cshalizi + complexity 40
Ockham's Razor: Foundations - Carnegie Mellon Center for Formal Epistemology
5 weeks ago by cshalizi
Despite my presence on the program, this should actually be really good.
"Scientific theory choice is guided by judgments of simplicity, a bias frequently referred to as "Ockham's Razor". But what is simplicity and how, if at all, does it help science find the truth? Should we view simple theories as means for obtaining accurate predictions, as classical statisticians recommend? Or should we believe the theories themselves, as Bayesian methods seem to justify? The aim of this workshop is to re-examine the foundations of Ockham's razor, with a firm focus on the connections, if any, between simplicity and truth. "
self-promotion
occams_razor
philosophy_of_science
epistemology
kelly.kevin_t.
kith_and_kin
mayo.deborah
vapnik.v.n.
sober.elliott
leeb.hannes
wasserman.larry
model_selection
statistics
complexity
machine_learning
learning_theory
grunwald.peter
"Scientific theory choice is guided by judgments of simplicity, a bias frequently referred to as "Ockham's Razor". But what is simplicity and how, if at all, does it help science find the truth? Should we view simple theories as means for obtaining accurate predictions, as classical statisticians recommend? Or should we believe the theories themselves, as Bayesian methods seem to justify? The aim of this workshop is to re-examine the foundations of Ockham's razor, with a firm focus on the connections, if any, between simplicity and truth. "
5 weeks ago by cshalizi
Phys. Rev. Lett. 108, 128702 (2012): Emergent Criticality through Adaptive Information Processing in Boolean Networks
8 weeks ago by cshalizi
We study information processing in populations of Boolean networks with evolving connectivity and systematically explore the interplay between the learning capability, robustness, the network topology, and the task complexity. We solve a long-standing open question and find computationally that, for large system sizes N, adaptive information processing drives the networks to a critical connectivity Kc=2. For finite size networks, the connectivity approaches the critical value with a power law of the system size N. We show that network learning and generalization are optimized near criticality, given that the task complexity and the amount of information provided surpass threshold values. Both random and evolved networks exhibit maximal topological diversity near Kc. We hypothesize that this diversity supports efficient exploration and robustness of solutions. Also reflected in our observation is that the variance of the fitness values is maximal in critical network populations. Finally, we discuss implications of our results for determining the optimal topology of adaptive dynamical networks that solve computational tasks.
to:NB
complexity
8 weeks ago by cshalizi
Tim Noah: The Igloos Of Occupy Davos | The New Republic
january 2012 by cshalizi
"Incidentally, the competition is fierce, among panels that really are being held this year, for the one with the most risibly Davos-like name. "Global Risks 2012: The Safety of Our Safeguards" is a strong contender, as is "The New Context For Leadership." But I have to go with "Managing Complexity With The Santa Fe Institute." It combines a deeply serious tone with a total absence of discernible content; unsubtle institutional branding; and the gravest possible risk that attendees will perish from boredom. This is what you get when the best minds and/or fattest wallets assemble to congratulate one another for being on top."
complexity
santa_fe_institute
ouch
via:probably_better_not_to_say
to:blog
january 2012 by cshalizi
[1112.1440] Complex Systems: A Survey
december 2011 by cshalizi
"A complex system is a system composed of many interacting parts, often called agents, which displays collective behavior that does not follow trivially from the behaviors of the individual parts. Examples include condensed matter systems, ecosystems, stock markets and economies, biological evolution, and indeed the whole of human society. Substantial progress has been made in the quantitative understanding of complex systems, particularly since the 1980s, using a combination of basic theory, much of it derived from physics, and computer simulation. The subject is a broad one, drawing on techniques and ideas from a wide range of areas. Here I give a survey of the main themes and methods of complex systems science and an annotated bibliography of resources, ranging from classic papers to recent books and reviews."
in_NB
have_read
complexity
kith_and_kin
newman.mark
december 2011 by cshalizi
nsf.gov - DMS - Funding - Computational and Data-Enabled Science and Engineering in Mathematical and Statistical Sciences - US National Science Foundation (NSF)
december 2011 by cshalizi
Statistical & data mining methods for complex systems and for networks are particularly mentioned.
