A Popperian Falsification of AI - Lighthill's Argument Defended

نویسنده

  • Steven Meyer
چکیده

The area of computation called artificial intelligence (AI) is falsified by describing a previous 1972 falsification of AI by British applied mathematician James Lighthill. It is explained how Lighthill’s arguments continue to apply to current AI. It is argued that AI should use the Popperian scientific method in which it is the duty of every scientist to attempt to falsify theories and if theories are falsified to replace or modify them. The paper describes the Popperian method in detail and discusses Paul Nurse’s application of the method to cell biology that also involves questions of mechanism and behavior. Arguments used by Lighthill in his original 1972 report that falsifed AI are discussed. The Lighthill arguments are then shown to apply to current AI. The argument uses recent scholarship to explain Lighthill’s assumptions and to show how the arguments based on those assumptions continue to falsify modern AI. An iimportant focus of the argument involves Hilbert’s philosophical programme that defined knowledge and truth as provable formal sentences. Current AI takes the Hilbert programme as dogma beyond criticism while Lighthill as a mid 20th century applied mathematician had abandoned it. The paper uses recent scholarship to explain John von Neumann’s criticism of AI that I claim was assumed by Lighthill. The paper discusses computer chess programs to show Lighthill’s combinatorial explosion still applies to AI but not humans. An argument showing that Turing Machines (TM) are not the correct description of computation is given. The paper concludes by advocating studying computation as Peter Naur’s Dataology.

برای دانلود متن کامل این مقاله و بیش از 32 میلیون مقاله دیگر ابتدا ثبت نام کنید

ثبت نام

اگر عضو سایت هستید لطفا وارد حساب کاربری خود شوید

منابع مشابه

Validation of Theory: Exploring and Reframing Popper’s Worlds

Popper’s well-known arguments describe the need for advancing social theory through a process of falsification. Despite Popper’s call, there has been little change in the academic process of theory development and testing. This paper builds on Popper’s lesser-known idea of “three worlds” (physical, emotional/conceptual, and theoretical) to investigate the relationship between knowledge, theory,...

متن کامل

Cognitive Architectures as Lakatosian Research Programs: Two Case Studies

Cognitive architectures—task-general theories of the structure and function of the complete cognitive system—are sometimes argued to be more akin to frameworks or belief systems than scientific theories. The argument stems from the apparent non-falsifiability of existing cognitive architectures. Newell was aware of this criticism and argued that architectures should be viewed not as theories su...

متن کامل

Cognitive Architectures as Lakatosian Research Programmes: Two Case Studies

Cognitive architectures—task-general theories of the structure and function of the complete cognitive system—are sometimes argued to be more akin to frameworks or belief systems than scientific theories. The argument stems from the apparent non-falsifiability of existing cognitive architectures. Newell (1990) was aware of this criticism and argued that architectures should be viewed not as theo...

متن کامل

Dual Intuitionistic

We consider a logic which is semantically dual (in some precise sense of the term) to intuitionistic. This logic can be labeled as “falsification logic”: it embodies the Popperian methodology of scientific discovery. Whereas intuitionistic logic deals with constructive truth and non-constructive falsity, and Nelson’s logic takes both truth and falsity as constructive notions, in the falsificati...

متن کامل

Paradox and Relativism

Since the time of Plato, relativism has been attacked as a self-refuting theory. Today, there are two basic kinds of argument that are used to show that global relativism is logically incoherent: first, a direct descendent of the argument Plato uses against Protagoras, called the peritrope; and, second, a more recent argument that relativism leads to an infinite regress. Although some relativis...

متن کامل

ذخیره در منابع من


  با ذخیره ی این منبع در منابع من، دسترسی به آن را برای استفاده های بعدی آسان تر کنید

برای دانلود متن کامل این مقاله و بیش از 32 میلیون مقاله دیگر ابتدا ثبت نام کنید

ثبت نام

اگر عضو سایت هستید لطفا وارد حساب کاربری خود شوید

عنوان ژورنال:
  • CoRR

دوره abs/1704.08111  شماره 

صفحات  -

تاریخ انتشار 2017