Stewart Wilson

Stewart Wilson's AcademicInfluence.com Rankings

Stewart Wilson

Computer Science

#5303

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#5602

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Machine Learning

#1356

World Rank

#1377

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Database

#2460

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#2577

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computer-science Degrees

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Computer Science

Stewart Wilson's Degrees

PhD Computer Science Stanford University
Masters Computer Science University of California, Berkeley
Bachelors Computer Science University of California, Berkeley

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Stewart Wilson's Published Works

Number of citations in a given year to any of this author's works

Total number of citations to an author for the works they published in a given year. This highlights publication of the most important work(s) by the author

Published Works

Classifier Fitness Based on Accuracy (1995) (1507)
Genetic and Evolutionary Computation — GECCO 2003 (2003) (869)
An algorithmic description of XCS (2000) (594)
ZCS: A Zeroth Level Classifier System (1994) (574)
Get Real! XCS with Continuous-Valued Inputs (1999) (402)
Knowledge Growth in an Artificial Animal (1985) (345)
The animat path to AI (1991) (308)
Toward the Evolution of Dynamical Neural Networks for Minimally Cognitive Behavior (1996) (288)
Generalization in the XCS Classifier System (1998) (280)
Learning Classifier Systems, From Foundations to Applications (2000) (271)
Toward a theory of generalization and learning in XCS (2004) (253)
Mining Oblique Data with XCS (2000) (250)
From Animals to Animats: Proceedings of The First International Conference on Simulation of Adaptive Behavior (Complex Adaptive Systems) (1990) (208)
Classifiers that approximate functions (2002) (204)
From Animals to Animats 5. Proceedings of the Fifth International Conference on Simulation of Adaptive Behavior (1997) (202)
Co-evolution of Pursuit and Evasion II: Simulation Methods and Results (1996) (186)
A Critical Review of Classifier Systems (1989) (183)
What Is a Learning Classifier System? (1999) (145)
Learning to Use Selective Attention and Short-Term Memory in Sequential Tasks (1996) (127)
Learning classifier systems: a survey (2007) (124)
A Developmental Model for the Evolution of Complete Autonomous Agents (1996) (123)
Function Approximation With XCS: Hyperellipsoidal Conditions, Recursive Least Squares, and Compaction (2008) (119)
Toward Optimal Classifier System Performance in Non-Markov Environments (2000) (113)
Classifier Systems and the Animat Problem (1987) (109)
Function approximation with a classifier system (2001) (108)
On the Retino-Cortical Mapping (1983) (105)
Learning classifier systems: New models, successful applications (2002) (104)
A Study of Territoriality: The Role of Critical Mass in Adaptive Task Division (1996) (103)
Compact Rulesets from XCSI (2001) (101)
Newboole: A Fast GBML System (1990) (87)
Emergent Adaptive Lexicons (1996) (87)
A Possibility for Implementing Curiosity and Boredom in Model-Building Neural Controllers (1991) (83)
Hierarchical Credit Allocation in a Classifier System (1987) (81)
Emergent Hierarchical Control Structures: Learning Reactive/Hierarchical Relationships in Reinforcement Environments (1996) (80)
Robotic “Food” Chains: Externalization of State and Program for Minimal-Agent Foraging (1996) (79)
How XCS evolves accurate classifiers (2001) (79)
Postural primitives: Interactive Behavior for a Humanoid Robot Arm (1996) (78)
State of XCS Classifier System Research (1999) (77)
Explore/Exploit Strategies in Autonomy (1996) (76)
Generalization in the XCSF Classifier System: Analysis, Improvement, and Extension (2007) (72)
GA-Easy Does Not Imply Steepest-Ascent Optimizable (1991) (70)