grants
statistics
complexity
network_data_analysis
december 2011 by cshalizi
CRC Press Online - Book: Introduction to the Modeling of Complex Systems
may 2011 by cshalizi
No further information shows up on the web, so I have no idea if this will be any good.
books:noted
complexity
modeling
may 2011 by cshalizi
Solé, R.V.: Phase Transitions.
march 2011 by cshalizi
Possibly suitable for adoption in the undergrad complex systems class?
books:noted
sole.ricard
kith_and_kin
phase_transitions
statistical_mechanics
complexity
to_teach:complexity-and-inference
to:NB
march 2011 by cshalizi
What is a complex system? - PhilSci-Archive
march 2011 by cshalizi
Unless this has changed drastically from the version Karoline showed me in Bristol in October.
complexity_measures
complexity
kith_and_kin
have_read
wiesner.karoline
march 2011 by cshalizi
Mechanisms in Dynamically Complex Systems - PhilSci-Archive
january 2011 by cshalizi
"In recent debates mechanisms are often discussed in the context of ‘complex systems’ which are understood as having a complicated compositional structure. ... another, radically different kind of complex system ... that many scientists regard as the only genuine kind of complex system ... highly non-trivial dynamical patterns on the basis of structurally simple arrangements of large numbers of non-linearly interacting constituents. The characteristic dynamical patterns ... arise from the interaction of the system’s parts largely irrespective of many properties of these parts. Dynamically complex systems can exhibit surprising statistical characteristics ... calls for an explanation in terms of underlying generating mechanisms. ... dynamically complex systems are not sufficiently covered by the available conceptions of mechanisms..."
philosophy_of_science
explanation_by_mechanisms
complexity
january 2011 by cshalizi
Philosophy and Simulation: The Emergence of Synthetic Reason - Continuum
january 2011 by cshalizi
I have liked DeLanda's recent books, though I still find _War in the Age of Intelligent Machines_ bad, and don't get what he sees in Deleuze. I look forward to this one with interest.
books:noted
simulation
complexity
cellular_automata
agent-based_models
philosophy_of_science
delanda.manuel
post-structuralism
january 2011 by cshalizi
James S. McDonnell Foundation: Apply for a Grant
december 2010 by cshalizi
Deadline, 15 March.
grants
complexity
december 2010 by cshalizi
APPLICATIONS OF AUTOMATA THEORY AND ALGEBRA
february 2010 by cshalizi
I actually read chunks of this while in graduate school. It was... strange.
complexity
automata_theory
borderline_psychoceramica
books:noted
february 2010 by cshalizi
Sandra Mitchell: Unsimple Truths: Science, Complexity, and Policy
february 2010 by cshalizi
"The world is complex, but acknowledging its complexity requires an appreciation for the many roles context plays in shaping natural phenomena.... deference to reductive explanations founded on simple universal laws, linear causal models, and predict-and-act strategies fails to accommodate the kinds of knowledge that many contemporary sciences [provide] about the world. ... new understanding that represents the rich, variegated, interdependent fabric of many levels and kinds of explanation that ... ground effective prediction and action. ... draws from diverse fields including psychiatry, social insect biology, and studies of climate change to defend ... a theory of scientific practices that makes sense of how [sciences] represent multi-level, multi-component, dynamic structures ... must revise how we conceptualize the world, how we investigate the world, and how we act in the world. ... the very idea of what should count as legitimate science itself should change."
books:noted
complexity
public_policy
decision-making
philosophy_of_science
to_be_shot_after_a_fair_trial
february 2010 by cshalizi
Beyond DSGE Models: Towards an Empirically-Based Macroeconomics
august 2009 by cshalizi
My reaction to the first half is "preach it, brothers and sisters!" Perhaps inevitably, the constructive proposals of the 2nd half are less compelling.
economics
macroeconomics
macro_from_micro
agent-based_models
complexity
econometrics
economic_policy
social_engineering
via:?
have_read
re:your_favorite_dsge_sucks
august 2009 by cshalizi
Dismal Science » American Scientist
february 2009 by cshalizi
Steve Durlauf digs in to Philip Mirowski with teeth and claws.
book_reviews
economics
chaos
complexity
collective_cognition
social_life_of_the_mind
durlauf.steven
mirowski.philip
evisceration
february 2009 by cshalizi
The Allure of Machinic Life - The MIT Press
september 2008 by cshalizi
I read some chapters of an early draft - I want to say this was in 2002! - and am curious to see how it's developed.
