in reply to Cesar A. Hidalgo at https://x.com/realAnthonyDean/status/1844409919161684366

via Anthony Dean @realAnthonyDean

for - Indyweb dev - dynamic graph networks

for - search - google - high resolution addressing of disaggregated text corpus mapped to graph - search results of interest - high resolution addressing of disaggregated text corpus mapped to graph

search - google - high resolution addressing of disaggregated text corpus mapped to graph - https://www.google.com/search?q=high+resolution+addressing+of+disaggregated+text+corpus+mapped+to+graph&oq=high+resolution+addressing+of+disaggregated+text+corpus+mapped+to+graph&gs_lcrp=EgZjaHJvbWUyBggAEEUYOTIHCAEQIRigATIHCAIQIRigAdIBCTMzNjEzajBqN6gCALACAA&sourceid=chrome&ie=UTF-8

to - search results of interest - high resolution addressing of disaggregated text corpus mapped to graph - A New Method for Graph-Based Representation of Text in - The use of a new text representation method to predict book categories based on the analysis of its content resulted in accuracy, precision, recall and an F1- ... - https://hyp.is/H9UAbk46Ee-PT_vokcnTqA/www.mdpi.com/2076-3417/10/12/4081 - Encoding Text Information with Graph Convolutional Networks - According to our understanding, this is the first personality recognition study to model the entire user text information corpus as a heterogeneous graph and ... - https://hyp.is/H9UAbk46Ee-PT_vokcnTqA/www.mdpi.com/2076-3417/10/12/4081

graphs

Die globale Erhitzung zwingt Baumarten in den nördlichen Wäldern dazu, neue Habitate aufzusuchen, deren Böden oft weniger nährstoffreich sind. Ein Hauptgrund dafür, den eine neue Studie untersucht, sind die Bedürfnisse von Pilzen, mit denen diese Bäume in Symbiose leben.

Reutilización de medicamentos para COVID-19 mediante la finalización del gráfico de conocimiento

Tendencias en la aplicación de redes de aprendizaje profundo en el análisis de imágenes médicas: Evolución entre 2012 y 2020

Multiparametric characterization of scientometric performance profiles assisted by neural networks: a study of Mexican higher education institutions

DOI: 10.1007/s11192-016-2166-0

Caracterización multiparamétrica de perfiles de desempeño cienciométrico asistidos por redes neuronales: un estudio en instituciones de educación superior mexicanas

Elio Atenógenes Villaseñor, Ricardo Arencibia-Jorge & Humberto Carrillo-Calvet

Network Science

Albert-László Barabási

Un libro de texto sobre ciencia de redes, está disponible gratuitamente bajo la licencia Creative Commons.

Lima, Manuel. The Power of Networks. RSA ANIMATE, 2012. https://www.youtube.com/watch?v=nJmGrNdJ5Gw.

https://hcommons.org/groups/academic-job-market-support-network/docs/

Useful to think about the matrix, even if it feels a little eat-your-vegetables.

Structure: how many, what kind, how often. Function: how do (or could) other people meet your needs? Quality: positive-helpful-satisfying vs. reverse.

Really interesting mix of things that are objectively observable and subjective interpretations of those things.

• for: futures - neo-Venetian crypto-networks, Global Chinese Commons, GCC, cosmolocal, coordiNation, somewheres, everywheres, nowheres, Global System One, Global System Two, Global System Three, contributory accounting, fourth sector, protocol cooperative, mutual coordination economics

• summary

• learned something new
  • I learned a number of new ideas from reading Michel's article. He gives a brief meta-history of our political-socio-economic system, using Peter Pogany's framework of Global System One, Two and Three and within this argues for why a marriage of blockchain systems and cosmolocal production systems could create a "fourth sector" for the transition to Global System Three.
  • He cites evidence of existing trends already pointing in this direction, drawing from his research in P2P Foundation

Vgl imaginary friends that N's neighbours dubbed her online network.

