Friday, January 15, 2010

AI books worth reading

I did simple cluster analysis of ~1000 references from publications in “Esseys Dedicated to the 50th Anniversary of Artificial Intelligence”. It turned out that only 14 references are used 3 or more times (Levenshtein distance < 20)

Here are results:

Turing, A.M.: Computing machinery and intelligence. Mind 59, 433–460 (1950)
Turing, A.M.: Computing machinery and intelligence. Mind 59(236)), 433–460 (1950)
Turing, A.M.: Computing machinery and intelligence. Mind (October 1950)
Turing, A.: Computing machinery and intelligence. Mind 59, 433–460 (1950)
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Chiel, H., Beer, R.: The brain has a body: adaptive behavior emerges from interactions of nervous system, body, and environment. Trends in Neurosciences 20, 553–557 (1997)
Chiel, H., Beer, R.: The brain has a body: adaptive behavior emerges from interactions of nervous system, body, and environment. Trends in Neurosciences 20, 553–557 (1997)
Chiel, H.J., Beer, R.D.: The brain has a body: adaptive behavior emerges from interactions of nervous system, body and environment. Trends in Neurosciences 20(12)), 553–557 (1997)
Chiel, H.J., Beer, R.D.: The brain has a body: Adaptive behavior emerges from interactions of nervous system, body and environment. Trends in Neurosciences 20, 553–557 (1997)
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Clark, A.: Being There: Putting Brain, Body, and World Together Again. MIT Press, Cambridge (1998)
Clark, A.: Being There – Putting Brain, Body, and World Together Again. MIT Press, Cambridge, MA (1997)
Clark, A.: Being there: putting brain, body and world together again. MIT Press, Cambridge (1997)
Clark, A.: Being There. Putting Brain, Body, and World Together. MIT Press, Cambridge (1997)
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Pfeifer, R., Scheier, C.: Understanding Intelligence. MIT Press, Cambridge (2001)
Pfeifer, R., Scheier, C.: Understanding Intelligence. MIT Press, Cambridge, MA (1999)
Pfeifer, R., Scheier, C.: Understanding Intelligence. The MIT Press, Cambridge, MA (1999)
Pfeifer, R., Scheier, C.: Understanding Intelligence. MIT Press, Cambridge, MA (1999)
Pfeifer, R., Scheier, C.: Understanding Intelligence. The MIT Press, Cambridge (1999)
Pfeifer, R., Scheier, C.: Understanding Intelligence. MIT Press, Cambridge (2000)
Pfeifer, R., Scheier, C.: Understanding Intelligence. MIT Press, Cambridge, MA (1999)
Pfeifer, R., Scheier, C.: Understanding Intelligence. MIT Press, Cambridge, MA (1996)
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Pfeifer, R., Bongard, J.: How the Body Shapes the Way We Think: A New View of Intelligence. MIT Press, Cambridge, MA (2007)
Pfeifer, R., Bongard, J.C.: How the Body Shapes the Way we Think – A New View of Intelligence. MIT Press, Cambridge, MA (2007)
Pfeifer, R., Bongard, J.: How the body shapes the way we think: a new view of intelligence. MIT press, Cambridge (2007)
Pfeifer, R., Bongard, J.C.: How the Body Shapes the Way we Think – A New View of Intelligence. MIT Press, Cambridge, MA (2007)
Pfeifer, R., Bongard, J.C.: How the body shapes the way we think: a new view of intelligence. MIT Press, Cambridge, MA (2007)
Pfeifer, R., Bongard, J.: How the body shapes the way we think: A new view of intelligence. MIT Press, Cambridge (2006)
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Lungarella, M., Metta, G., Pfeifer, R., Sandini, G.: Developmental robotics: a survey. Connection Science 15(4)), 151–190 (2003)
Lungarella, M., Metta, G., Pfeifer, R., Sandini, G.: Developmental robotics: a survey. Connection Science 15(4)), 151–190 (2003)
Lungarella, M., Metta, G., Pfeifer, R., Sandini, G.: Developmental robotics: A survey. Connection Science 15(4)), 151–190 (2003)
Lungarella, M., Metta, G., Pfeifer, R., Sandini, G.: Developmental Robotics: A Survey. Connection Science 15(4)), 151–190 (2003)
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Bongard, J., Zykov, V., Lipson, H.: Resilient machines through continuous self modeling. Science 314, 1118–1121 (2006)
Bongard, J.C., Zykov, V., Lipson, H.: Resilient machines through continuous selfmodeling. Science 314, 1118–1121 (2006)
Bongard, J., Zykov, V., Lipson, H.: Resilient machines through continuous selfmodeling. Science 314(5802)), 1118–1121 (2006)
Bongard, J., Zykov, V., Lipson, H.: Resilient Machines Through Continuous Self- Modeling. Science 314(5802)), 1118–1121 (2006)
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Sutton, R.S., Barto, A.G.: Reinforcement Learning: An Introduction. MIT Press, Cambridge (1998)
Sutton, R., Barto, A.: Reinforcement learning: An introduction. MIT Press, Cambridge,MA (1998)
Sutton, R., Barto, A.: Reinforcement learning: an introduction. MIT Press, Cambridge, MA (1998)
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Collins, S., Ruina, A., Tedrake, R., Wisse, M.: Efficient bipedal robots based on passivedynamic walkers. Science 307, 1082–1085 (2005)
Collins, S., Ruina, A., Tedrake, R., et al.: Efficient bipedal robots based on passivedynamic walkers. Science 307, 1082–1085 (2005)
Collins, S., Ruina, A., Tedrake, R., Wisse, M.: Efficient bipedal robots based on passive dynamic walkers. Science Magazine 307, 1082–1085 (2005)
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Brooks, R.A.: Intelligence without representation. Artificial Intelligence 47, 139– 159 (1991)
Brooks, R.A.: Intelligence without representation. Artificial Intelligence 47(1-3)), 139–160 (1991)
Brooks, R.A.: Intelligence without representation. Artificial Intelligence 47, 139– 159 (1991)
Brooks, R.A.: Intelligence without representation. Artificial Intelligence 47(47)), 139–159 (1991)
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Beer, R.D.: The dynamics of active categorical perception in an evolved model agent. Adaptive Behavior 11(4)), 209–243 (2003)
Beer, R.D.: The dynamics of active categorical perception in an evolved model agent. Adaptive Behavior 11(4)), 209–243 (2003)
Beer, R.: The dynamics of active categorical perception in an evolved model agent. Adaptive Behavior 11(4)), 209–243 (2003)
Beer, R.: The dynamics of active categorical percetion in an evolved model agent. Adaptive Behavior 11, 209–244 (2003)
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Lungarella, M., Pegors, T., Bulwinkle, D., Sporns, O.: Methods for quantifying the information structure of sensory and motor data. Neuroinformatics 3(3)), 243–262 (2005)
Lungarella, M., Pegors, T., Bulwinkle, D., Sporns, O.: Methods for quantifying the informational structure of sensory and motor data. Neuroinformatics 3(3)), 243–262 (2005)
Lungarella, M., Pegors, T., Bulwinkle, D., Sporns, O.: Methods for Quantifying the Informational Structure of Sensory and Motor Data. Neuroinformatics 3, 243–262 (2005)
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Lungarella, M., Sporns, O.: Mapping information flow in sensorimotor networks. PLoS Computational Biology 2, 1301–1312 (2006)
Lungarella, M., Sporns, O.: Mapping information flow in sensorimotor networks. PLoS Computational Biology 2(10)), 1301–1312 (2006)
Lungarella, M., Sporns, O.: Mapping Information Flow in Sensorimotor Networks. PLOS Computational Biology 2(10)), 1301–1312 (2006)
Lungarella, M., Sporns, O.: Mapping information flow in sensorimotor networks. PLoS Computational Biology 10, 1301–1312 (2006)
Lungarella, M., Sporns, O.: Mapping Information Flow in Sensorimotor Networks. PLOS Computational Biology 2, 1301–1312 (2006)
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Tedrake, R., Zhang, T.W., Seung, H.S.: Stochastic policy gradient reinforcement learning on a simple 3D biped. In: Proc. of 10th Int. Conf. on Intelligent Robots and Systems, pp. 3333–3338 (2004)
Tedrake, R., Zhang, T.W., Seung, H.S.: Stochastic policy gradient reinforcement learning on a simple 3D biped. In: Proc. of 10 th Int. Conf. on Intelligent Robots and Systems, pp. 3333–3338 (2004)
Tedrake, R., Zhang, T.W., Seung, H.S.: Stochastic policy gradient reinforcement learning on a simple 3D biped. In: Proc. of the 10th Int. Conf. on Intelligent Robots and Systems, pp. 2849–2854 (2004)
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CLUSTERS = 14

