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Models of My Life

Models of My Life

by Herbert A. Simon 1991 415 pages
3.79
100+ ratings
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Key Takeaways

1. Early life shaped Simon's intellectual curiosity and interdisciplinary approach

"Since information processing theories of cognition represent a specific layer of explanation lying between behavior (above) and neurology (below), they resonate most strongly with theories that admit constructs of this kind."

Formative experiences: Simon's childhood in Milwaukee and his father's influence as an engineer and inventor laid the foundation for his interdisciplinary approach. His early exposure to engineering, economics, and political science sparked a curiosity that would later fuel his groundbreaking work.

Intellectual foundations:

  • Exposure to diverse fields through his father's work and personal library
  • Early interest in decision-making processes and organizational behavior
  • Fascination with the intersection of human cognition and machine capabilities

Simon's upbringing in a politically aware and intellectually stimulating environment fostered his ability to draw connections between seemingly disparate fields, a skill that would prove crucial in his later research.

2. Simon's journey through academia led to groundbreaking work in decision-making

"I have traveled a good deal in Japan, mostly for enjoyment but also from curiosity about Japanese methods of management."

Academic exploration: Simon's path through academia was marked by a constant search for new perspectives and approaches to understanding human decision-making.

Key milestones:

  • University of Chicago: Exposure to diverse fields and interdisciplinary thinking
  • UC Berkeley: Research on organizational decision-making
  • Carnegie Institute of Technology: Founding of the Graduate School of Industrial Administration

Simon's work on administrative behavior and decision-making in organizations laid the groundwork for his later contributions to artificial intelligence and cognitive psychology. His ability to apply rigorous scientific methods to complex human behaviors set him apart and paved the way for revolutionary insights.

3. The birth of artificial intelligence: Logic Theorist and list-processing languages

"By the end of 1955 we had invented list-processing languages for programming computers and had used them to create the Logic Theorist, the first computer program that solved non-numerical problems by selective search."

Breakthrough innovations: The development of the Logic Theorist and list-processing languages marked the birth of artificial intelligence as a field of study.

Key contributions:

  • Logic Theorist: First program to mimic human problem-solving processes
  • List-processing languages: Enabled computers to manipulate symbols and concepts
  • Information Processing Language (IPL): Pioneered structured programming concepts

These innovations demonstrated that computers could perform tasks previously thought to require human intelligence, opening up new possibilities for both AI and cognitive science research.

4. Pioneering cognitive psychology through computer simulation

"We seized the opportunity we saw to use the computer as a general processor for symbols (hence for thoughts) rather than just a speedy engine for arithmetic."

Paradigm shift: Simon and his colleagues revolutionized psychology by introducing computer simulation as a tool for understanding human cognition.

Key developments:

  • General Problem Solver (GPS): Modeled human problem-solving strategies
  • EPAM (Elementary Perceiver and Memorizer): Simulated human learning and memory
  • Protocol analysis: Used think-aloud methods to study human problem-solving processes

By creating computer programs that could mimic human thought processes, Simon and his team provided new insights into how the mind works and established cognitive psychology as a rigorous scientific discipline.

5. Collaboration and mentorship drove Simon's research forward

"Al and I worked hard to sharpen the procedure and put it in a form that we agreed was programmable on the computer."

Power of teamwork: Simon's most significant breakthroughs came through close collaboration with colleagues like Allen Newell and Cliff Shaw.

Key partnerships:

  • Allen Newell: Co-developer of Logic Theorist, GPS, and information processing theory
  • Cliff Shaw: Programming expert who implemented their ideas on computers
  • Graduate students: Contributed to expanding research into new areas

Simon's ability to work effectively in teams and mentor young researchers accelerated the pace of discovery and helped establish a new generation of cognitive scientists and AI researchers.

6. Simon's work bridged multiple disciplines and revolutionized problem-solving

"We want a problem whose answer has interest and value, but only if we have some ideas for approaching it."

Interdisciplinary impact: Simon's research had far-reaching implications across multiple fields, transforming our understanding of decision-making and problem-solving.

Areas of influence:

  • Economics: Bounded rationality and satisficing concepts
  • Political science: Organizational decision-making theories
  • Computer science: Foundations of artificial intelligence
  • Psychology: Information processing theory of cognition

By applying insights from one field to another, Simon demonstrated the power of interdisciplinary thinking in solving complex problems and advancing scientific understanding.

7. The evolution of AI: From general problem-solving to expert systems

"Production systems were important for the shift in cognitive science and artificial intelligence in the 1960s from systems like GPS, which relied on general problem-solving skills, to systems that relied on large stores of specific knowledge."

Paradigm evolution: Simon's work traced the development of AI from general problem-solving approaches to more specialized expert systems.

Key transitions:

  • General Problem Solver: Focused on universal problem-solving strategies
  • Chess programs: Explored domain-specific knowledge and heuristics
  • Production systems: Modeled expert decision-making through rule-based approaches

This evolution reflected a growing understanding of the importance of domain-specific knowledge in both human expertise and artificial intelligence systems.

8. Simon's legacy: Transforming our understanding of human cognition and AI

"We also had to be careful that Cliff Shaw's major role in our discoveries was properly recognized."

Lasting impact: Simon's work laid the foundation for modern cognitive science and artificial intelligence, continuing to influence research and applications today.

Key contributions:

  • Information processing theory: Framework for understanding human cognition
  • Bounded rationality: Recognizing limits of human decision-making capabilities
  • Artificial intelligence: Pioneering methods for creating intelligent machines

Simon's emphasis on collaboration, interdisciplinary thinking, and rigorous scientific methods set a standard for research in cognitive science and AI that continues to shape these fields today.

Last updated:

Review Summary

3.79 out of 5
Average of 100+ ratings from Goodreads and Amazon.

Models of My Life receives mixed reviews, with an average rating of 3.81 out of 5. Readers appreciate Simon's intellectual prowess and contributions to various fields but find the writing style dry at times. Many praise the book for its insights into scientific pursuits, decision-making, and academic life. Critics note the abundance of academic politics and self-promotion. Overall, readers value Simon's unique perspective as a polymath and his honest reflections on his career and personal life, despite some finding the book challenging to read.

Your rating:

About the Author

Herbert A. Simon was a renowned polymath who made significant contributions to multiple fields, including political science, economics, psychology, and artificial intelligence. He won both the Nobel Prize in Economics and the Turing Award. Simon pioneered research in decision-making, bounded rationality, and problem-solving. His work at Carnegie Mellon University spanned decades, where he explored human cognition and its implications for AI. Simon's interdisciplinary approach and ability to bridge various disciplines set him apart as a unique intellectual figure of the 20th century. His autobiography reflects his logical thinking and workaholic tendencies, as well as his commitment to scientific inquiry and understanding human thought processes.

Other books by Herbert A. Simon

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