• for: cellular collaboration, gap junction, bioelectrical networks, bioelectric network

• interesting fact: multicellular mechanisms to create coherence in competent constituent subunit cells

• more research
  • very interesting mechanisms that mediate benefits of collective behavior of competent subunits within the biological body.

• for: bioelectrical networks, cognitive glue, Charles Darwin's Agential materials, bio-buddhism, Michael Levin
• annotate

https://factr.com/

A social network for "organizing and sharing your knowledge".

• for: quote, quote - Janet Salmons, quote - human cooperative brain networks, indyweb - support
• quote
  • Extreme bad behaviour from governments and private companies – GAFAs [Google, Apple, Facebook, Amazon] and the like in China – will create a social and civic innovation to compensate and/or to contribute to an innovation jump. I hope for development of human cooperative brain networks.
• author: Caroline Figueres
  • strategic consultant

This seems a false dichotomy. There are more than two ways to do this, more than 'blitzscaling' and 'invitation-based' (which I have come to see as manipulative and a clear sign to stay away as it makes you the means not the goal right from the start of a platform, talking about norm setting). Federation is e.g. very different (and not even uniform in how it's different from both those options: from open to all to starting from a pre-existing small social graph offline). This like above seems to disregard, despite saying building tools is not the same as building community somewhere above, the body of knowledge about stewarding communities / network that exists outside of tech. Vgl [[Invisible hand of networks 20180616115141]]

Xu, ICCV, 2019 "Temporal Recurrent Networks for Online Action Detection"

arxiv: https://arxiv.org/abs/1811.07391 hypothesis: https://hyp.is/go?url=https%3A%2F%2Fopenaccess.thecvf.com%2Fcontent_ICCV_2019%2Fpapers%2FXu_Temporal_Recurrent_Networks_for_Online_Action_Detection_ICCV_2019_paper.pdf&group=world

Simple social sharing made the product take off

CIFAR-10 performance results are overestimates since some of the training data is essentially in the test set.

Social Network activities measurement: Writing materials. Sharing Photos Contributing rankings and reviews of products or services Creating tags of content Posting comments on 3rd party websites or blogs Posting comments on other websites Using twitter or other status update features Creating or working on a personal website Creating or working on blog Taking online material and remixing into a new creation

institutionalising as a way for socsoft to become sustainable, other than through for profit structures that have just one aim. Vgl [[2022 Public Spaces Conference]], I have doubts as institutions are slow by design which is what gives them their desirable stability. Vgl [[Invisible hand of networks 20180616115141]] vs markets.

Also : generations are institutions too. It is needed to repeat these things to new gens, as they take what is currently there as given. Is currently true for things like open data too.

Sounds interesting. Add to feeds. Wrt [[Invisible hand of networks 20180616115141]] scaling comes from moving sideways, repetition and replication. And that takes gathering and sharing (through the network) of examples. Vgl [[OurData.eu Open Data Voorbeelden 20090720142847]] but for civic tech, socsoft? What would it look like?

Automatic differentiation is a technique in numerical analysis. That's why Real Analysis is an important Mathematics area that should be studied if one wants to go into AI research.

Learning as a Network LaaN and Personal Knowledge Network PKN , do these labels give me anything new?

Mohamed Amine Chatti: The LaaN Theory. In: Personalization in Technology Enhanced Learning: A Social Software Perspective. Aachen, Germany: Shaker Verlag, 2010, pp. 19-42. http://mohamedaminechatti.blogspot.de/2013/01/the-laan-theory.html I've followed Chatti's blog in the past I think. Prof. Dr. Mohamed Amine Chatti is professor of computer science and head of the Social Computing Group in the Department of Computer Science and Applied Cognitive Science at the University of Duisburg-Essen. (did his PhD at RWTH in 2010, which is presumably how I came across him, through Ralf Klamma)

Dave Troy is a US investigative journalist, looking at the US infosphere. Places resistance against disinformation not as a matter of factchecking and technology but one of reshaping social capital and cultural network topologies.

