Categories
Philosophy

Synthetic Biases

Context: What Is Synthetic Data? …and yet, with this – the bootstrap into virtualised abstraction becomes all but complete. Fascinating and clearly intersects with some of Jean Baudrillard’s observations on simulation, semiotics and reality. Training machine intelligence on data generated in virtual worlds solves some tricky problems but at what cost; where does the “real-world” […]

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Philosophy

The Recursive Enigmas of Battling Bias

Bias represents an interesting and potentially intractable problem. Regardless of how (or where) we seek to address or interdict it, there exists an intrinsic, endemic property of complex information and energy-processing (i.e. logical, material) systems that natively orients those entities towards abstraction, abbreviation and mnemonic compression. Bias is the persistence of logical errors that naturally […]

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Philosophy

AI: The Bias Inside

The bias in machine learning (and AI more generally) is the bias in data. The bias in data replicates the bias in ourselves, our distributed social and cultural information-processing systems, and in the natural orientation of complex information and energy-processing systems towards autonomous self-propagation through optimally-concise self-representational abstraction(s). Machine Learning applies mathematical heuristics to extract […]

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technology

Biased AI & Inequitable Algorithmic Justice

Context: Can you make AI fairer than a judge? Play our courtroom algorithm game Bias in AI only ever really focuses and amplifies existing inequality as a function and retrospective, combinatorial abbreviation of historical data. This itself is no great or new revelation: we generate automated decision-making systems that recursively reinforce aggregate cultural dependencies and […]

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culture

On Moral Machines and Embodied Biases

Context: The Appearance of Robots Affects Our Perception of the Morality of Their Decisions Curious: “People consider moral decisions made by humanoid robots to be less ethically sound than when another human or traditional-looking robot makes the same decision.” The uncanny valley rides again. This is a particular instance of a general principle. The apperception […]

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Philosophy

Implicit Bias in Artificial Intelligence: the fault is not in our stars…

For all our aspirations to escape the implicit biases and semantic turbulence of cognition, culture and the diverse linguistic or other semi-formal behavioural and conceptual encoding grammars we inhabit, there are very likely intrinsic symmetries in information and communications systems that orient them towards qualititatively dissonant outcomes. Biases are functional amplifications of difference and information […]

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technology

Algorithmic Bias

The problematic persistence of algorithmic bias is a mystery to me. Not, as it happens, because I am particularly baffled or confronted by this form of technological encoding and mediated emergence of core social and cultural inaccuracies, assumptions and deep-seated human insecurities. It is much simpler than that, in the end. Machine-intelligence powered classificatory systems […]

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Philosophy

The Necessity of Cognitive Bias

I honestly wonder sometimes if we make sense of the world or if the world makes sense of (and through) us; it is most certainly true that the information patterns of this world inhabit our minds just as much as we inhabit them. Cognitive biases, for instance, are those endemic psychological faux pas through which […]

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culture

Social Computation, Complexity and the Constructive Necessity of Dissonance

Some reflections occurred to me while listening to this Santa Fe Institute podcast today: Rajiv Sethi on Stereotypes, Crime, and The Pursuit of Justice, What of questions concerning the nature of social, psychological and cultural value systems when considered as a unified whole? While it is clear that the aggregate macrostate of any particular system […]

Categories
systems

Disentangling the Enigmatic Adversities of Socioeconomic Recursion

The distributed information systems which we experience as social, cultural, economic and cognitive (or technologically-mediated) reality are implicitly weighted towards the self-replication and reproduction of existing patterns and biases.

Categories
systems

The Purpose of Stupid Ideas

Does human stupidity actually serve a sociological purpose ?