From Animals to Animats: Proceedings of the International Conference on Simulation of Adaptive Behavior (1st) Held in Paris, France on 24-28 September 1990 (1991) (61)
Learning Hierarchical Control Structures for Multiple Tasks and Changing Environments (1998) (59)
Not) Evolving Collective Behaviours in Synthetic Fish (1996) (54)
Extending XCSF beyond linear approximation (2005) (53)
Perceptron redux: emergence of structure (1990) (52)
Prediction update algorithms for XCSF: RLS, Kalman filter, and gain adaptation (2006) (52)
The Evolution of Communication Schemes Over Continuous Channels (1996) (52)
Cell Interactions as a Control Tool of Developmental Processes for Evolutionary Robotics (1996) (50)
Evolution and Co Evolution of Computer Programs to Control Independently Acting Agents (1991) (50)
Dominance interactions, spatial dynamics and emergent reciprocity in a virtual world (1996) (49)
Environment structure and adaptive behavior from the ground up (1993) (48)
Locating Odor Sources in Turbulence with a Lobster Inspired Robot (1996) (48)
Bid Competition and Specificity Reconsidered (1988) (47)
Action Selection methods using Reinforcement Learning (1996) (46)
Dynamics of Co-evolutionary Learning (1996) (45)
Classifier systems and the animat problem (2004) (43)
Self-Taught Visually-Guided Pointing for a Humanoid Robot (1996) (42)
The Genetic Algorithm and Biological Development (1987) (41)
XCS with computed prediction for the learning of Boolean functions (2005) (40)
Classifier Conditions Using Gene Expression Programming (2008) (40)
Hyper-ellipsoidal conditions in XCS: rotation, linear approximation, and solution structure (2006) (39)
Three Architectures for Continuous Action (2005) (38)
Quasi-Darwinian Learning in a Classifier System (1987) (38)
Increasing Adaptivity through Evolution Strategies (1996) (38)
Genetic and Evolutionary Computation — GECCO 2003 (2003) (38)
The Evolutionary Cost of Learning (1996) (37)
Classifier prediction based on tile coding (2006) (35)
Classifier Systems for Continuous Payoff Environments (2004) (35)
A Computational Model of Context Processing (2000) (35)
XCS with computed prediction in continuous multistep environments (2005) (35)
Lookahead Planning and Latent Learning in a Classifier System (1991) (35)
Categorization in a real-world agent using haptic exploration and active perception (1996) (34)
The Genetic Algorithm and Simulated Evolution (1987) (32)
Mixed Decision Trees: Minimizing Knowledge Representation Bias in LCS (2004) (32)
Using convex hulls to represent classifier conditions (2006) (31)
Learning to Perceive the World as Articulated: An Approach for Hierarchical Learning in Sensory-Motor Systems (1998) (30)
XCS with computed prediction in multistep environments (2005) (30)
Some adaptive movements of animats with single symmetrical sensors (1996) (29)
Coevolving Communicative Behavior in a Linear Pursuer-Evader Game (1998) (27)
Human Simulation of Adaptive Behavior: Interactive studies of pursuit, evasion, courtship, fighting, and play (1996) (27)
The blind breeding the blind: adaptive behavior without looking (1994) (21)
Adaptive 'Cortical' Pattern Recognition (1985) (20)
Sexual Swimmers: Emergent Morphology and Locomotion Without a Fitness Function (1996) (20)
Incremental Self-Improvement for Life-Time Multi-Agent Reinforcement Learning (1996) (19)
Maze Navigation Using Optical Flow (1996) (19)
An Evolved Fuzzy Reactive Control System for Co-Operating Autonomous Robots (1996) (19)
No Bad Dogs: Ethological Lessons for Learning in Hamsterdam (1996) (18)
Spatial exploration, map learning, and self-positioning with MonaLysa (1996) (18)
Handling Time-Warped Sequences with Neural Networks (1996) (18)
Collective Behavior by Modular Reinforcement-Learning Animats (1996) (17)
Collective sorting and segregation in robots with minimal sensing (1998) (17)
Reinforcement Learning and Animat Emotions (1996) (17)