Early work by Valdis Krebs comes to mind vgl [[Netwerkviz en people nav 20091112072001]] and how the Finnish 'method' seemed to be a mix of [[Crap detection is civic duty 2018010073052]] and social capital aspects. Also re taking an algogen text as is / stand alone artefact vs seeing its provenance and entanglement with real world events, people and things.

ssl parties etc. Threema. mentioned above. Catfish! Scale is an issue in the sense that social distance will remain social distance, so it still leaves you with the question how to deal with something that is from a far away social distance (as is an issue on the web now: how we solve it is lurking / interacting and then when the felt distance is smaller go to IRL)

this is already common for decades, not because of doubt, but because of being human. My blogging since 2002 has created many new connections to people ('you imaginary friends' the irl friends of a friend call them teasingly), and almost immediately there was a shared need felt to meet up in person. Online allowed me to cast a wider net for connections, but over time that was spun into something IRL. I visited conferences for this, organised conferences for it, traveled to people's homes, many meet-ups, our birthday unconferences are also a shape of this. Vgl [[Menselijk en digitaal netwerk zijn gelijksoortig 20200810142551]] Dopplr serviced this.

• Goal Directed sequence
• Agent Awareness
• Act may be sufficient or necessary for Goal. *Therefore, Agent carries Act out
• Required to Understand the Qualification Weight of Act is it necessary or sufficient?

• Agential Network
• Case and Inferential Qualifications
• Conclusions and Goal Relations
• Normative Framework

I do like the framing of folgezettel as a benefit with respect to user experience.

There is a lot of mention of the idea of trees within the note taking and zettelkasten space, but we really ought to be looking more closely at other living systems models like rhizomes and things which have a network-like structure.

https://www.complexityexplorer.org/courses/162-foundations-applications-of-humanities-analytics/segments/15629

Saint-Simon, positivist utopian, saw world-changing networks in channels and railways (and he wasn't mistaken). A slow internet.

Zapatistas and the internet, network of networks.

!- future vision : locally cooperative hubs of trust - locally dense cooperation networks

https://www.nlpdemystified.org/course

https://blog.jonudell.net/2022/11/28/autonomy-packet-size-friction-fanout-and-velocity/

Neural topic models are often trained to mimic the behaviours of probabilistic topic models - I should come back and look at some of the works:

• R. Das, M. Zaheer, and C. Dyer, “Gaussian LDA for topic models with word embeddings,”
• P. Xie, J. Zhu, and E. P. Xing, “Diversity-promoting bayesian learning of latent variable models,”
• M. Peng, Q. Xie, H. Wang, Y. Zhang, X. Zhang, J. Huang, and G. Tian, “Neural sparse topical coding,”

I'd say not just interesting, but also crucial. Where T and FB operate at generic level (despite FB pages as subgroups), the statistical, and IndieWeb on the personal (my site, my self-built tool), M works at group level or just above (bigger instances). That middle ground between singular and the statistical is where complexity resides and where it needs to be addressed and embraced. The network metaphor favors that intermediate level.

Twitter's primary asset is not their technology, but their addicted user base.

https://www.robinsloan.com/notes/writing-with-the-machine/

Related work leading up to this video: https://vimeo.com/232545219

https://www.ted.com/talks/steven_johnson_where_good_ideas_come_from

Multidiscpl teams are different from heterogenous ones when it comes to learning. Dense networks useful for incremental steps, but hinder innovative steps (Vgl [[Lurking Weak Strong Ties 20040204063311]]) Provide team design principles.

Full paper in Zotero

Things that matter are a combination of things of interest plus sphere of influence/action radius. This can bring macro issues into a place where they can be addressed by micro actions that have meaning locally and contribute to the issue at scale. Contributes to the invisible hand of networks. Vgl [[Invisible hand of networks 20180616115141]]

Systems will centralise one step up from where it's decentralised. Interesting. My intuition is a bit 'softer' it's a rule of thumb for coalescence. Things might coalesce out of different needs/circumstances. The type of centralisation intended here, if it's about the silo's there's a external driver, that the easiest business models are found in centralisation as it creates asymmetric power for the centraliser. It's not a necessary outcome of the underlying distributedness, but something that others might need using that distributedness. If centrliasation isn't possible or allowed at some layer, it may well force external drivers for centralisation one layer up. Organisations as well as CoPs are mushrooms on the mycelium of human networks. Now that capital, location and finding colleagues can be done distributedly those mushrooms aren't always needed, and we see other types of mushrooms coalesce alongside classic organisations. Something like that?

