be the case, although I would of course be open to reading such research if you know of some. In either case, it has been shown that pre-prints at worst do not affect scholarly use and dissemination in the least, and at best increase readership, citation, and impact by up to 250%.

Good luck with your journal, and I look forward to reading the upcoming issue when it becomes available.

It’s a frightening world out there. I considered not posting about this interaction, for fear of the possibility of angering or being blacklisted by the editorial or advisory board of the press, some of whom are respected names in my intended field of study. However, fear is the enemy of change, and the support of Bethany Nowviskie and a host of tweeters convinced me that this was the right thing to do.

With that in mind, I herewith post a draft of my article analyzing the Republic of Letters, currently titled The Networked Structure of Scientific Growth. Please feel free to share it for non-commercial use, citing it if you use it (but making sure to cite the published version if it eventually becomes so), and I’d love your comments if you have any. I’ll dedicate a separate post to this release later, but I figured you all deserved this after reading the whole post.

Notes:

  1. Big thanks to Andrew Simpson for pointing out the error of my ways!
 

Thirty spokes unite in one nave and on that which is non-existent [on the hole in the nave] depends the wheel’s utility. Clay is moulded into a vessel and on that which is non-existent [on its hollowness] depends the vessel’s utility. By cutting out doors and windows we build a house and on that which is non-existent [on the empty space within] depends the house’s utility. Therefore, existence renders actual but non-existence renders useful.

-Laozi, Tao Te Ching, Susuki Translation

(NOTE 1: Although it may not seem it from the introduction, this post is actually about humanities research, eventually. Stick with it and it may pay off!)

(NOTE 2: I’ve warned in the past about invoking concepts you know little about; let me be the first to say I know next to nothing about Eastern philosophy or t’ai chi ch’uan, though I do know a bit about emergence and a bit about juggling. This post uses the above concepts as helpful metaphors, fully apologizing to those who know a bit more about the concepts for the butchering of them that will likely ensue.)

The astute reader may have noticed that, besides being a sometimes-historian and a sometimes-data-scientist, the third role I often take on is that of a circus artist. Juggling and prop manipulation have been part of my life for over a decade now, and though I don’t perform as much as I used to, the feeling I get from practicing is still fairly essential in keeping me sane. What juggling provides me that I cannot get elsewhere is what prop manipulators generally call a state of “flow.”

Look! It's me in a candy store!

The concept draws from a positive psychology term developed by Mihály Csíkszentmihályi, and is roughly equivalent to being in “the zone.” Although I haven’t quite experienced it, this feeling apparently comes to programmers working late at night trying to solve a problem. It’s also been described by dancers, puzzle solvers, and pretty much anyone else who gets so into something they feel, if only for a short time, they have totally lost themselves in their activity. A fellow contact juggler, Richard Hartnell, recently filmed a fantastic video describing what flow means to him as a performer. I make no claims here to any meaning behind the flow state. The human brain is complex beyond my understanding, and though I do not ascribe any mystical properties to the experience, having felt “flow” so deeply, I can certainly see why some do treat it as a religious experience.

The most important contribution to my ability to experience this state while juggling was, oddly enough, a t’ai chi ch’uan course. Really, it was one concept from the course, called song kua, “relax the hips,” that truly opened up flow for me. It’s a complex concept, but the part I’d like to highlight here is the relationship between exertion and relaxation, between a push and a pull. When you move your body, that movement generally starts with an intention. I want my hand to move to the right, so I move it to the right. There is, however, another way to move parts of the body, and this is via relaxation. If I’m standing in a certain way, and I relax my hip in one directoin, my body will naturally shift in the opposite direction. My body naturally gets pulled one way, rather than me pushing it to go there. In the circus arts, I can now quickly reach a flow state by creating a system between myself and whatever prop I’m using, and allowing the state of that system to pull me to the next state, rather than intentionally pushing myself and my prop in some intentional way. It was, for me, a mind-blowing shift in perspective, and one that had absolutely nothing to do with my academic pursuits until last night, on a short plane ride back from Chicago APA.

In the past two weeks, I’ve been finishing up the first draft of a humanities paper that uses concepts from complex systems and network analysis. In it, I argue (among other things) that there are statistical regularities in human behavior, and that we as historians can use that backdrop as a context against which we can study history, finding actions and events which deviate from the norm. Much recent research has gone into showing that people, on average, behave in certain ways, generally due to constraints placed on us by physics, biology, and society. This is not to say humans are inherently predictable - merely that there are boundaries beyond which certain actions are unlikely or even impossible given the constraints of our system. In the paper, I further go on to suggest that the way we develop our social networks also exhibits regularities across history, and the differences against those regularities, and the mechanisms by which they occur, are historically interesting.