Navigating With a Rat Brain: A Neurobiologically-Inspired Model for Robot Spatial Representation (1991) (16)
Risk Sensitive and Ambiguity Reducing Dominance Interactions in a Virtual Laboratory. (1998) (15)
A Finer-Grained Motivational Model of Behaviour Sequencing (1996) (15)
Advances in Learning Classifier Systems. Fourth International Workshop (2004) (14)
A New Control Architecture Combining Reactivity, Planning, Deliberation and Motivation for Situated Autonomous Agent (1996) (13)
Landmark-Based Navigation for a Mobile Robot (1998) (13)
Evolving Action Selection and Selective Attention Without Actions, Attention, or Selection. (1998) (13)
What Are Emotions For? Commitments Management and Regulation Within Animals/Animats Encounters (1996) (12)
Proceedings of the second international conference on From animals to animats 2 : simulation of adaptive behavior: simulation of adaptive behavior (1993) (12)
Automatic Generation of Adaptive Programs (1996) (12)
From Animals to Animats 6 (2000) (11)
Oscillation-enhanced adaptability in the vicinity of a bifurcation: the example of foraging in ants (1996) (10)
Evolving Obstacle Avoidance Behavior in a Robot Arm (1996) (10)
Synthetic Robotic Language Acquisition by Observation (1996) (10)
Reinforcement Learning Architectures for Animats (1991) (10)
Advances in learning classifier systems : Third International Workshop, IWLCS 2000, Paris, France, September 15-16, 2000 : revised papers (2001) (10)
BISAM: From small mammals to a four-legged walking machine (1998) (10)
How Should a Robot Discriminate Between Objects (1998) (9)
Autoencoding With a Classifier System (2019) (9)
Robot Ethology: A Proposal for the Research into Intelligent Autonomous Systems (1991) (9)
An Incremental Multiplexer Problem and Its Uses in Classifier System Research (2001) (9)
Studies of the XCSI classifier system on a data mining problem (2001) (9)
Emergence of a Multi-Agent Architecture and New Tactics For the Ant Colony Food Foraging Problem Using Genetic Programming (1996) (9)
Robot Sheepdog Project achieves automatic flock control (1998) (9)
How to attract females: further robotic experiments in cricket phonotaxis (1996) (9)
How insects learn about the sun's course: alternative modeling approaches (1996) (8)
Some Armchair Worries about Wheeled Behavior (1998) (8)
Coevolution of pattern generators and recognizers (2009) (8)
MMC - a recurrent neural network which can be used as manipulable body model (1998) (8)
Emotion-driven Learning for Animat Control (1998) (8)
What it Means for Robot Behaviour to be Adaptive (1991) (8)
Cooperative Versus Competitive System Elements in Coevolutionary Systems (1996) (7)
Computational Models of Classical Conditioning: A Comparative Study (1998) (7)
Generalization in Evolutionary Learning (1997) (7)
Credit Assignment for Pole Balancing with Learning Classifier Systems. In (1995) (7)
The Computational Hoverfly; a Study in Computational Neuroethology (1991) (7)
Evolving Motion-tracking Behaviour For a Panning Camera Head (1998) (7)
Temporary memory for examples can speed learning in a simple adaptive system (1993) (7)
Towards a Theory of Emergent Functionality (1991) (7)
Learning Hill-Climbing Functions as a Strategy for Generating Behaviors in a Mobile Robot (1991) (7)
Tough guys don't dance: Intention movements and the evolution of signalling in animal contests (1998) (6)
Modular growing network architectures for TD learning (1996) (6)
Evolution of visually-guided approach behaviour in recurrent artificial neural network robot controllers (1998) (6)
Learning Classifier Systems, International Workshops, IWLCS 2003-2005, Revised Selected Papers (2007) (6)
Learning Navigational Behaviors using a Predictive Sparse Distributed Memory (1996) (6)
Self-improving Reactive Agents: Case Studies of Reinforcement Learning Frameworks (1991) (6)
An Autonomous System for Extracting Fuzzy Behavioral Rules in Mobile Robotics (1996) (5)