Mobile Network Hacking, IP Edition. by Karsten Nohl, Luca Melette & Sina Yazdanmehr. Black Hat. London. December 2-5, 2019. 47 minute video. https://www.blackhat.com/eu-19/briefings/schedule/index.html#mobile-network-hacking-ip-edition-17617

Mobile networks have gone through a decade of security improvements ranging from better GSM encryption to stronger SIM card and SS7 configurations. These improvements were driven by research at this and other hacking conferences.

Meanwhile, the networks have also mushroomed in complexity by integrating an ever-growing number of IT technologies from SIP to WiFi, IPSec, and most notably web technologies.

This talk illustrates the security shortcomings when merging IT protocols into mobile networks. We bring back hacking gadgets long thought to be mitigated, including intercepting IMSI catchers, remote SMS intercept, and universal caller ID spoofing.

We explore which protection measures are missing from the mobile network and discuss how to best bring them over from the IT security domain into mobile networks.

Just as eusocial creatures like termites create pheromone infused mudballs which evolve into pillars, arches, chambers, etc., a single individual can maintain a collection of notes (a commonplace book, a zettelkasten) which contains memetic seeds of ideas (highly interesting to at least themselves). Working with this collection over time and continuing to add to it, modify it, link to it, and expand it will create a complex living community of thoughts and ideas.

Over time this complexity involves to create new ideas, new structures, new insights.

Allowing this pattern to move from a single person and note collection to multiple people and multiple collections will tend to compound this effect and accelerate it, particularly with digital tools and modern high speed communication methods.

(Naturally the key is to prevent outside selfish interests from co-opting this behavior, eg. corporate social media.)

‘how the demand for deeper human connection has sparked a profound reset in our relationships’.

The Meta Foresight (formerly Facebook IQ) team conducted a survey of 36,000 adults across 12 markets.

Among their key findings:

72% of respondents said that the pandemic caused them to reprioritize their closest friends
Young people are most open to using more immersive tech to foster connections (including augmented and virtual reality), though all users indicated that tech will play a bigger role in enhancing personal connections moving forward
37% of people surveyed globally reported reassessing their life priorities as a result of the pandemic

algorithmic radicalization

Explore this idea....

What does it look like quantitatively?

Important point - persistence can be because of negative reasons.

ReconfigBehSci. (2021, February 27). RT @PsyArXivBot: Re-opening live events and large venues after Covid-19 ‘lockdown’: Behavioural risks and their mitigations https://t.co/O… [Tweet]. @SciBeh. https://twitter.com/SciBeh/status/1366708138880217088

What an enormous challenge for those of us in faculty development and other "community-building" businesses. Are we actually serving when we help people acculturate? We might be. We also might be trying to capture peoples' time and attention and loyalty.

https://vimeo.com/232545219

from: Eyeo Conference 2017

• http://eyeofestival.com/2017/speaker/robin-sloan/
• https://vimeo.com/channels/eyeo2017/232545219

Description

Robin Sloan at Eyeo 2017 | Writing with the Machine | Language models built with recurrent neural networks are advancing the state of the art on what feels like a weekly basis; off-the-shelf code is capable of astonishing mimicry and composition. What happens, though, when we take those models off the command line and put them into an interactive writing environment? In this talk Robin presents demos of several tools, including one presented here for the first time. He discusses motivations and process, shares some technical tips, proposes a course for the future — and along the way, write at least one short story together with the audience: all of us, and the machine.

Notes

Robin created a corpus using If Magazine and Galaxy Magazine from the Internet Archive and used it as a writing tool. He talks about using a few other models for generating text.