Fast-forward to last night: I’m reading a fantastic essay by anthropologist Terrence W. Deacon about the emergence of self-organizing biological systems on the plane-ride home. 1 In the essay, Deacon attempts to explain why entropy seems to decrease enough to allow, well, Life, The Universe, and Everything, given the second law of thermodynamics. His answer is that there are basins of attraction in the dynamics of most processes which inherently and inevitably produce order. That is, as a chaotic system interacts with itself, there are dynamical states which the system can inhabit which are inherently self-sustaining. After a chaotic system shuffles around for long enough, it will eventually and randomly reach a state that “attracts” toward a self-sustaining dynamical state, and once it falls into that basin of attraction, the system will feed back on itself, remaining in its state, creating apparent order from chaos for a sustained period of time.

Deason invokes a similar Tao Te Ching section as was quoted above, suggesting that empty or negative space, if constrained properly and possessing the correct qualities, act as a kind of potential energy. The existence of the walls of a clay pot are what allows it to be a clay pot, but the function of it rests in the constrained negative space bounded by those walls. In the universe, Deason suggests, constraints are implicit and temporally sensitive; if only a few state structures are self-sustaining, those states, if reached, will naturally persist. Similar to that basic tenant of natural selection, that which can persist tends to.

The example Deason first uses is that of a whirlpool forming in the empty space behind a rock in a flowing river.

Consider a whirlpool, stably spinning behind a boulder in a stream. As moving water enters this location it is compensated for by a corresponding outflow. The presence of an obstruction imparts a lateral momentum to the molecules in the flow. The previous momentum is replaced by introducing a reverse momentum imparted to the water as it flows past the obstruction and rushes to fill the comparatively vacated region behind the rock. So not only must excess water move out of the local vicinity at a constant rate; these vectors of perturbed momentum must also be dissipated locally so that energy and water doesn’t build up. The spontaneous instabilities that result when an obstruction is introduced will effectively induce irregular patterns of build-up and dissipation of flow that ‘explore’ new possibilities, and the resulting dynamics tends toward the minimization of the constantly building instabilities. This ‘exploration’ is essentially the result of chaotic dynamics that are constantly self-undermining. To the extent that characteristics of component interactions or boundary conditions allow any degree of regularity to develop (e.g. circulation within a trailing eddy), these will come to dominate, because there are only a few causal architectures that are not self-undermining. This is also the case for semi-regular patterns (e.g. patterns of eddies that repeatedly form and disappear over time), which are just less self-undermining than other configurations.

The flow is not forced to form a whirlpool. This dynamical geometry is not ‘pushed’ into existence, so to speak, by specially designed barriers and guides to the flow. Rather, the system as a whole will tend to spend more time in this semi-regular behaviour because the dynamical geometry of the whirlpool affords one of the few ways that the constant instabilities can most consistently compensate for one another. [Deason, 2009, emphasis added]

Self-Organizing System (http://www.flickr.com/photos/lapstrake/3164577339/)

Essentially, when lots of things interact at random, there are some self-organized constraints to their interactions which allow order to arise from chaos. This order may be fleeting or persistent. Rather than using the designed constraint of a clay pot, walls of a room, or spokes around a hub, the constraints to the system arise from the potential in the context of the interactions, and in the properties of the interacting objects themselves.

So what in the world does this have to do with the humanities?

My argument in the above paper was that people naturally interact in certain ways; there are certain basins of attraction, properties of societies that tend to self-organize and persist. These are stochastic regularities; people do not always interact in the same way, and societies do not come to the same end, nor meet their ends in the same fashion. However, there are properties which make social organization more likely, and knowing how societies tend to form, historians can use that knowledge to frame questions and focus studies.

Explicit, data-driven models of the various mechanisms of human development and interaction will allow a more nuanced backdrop against which the actualities of the historical narrative can be studied. Elijah Meeks recently posted, about models,

[T]he beauty of a model is that all of these [historical] assumptions are formalized and embedded in the larger argument…  That formalization can be challenged, extended, enhanced and amended [by more historical research]… Rather than a linear text narrative, the model itself is an argument.

It is striking how seemingly unrelated strands of my life came together last night. The pull and flow of juggling, the bounded ordering of emergent behaviors, and the regularities in human activities. Perhaps this is indicative of the consilience of human endeavors; perhaps it is simply the overactive pattern-recognition circuits in my brain doing what they do best. In any case, even if the relationships are merely loose metaphors, it seems clear that a richer understanding of complexity theory, modeling, and data-driven humanities leading to a more nuanced, humanistic understanding of human dynamics would benefit all. This understanding can help ground the study of history in the Age of Abundance. A balance can be drawn between the uniquely human and individual, on one side, and the statistically regular ordering of systems, on the other; both sides need to be framed in terms of the other. Unfortunately, the dialogue on this topic in the public eye has thus-far been dominated by applied mathematicians and statistical physicists who tend not to take into account the insights gained from centuries of qualitative humanistic inquiry. That probably means it’s our job to learn from them, because it seems unlikely that they will try to learn from us.

Notes:

  1. in The Re-Emergence of Emergence, 2009, edited by Philip Clayton & Paul Davies.
 
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