195x - 1
199x - 5
200x - 8

8x - Pfeifer, R., Scheier, C.: Understanding Intelligence. MIT Press, Cambridge, MA (1999)
6x - Pfeifer, R., Bongard, J.: How the Body Shapes the Way We Think: A New View of Intelligence. MIT Press, Cambridge, MA (2007)
5x - Lungarella, M., Sporns, O.: Mapping information flow in sensorimotor networks. PLoS Computational Biology 2, 1301–1312 (2006)
4x - Turing, A.M.: Computing machinery and intelligence. Mind 59, 433–460 (1950)
4x - Chiel, H., Beer, R.: The brain has a body: adaptive behavior emerges from interactions of nervous system, body, and environment. Trends in Neurosciences 20, 553–557 (1997)
4x - Lungarella, M., Metta, G., Pfeifer, R., Sandini, G.: Developmental robotics: a survey. Connection Science 15(4)), 151–190 (2003)
4x - Bongard, J., Zykov, V., Lipson, H.: Resilient machines through continuous self modeling. Science 314, 1118–1121 (2006)
4x - Brooks, R.A.: Intelligence without representation. Artificial Intelligence 47, 139– 159 (1991)
4x - Beer, R.D.: The dynamics of active categorical perception in an evolved model agent. Adaptive Behavior 11(4)), 209–243 (2003)
3x - Sutton, R.S., Barto, A.G.: Reinforcement Learning: An Introduction. MIT Press, Cambridge (1998)
3x - Collins, S., Ruina, A., Tedrake, R., Wisse, M.: Efficient bipedal robots based on passivedynamic walkers. Science 307, 1082–1085 (2005)
3x - Lungarella, M., Pegors, T., Bulwinkle, D., Sporns, O.: Methods for quantifying the information structure of sensory and motor data. Neuroinformatics 3(3)), 243–262 (2005)
3x - Tedrake, R., Zhang, T.W., Seung, H.S.: Stochastic policy gradient reinforcement learning on a simple 3D biped. In: Proc. of 10th Int. Conf. on Intelligent Robots and Systems, pp. 3333–3338 (2004)