Some of the idea here is reminiscent of the way John McPhee used the 1913 Webster Dictionary for finding words (or le mot juste) for his work, as tangentially suggested in Draft #4 in The New Yorker (2013-04-22)

Cross reference: https://hypothes.is/a/t2a9_pTQEeuNSDf16lq3qw and https://hypothes.is/a/vUG82pTOEeu6Z99lBsrRrg from https://jsomers.net/blog/dictionary

Croatian acapella singing: klapa https://www.youtube.com/watch?v=sciwtWcfdH4

Writing using the adjacent possible.

Corpus building as an art [~37:00]

Forgetting what one trained their model on and then seeing the unexpected come out of it. This is similar to Luhmann's use of the zettelkasten as a serendipitous writing partner.

Open questions

How might we use information theory to do this more easily?

What does a person or machine's "hand" look like in the long term with these tools?

Can we use corpus linguistics in reverse for this?

What sources would you use to train your model?

References:

• Andrej Karpathy. 2015. "The Unreasonable Effectiveness of Recurrent Neural Networks"
• Samuel R. Bowman, Luke Vilnis, Oriol Vinyals, et al. "Generating sentences from a continuous space." 2015. arXiv: 1511.06349
• Stanislau Semeniuta, Aliaksei Severyn, and Erhardt Barth. 2017. "A Hybrid Convolutional Variational Autoencoder for Text generation." arXiv:1702.02390
• Soroush Mehri, et al. 2017. "SampleRNN: An Unconditional End-to-End Neural Audio Generation Model." arXiv:1612.07837 applies neural networks to sound and sound production

https://www.youtube.com/watch?v=z3Tvjf0buc8

graph thinking

• intuitive
• speed, agility
• adaptability

; graph thinking : focuses on relationships to turn data into information and uses patterns to find meaning

property graph data model

• relationships (connectors with verbs which can have properties)
• nodes (have names and can have properties)

Examples:

• Purchase recommendations for products in real time
• Fraud detection

Use for dependency analysis

What is P2P (peer-to-peer) and what can you do with it? https://www.itpedia.nl/wp-content/uploads/2018/12/fingerworld.jpg.webp In a sense, Peer to Peer (P2P) networks are the social networks of the Internet. Every peer is equal to the others, and every peer has the same rights and duties as the others. Peers are clients and servers at the same time.

The sentiment that it is impossible to think without writing is patently wrong. While it's an excellent tool, it takes an overly textual perspective and completely ignores the value of orality an memory in prehistory.

Modern culture has lost so many of our valuable cultural resources that we have completely forgotten that they even existed.

Oral cultures certainly had networked thought, Luhmann and others simply can't imagine how it may have worked. We're also blinded by the imagined size of societies in pre-agricultural contexts. The size and scope of cities and city networks makes the history of writing have an outsized appearance.

Further, we don't have solid records of these older netowrks, a major drawback of oral cultures which aren't properly maintained, but this doesn't mean that they didn not exist.

How do we find the connections we don't know we're looking for?

Murphy, C., Laurence, E., & Allard, A. (2021). Deep learning of contagion dynamics on complex networks. Nature Communications, 12(1), 4720. https://doi.org/10.1038/s41467-021-24732-2

We need supply chains to route around problems in the same way that packets on the internet route around bottlenecks and broken connections.

Very interesting stuff in this section.

‘Social Networks Are Exporting Disinformation About Covid Vaccines’. Bloomberg.Com, 20 May 2021. https://www.bloomberg.com/news/articles/2021-05-20/facebook-instagram-twitter-export-covid-vaccine-misinformation-from-u-s.