Classifier System Mapping of Real Vectors (1992) (5)
A Bottom-Up Mechanism for Behavior Selection in an Artificial Creature (1991) (5)
Coordination in a six-legged walking system. Simple solutions to complex problems by exploitation of physical properties (1996) (5)
Eight Principles for Building an Intelligent Robot (1991) (5)
Challenges for Complete Creature Architectures (1991) (5)
Advances in learning classifier systems : 4th International Workshop, IWLCS 2001, San Francisco, CA, USA, July 7-8, 2001 : revised papers (2002) (5)
Classifier Conditions based on Convex Hulls Pier Luca Lanzi (2005) (5)
Biomimetic Sonar Processing: From Dolphin Echolocation to Artificial Neural Networks (1991) (4)
Schemas for Prey-Catching in Frog and Toad (1991) (4)
Motivated Animat navigation: a visually guided approach (1998) (4)
The Evolution of Behavior: Some Experiments (1991) (4)
Proceedings of the third international conference on Simulation of adaptive behavior : from animals to animats 3: from animals to animats 3 (1994) (4)
XCS with Computable Prediction in Multistep Environments (2005) (4)
Learning classifier systems : 5th International Workshop, IWLCS 2002, Granada, Spain, September 7-8, 2002 : revised papers (2003) (4)
Learning Distributed Strategies for Traffic Control (1998) (4)
The Neural Basis of Behavioral Choice in an Artificial Insect (1991) (4)
Learning Classifier Systems: 5th International Workshop, Iwlcs 2002, Granada, Spain, September 2002: Revised Papers (Lecture Notes in Artificial Intelligence) (2004) (4)
Rosetta: Toward a Model of Learning Problems (1989) (3)
From lampreys to salamanders: evolving neural controllers for swimming and walking (1998) (3)
Extended classifiers for simulation of adaptive behavior (1991) (3)
Behaviors Coordination Using Restless Bandits Allocation Indexes (1998) (3)
Computational Neuroethology: A Provisional Manifesto (1991) (3)
Variable binding and predicate representation in a behavior-based architecture (1996) (3)
Simulated and situated models of chemical trail following in ants (1998) (3)
Generalization in Instrumental Learning (1996) (3)
Dynamical Systems for the Behavioral Organization of an Anthropomorphic Mobile Robot (1998) (3)
Autoencoding with XCSF (2019) (3)
Building “Fungus Eaters”: Design Principles of Autonomods Agents (1996) (3)
Learning to Detour & Schema-Based Learning (1996) (2)
Autonomous Decision Making in Local Navigation (1998) (2)
Learning Classifier Systems (2002) (2)
Exploring Adaptive Agency II: Simulating the Evolution of Associative Learning (1991) (2)
Using A-Life to Study Bee Life: The Economics of Central Place Foraging (1996) (2)
Selection Behaviour in Caddis Fly Larvae (1998) (2)
Modeling of Emergent Ecology for Simulating Adaptive Behavior of Universal Computer Programs (1998) (2)
Adaptive animat navigation based on a flexibility model for the environment (1996) (2)
The Causal Analysis of an Adaptive System: Sex-Ratio Decisions as Observed in a Parasitic Wasp and Simulated by a Network Model (1991) (2)
The Experimental Study and Computer Simulation of Fish Behavior in the Uniform Environment (1996) (2)
Solving a Complex Prisoner's Dilemma with Self-Modifying Policies (1998) (2)
Efficient Model-Based Exploration (1998) (2)
Coordination of Leg Movement in Walking Animals (1991) (2)
Evolution of Plastic Neurocontrollers for Situated Agents (1996) (2)
Centrally-generated and reflexive control strategies in the adaptive behavior of real and simulated animals (1996) (2)
Polaroid and South Africa (1971) (2)
Some Parallels Between Associative Learning and Object Classification (1991) (1)
Ontogeny of Preferences in Guppies (Poecilia reticulata) Exposed to Food and Conspecifics (1991) (1)
Mechanism for the constant appearance of objects with varying viewing distance (A) (1979) (1)
Computer Simulation of an Animal Environment (1991) (1)
A Model of the Mechanisms Underlying Exploratory Behaviour (1991) (1)
