AGI research. Just now re-reading Minsky's Society of Mind, and reading Goertzel's Engineering General Intelligence - Volume 1, and trying to integrate a lot of their ideas with stuff I've been doodling on for some time.
In addition to that, I'm working on some BPM stuff, looking into ways to more tightly integrate AI/ML services with automated BPM processes.
I also need to build a couple of new bookcases for my living room, so I can take all of these books that are stacked on every flat surface in sight, and put them away properly.
Sure, I have a whole pile (literally, see comment above about bookcases) of books on this topic that I have read, or will be reading. I'll compile a list and post it when I'm finished building this bookcase.
OK, here ya go. This list is, for now, just a raw dump of titles and authors. When I have some more time, I'll turn this into a proper blog post with more commentary, sorting / grouping of the titles, links to complementary resources
etc.
One bit of warning... the first half of this list includes everything "AI" related I've read (or am currently reading) for about the past two years. I say "AI" and not "AGI" because I haven't always bothered to make the distinction. So some of this stuff may not be relevant to you.
FYI, this list (especially the first half) is a heterogeneous lot that varies considerably along the "pop sci" to "academic" axis, as well as the "applied" to "theoretical" axis.
I'm also leaving off (for now anyway) most the "related, but not specifically about AI" stuff, like books on Probability, Bayesian Statistics, Graph Theory, etc., and books that are more about contemporary "Machine Learning" and "Deep Learning" topics. I do believe that there is a connection though, and that DL may play a role in building a truly intelligent system, so when I write the expanded blog post, I'll include more of that stuff.
OK, With no further ado, the "AI stuff I've read recently" list.
0. Blackboard Systems - Robert Engelmore & Tony Morgan
1. The Age of Spiritual Machines - Ray Kurzweil
2. The Emotion Machine - Marvin Minsky
3. The Society of Mind - Marvin Minsky
4. Possible Minds: 25 Ways of Looking at AI - John Brockman (ed)
5. AI Super-Powers: China, Silicon Valley and the New World Order - Kai-Fu Lee (more meta than actually about AI per-se)
6. Artificial Intelligence In Practice - Bernard Marr
7. Architects of Intelligence - Martin Ford
8. Gödel, Escher, Bach - Douglas Hofstadter
9. Superintelligence - Nick Bostrom
10. The Master Algorithm - Pedro Domingos
11. On Intelligence - Jeff Hawkins
12. Unified Theories of Cognition - Alan Newell
13. The AGI Revolution - Ben Goertzel
14. How To Create A Mind - Ray Kurzweil
15. Case-Based Reasoning: A Textbook - Michael M. Richter & Rosina O. Weber
16. The Age of Intelligent Machines - Ray Kurzweil
17. The Singularity is Near - Ray Kurzweil
18. An Introduction to MultiAgent Systems - Michael J. Wooldridge
19. Engineering General Intelligence - Volume 1 - Ben Goertzel
20. Artificial Intelligence: A Modern Approach - Peter Norvig & Stuart Russell
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Below here is the stuff that is in the "to read" queue. This part tends to run more to textbooks and more academic material and less of the "pop sci" stuff. The choices on this list were inspired by other reading and research I've done, which led me to believe this group of titles includes material that will be useful. YMMV.