Singh, K., Lima, G., Cha, M., Cha, C., Kulshrestha, J., Ahn, Y.-Y., & Varol, O. (2021). Misinformation, Believability, and Vaccine Acceptance Over 40 Countries: Takeaways From the Initial Phase of The COVID-19 Infodemic. ArXiv:2104.10864 [Cs]. http://arxiv.org/abs/2104.10864

Zhong, L., Diagne, M., Wang, W., & Gao, J. (2021). Country distancing increase reveals the effectiveness of travel restrictions in stopping COVID-19 transmission. Communications Physics, 4(1), 1–12. https://doi.org/10.1038/s42005-021-00620-5

Mizutaka, S., Mori, K., & Hasegawa, T. (2021). Synergistic epidemic spreading in correlated networks. ArXiv:2105.08992 [Physics, q-Bio]. http://arxiv.org/abs/2105.08992

This looks fascinating. I'm not so much interested in the coding/programming part as I am the actual "working in public" portions as they relate to writing, thinking, blogging in the open and sharing that as part of my own learning and growth as well as for sharing that with a broader personal learning network. I'm curious what lessons might be learned within this frame or how educators and journalists might benefit from it.

This still exists in the social media space, but has gotten even worse with the rise of algorithmic feeds.

An interesting data point in the evolution of networks

I wonder something related, but even broader, "How do we get everyone to work in public?"

Kozlowski, Diego, Jennifer Dusdal, Jun Pang, and Andreas Zilian. ‘Semantic and Relational Spaces in Science of Science: Deep Learning Models for Article Vectorisation’. ArXiv:2011.02887 [Physics], 5 November 2020. http://arxiv.org/abs/2011.02887.

Cantwell, G. T., Kirkley, A., & Newman, M. E. J. (2020). The friendship paradox in real and model networks. ArXiv:2012.03991 [Physics]. http://arxiv.org/abs/2012.03991

Drury, J., Rogers, M. B., Marteau, T., Yardley, L., Reicher, S., & Stott, C. (2021). Re-opening live events and large venues after Covid-19 ‘lockdown’: Behavioural risks and their mitigations. PsyArXiv. https://doi.org/10.31234/osf.io/ze8by

Kaiser, F., Ronellenfitsch, H., & Witthaut, D. (2020). Discontinuous transition to loop formation in optimal supply networks. Nature Communications, 11(1), 5796. https://doi.org/10.1038/s41467-020-19567-2

De Anda-Jauregui. G., Guzmán. P., Hernández-Rosales. M. (2007) The Contact Network of Mexico City. Physics and Society. Retrieved from: https://arxiv.org/abs/2007.14596

Lovely. This is such a great insight that I can already see is going to help me a lot.

NSA gets Juniper to put a backdoor in one of their products. The product gets compromised by a foreign government in 2015.

Milligan, C., Littlejohn, A., & Margaryan, A. (2014). Workplace Learning in Informal Networks. Journal of Interactive Media in Education.

Learning does not stop when an individual leaves formal education, but becomes increasingly informal, and deeply embedded within other activities such as work. This article describes the challenges of informal learning in knowledge intensive industries, highlighting the important role of personal learning networks. The article argues that knowledge workers must be able to self-regulate their learning and outlines a range of behaviours that are essential to effective learning in informal networks. The article identifies tools that can support these behaviours in the workplace and how they might form a personal work and learning environment.

https://search.ebscohost.com/login.aspx?direct=true&AuthType=shib&db=eric&AN=EJ1034717&site=eds-live&scope=site&custid=uphoenix

7/10

This is one of the key reasons people look to social media--for the connections and the network they don't have via non-digital means. Most of the people I've seen with large blogs or well-traveled websites have simply done a much better job of connecting and interacting with their audience and personal networks. To a great extent this is because they've built up a large email list to send people content directly. Those people then read their material and comment on their blogs.

This is something the IndieWeb can help people work toward in a better fashion, particularly with better independent functioning feed readers.

An apt analogy which I've used multiple times in the past.

So true!!!

Mentioned in the video https://youtu.be/lelmXaSibrc?t=17m35s

This reminds me of the beginning of the Civil Rights movement that grew out of the civic glue that arose out of prior work relating to rape cases several years prior.

I recall Zeynep Tufekci writing a bit about some of these tangential ideas in some of her social network writing. (Where's the link to that?)