artificial_life
the_french_disease
johnston.john
complexity
books:noted
september 2008 by cshalizi
[0807.4838] Complex and Adaptive Dynamical Systems: A Primer
july 2008 by cshalizi
Full text of book published by Springer, sans snazy formatting. Looks non-crazy based on the preface and table of contents.
to:NB
complexity
dynamical_systems
chaos
synchronization
boolean_networks
hypercycles
neural_networks
books:noted
july 2008 by cshalizi
Complexity: Hierarchical Structure and Scaling in Phyiscs [Badii and Politi] Labyrinth Books
june 2008 by cshalizi
Unquestionably still the best book on the mathematical foundations of complex systems theory, and the measurement of complexity.
books:recommended
complexity
cellular_automata
dynamical_systems
ergodic_theory
information_theory
automata_theory
formal_languages
chaos
algorithmic_information_theory
hierarchical_structure
badii.remo
politi.antonio
june 2008 by cshalizi
The Toolbox Does Not Shrink (Aaron Swartz's Raw Thought)
may 2008 by cshalizi
Aaronsw on Elster's latest book, an unread copy of which glares at me from the shelf as I type.
elster.jon
social_science_methodology
philosophy_of_science
swartz.aaron
book_reviews
complexity
economics
political_economy
sociology
institutions
decision-making
decision_theory
to_teach:complexity-and-inference
may 2008 by cshalizi
Navigating Social-Ecological Systems: Building Resilience for Complexity and Change - Cambridge University Press
may 2008 by cshalizi
I don't know most of this crew, but Bobbi Low & Carl Simon are good people... In our library.
books:noted
environmental_management
complexity
adaptive_behavior
institutions
ecology
may 2008 by cshalizi
fm/fn : esthétique, complexité, modélisation et expérimentation
february 2008 by cshalizi
"Après une brève introduction de la mécanique statistique et de la théorie des probabilités dans les systèmes complexes (Boltzmann, Wiener, Poitcaré, Kolmogorov), puis la discussion s’attachera aux recherches de Crutchfield et Shalizi sur les eps
no_such_thing_as_bad_publicity
complexity
prediction
art
probability
computational_mechanics
statistical_mechanics
february 2008 by cshalizi
The Sciences of the Artificial - Simon (@Labyrinth)
february 2008 by cshalizi
One of those wonderful little books which shape how you think about everything.
complexity
cognition
ai
semantics_from_syntax
adaptive_behavior
bounded_rationality
institutions
hierarchical_structure
books:recommended
decision-making
economics
design
methodology
modeling
simulation
organizations
simon.herbert
february 2008 by cshalizi
A Thousand Years of Nonlinear History - DeLanda (@Labyrinth)
february 2008 by cshalizi
Surprisingly sane; notes at http://bactra.org/weblog/algae-2006-05.html
delanda.manuel
world_history
great_transformation
linguistics
language_history
globalization
cities
institutions
memes
complexity
materialism
philosophy
emergence
economics
economic_history
books:recommended
february 2008 by cshalizi
"Complexity: An Invitation to Statisticians"
november 2007 by cshalizi
No paper plugging complexity research to statisticians, and ending with a citation to one of my papers, can be all bad, even if it is written in the evil Word.
lane.david
statistics
complexity
november 2007 by cshalizi
The Computational Beauty of Nature: supplementary site
october 2007 by cshalizi
Source code for simulations - can I get them to work? hard to assign if not
complexity
simulation:instructional
to_teach:complexity-and-inference
cellular_automata
fractals
chaos
agent-based_models
genetic_algorithms
flake.gary_william
october 2007 by cshalizi
The Computational Beauty of Nature - Gary William Flake
october 2007 by cshalizi
Required text for my "chaos, complexity and inference" class
complexity
to_teach:complexity-and-inference
cellular_automata
diagonalization
godels_theorem
uncomputability
recursion
fractals
agent-based_models
chaos
control_of_chaos
genetic_algorithms
evolutionary_computation
modeling
simulation
simulation:instructional
computation
books:recommended
flake.gary_william
october 2007 by cshalizi
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