21. Cause Effect Pairs in Machine Learning - Isabelle Guyon, Alexander Statnikov, & Berna Bakir Batu (eds)
22. Propositional, Probabilistic, and Evidential Reasoning: Integrating Numerical and Symbolic Approaches - Weiru Liu
23. Human Compatible - Stuart Russell
23. Rebooting AI - Gary Marcus & Ernest Davis
24. Artificial Intelligence - Melanie Mitchell
25. Protocol Analysis - K. Anders Ericsson & Herbert A. Simon
26. The Robot's Dilemma: The Frame Problem in Artificial Intelligence - Zenon W. Pylyshyn
27. Image and Mind - Stephen Michael Kosslyn
28. Elements of Episodic Memory - Endel Tulving
29. Things and Places: How The Mind Connects With The World - Zenon W. Pylyshyn
30. Information Algebras: Generic Structures for Inference - Jurg Kohlas
31. Probabilistic Logics and Probabilistic Networks - Rolf Haenni, Jan-Willem Romeijn, Gregory Wheeler & Jon Williamson
32. Knowledge-Based Systems in Artificial Intelligence - Randall Davis & Douglas B. Lenat
33. Building Large Knowledge-Based Systems - Douglas B. Lenat & R.V. Guha
34. Elements of Information Theory - Thomas M. Cover & Joy A. Thomas
35. The Bayesian Choice - Christian P. Robert
35. Machine Learning for Commonsense Reasoning Processes - Xenia Naidenova
36. Reinforcement Learning and Optimal Control - Dimitri P. Bertsekas
37. An Introduction to Kolmogorov Complexity and Its Applications - Ming Li & Paul Vitanyi
38. The Mechanical Mind: A Philosophical Introduction to Minds, Machines, and Mental Representation - Tim Crane
39. Constraining Cognitive Theories - Zenon W. Pylyshyn
40. Neuro-Dynamic Programming - Dimitri P. Bertsekas & John Tsitsiklis
41. The Language Instinct - Steven Pinker
42. How The Mind Works - Steven Pinker
43. Images and Words - Steven Pinker
44. Words and Rules - Steven Pinker
45. The Blank Slate - Steven Pinker
46. Consciousness Explained - Daniel Dennett
47. How to Build a Brain: A Neural Architecture for Biological Cognition - Chris Eliasmith
68. Scripts, Goals, and Planning - Roger C. Schank & Robert P. Abelson
69. Reasoning About Plans - James F. Allen, Henry A. Kautz, Richard N. Pelavin, & Josh D. Tenenberg
70. Generating Abstraction Hierarchies: An Automated Approach to Reducing Search in Planning - Craig A. Knoblock
71. Representations of Commonsense Knowledge - Ernest Davis
72. Approaches to Knowledge Representation - G.A. Ringland & D.A. Duce
73. Knowledge Representation - John F. Sowa
74. Conceptual Structures: Information Processing in Mind and Machine - John F. Sowa
75. Inside Computer Understanding - Roger C. Schank & Christopher K. Riesbeck
76. Integrating Rules and Connectionism for Robust Commonsense Reasoning - Ron Sun
77. Probabilistic Logic Networks - Ben Goertzel, et al.
78. The Subtlety of Sameness: A Theory and Computer Model of Analogy Making - Robert M. French
79. Analogy Making as Perception - Melanie Mitchell
80. Real World Reasoning - Ben Goertzel, et al.
81. Artificial General Intelligence - Ben Goertzel & Cassio Pennachin
82. The Hidden Pattern: A Patternist Philosophy of Mind - Ben Goertzel
83. Engineering General Intelligence - Volume 2 - Ben Goertzel, Cassio Pennachin, & Nil Geisweiller
84. Computation and Cognition - Zenon W. Pylyshyn
85. Universal Artificial Intelligence - Marcus Hutter
86. The Cambridge Handbook of Computational Psychology - Ron Sun
87. Handbook of Neuroevolution Through Erlang - Gene I. Sher
88. Readings in Cognitive Science: A Perspective from Psychology and Artificial Intelligence - Allan Collins & Edward E. Smith -- this one contains a LOT of seminal papers in the field, including one of the earliest papers on Semantic Networks by Ross Quillian. I actually put this on the wrong part of the list, as I'm about halfway through reading this one, but just remembered it and didn't want to renumber everything. Heh.
Eh, that's a pretty good chunk of the stuff I've got lying around here, waiting to be read. There's a handful of others, but my fingers are getting numb.
In addition to that, I'm working on some BPM stuff, looking into ways to more tightly integrate AI/ML services with automated BPM processes.
I also need to build a couple of new bookcases for my living room, so I can take all of these books that are stacked on every flat surface in sight, and put them away properly.