The Animat Approach (1991) (1)
Morpho-Functional Machine: Robotics Approach of Amoeba Model based on Vibrating Potential Method (1998) (1)
Role of Behavior in the Development of Complex Neuronal Properties (1998) (1)
Evolution of protean behavior in pursuit-evasion contests (1998) (1)
Ethological and Psychological Models of Motivation Towards a Synthesis (1991) (1)
Robots and Representations (1998) (1)
Inversion of the Intensity Integral for the Doppler Core of Strong Solar Absorption Lines (1969) (1)
Introduction to the Special Issue: Learning Classifier Systems (2003) (1)
Behavior-Based Primitives for Articulated Control (1998) (1)
Mapbuilding using Self-Organising Networks in “Really Useful Robots” (1991) (1)
Genetic and evolutionary computation - GECCO 2003 : Genetic and Evolutionary Computation Conference, Chicago, IL, USA, July 12-16, 2003 : proceedings (2003) (1)
Competitive Co-Evolutionary Robotics: From Theory to Practice (1998) (1)
Cognitive Action Theory as a Control Architecture (1991) (1)
Cognitive Maps and Internal World Models (1991) (1)
Orientation Behavior Using Registered Topographic Maps (1996) (1)
Look Before You Leap: Peering Behavior for Depth Perception (1998) (1)
Investigation of a sensorimotor system for saccadic scene analysis: an integrated approach (1998) (1)
Market Trading Interactions as Collective Adaptive Behavior (1998) (1)
Evolving organisms that can reach for objects (1991) (1)
The Rise of Interaction (1991) (1)
Lego Vehicles: A Technology for Studying Intelligent Systems (1991) (1)
Dynamic Categorization of Explorative Behaviors for Emergence of Stable Sensorimotor Configurations (1998) (1)
On Simulating the Evolution of Communication (1996) (1)
Dynamic Action Sequences in Reinforcement Learning (1998) (0)
Architectures, Organizational Principles, and Functional Approaches (1991) (0)
Animal-Animat Coevolution: Using the Animal Population as Fitness Function (1998) (0)
An extension of Maes' Action Selection Mechanism for Animats (1998) (0)
On the Feasibility of Computational Artificial Life (1991) (0)
Incrementing Intelligent Systems by Design (1991) (0)
What is a classifier system?: a gentle introduction to accuracy-based classifier systems such as XCS (2007) (0)
Animal Simulations with *Logo: Massive Parallelism for the Masses (1991) (0)
Reinforcement Landmark Learning (1998) (0)
Bid Competit ion a n d Sp ecificity R econsider e d (1989) (0)
Modeling and Simulation of Animals' Movements (1991) (0)
Motivation and Emotion (1991) (0)
Adaptive Behavior of Quadruped Walking Robot under Periodic Perturbation (1998) (0)
A Society of Agents in Environmental Monitoring (1998) (0)
The Artificial Evolution of Behaviour (1991) (0)
Revised Papers from the Third International Workshop on Advances in Learning Classifier Systems (2000) (0)
Animats in Education (1991) (0)
The Engineering of Mind (1996) (0)
Perception and visually guided behavior (1998) (0)
Improving the DAC Architecture by Using Proprioceptive Sensors (1998) (0)
Attracting Similar Shapes Towards Each Other (1991) (0)
Assessing the role of social development in the evolution of cooperation (1998) (0)
Visual Looming as a range sensor for mobile robots (1998) (0)
Collective Learning for Spatial Collaboration (1998) (0)
An interview with Stewart W. Wilson (2011) (0)
An Adaptation Anomaly of a Genetic Algorithm (1991) (0)
Ontogeny and Learning (1991) (0)
Can Allied Reflexes Promote the Integration of a Robot's Behavior? (1991) (0)
The Contribution of Quantitative Models to the Long Distance Orientation Problems (1991) (0)
Learning To Do Without Cognition (1998) (0)
2 Frog and Fly : A 1-D Continuous-action Problem (2006) (0)
A Von Neumann Approach to a Genotype Expression in a Neural Animat (1991) (0)
Dynamics for vision-based autonomous mobile robots (1996) (0)
Bringing Representation Back to Life (1998) (0)
Action Selection and Behavioral Sequences (1998) (0)
Reviewers of Volume 7 (1980) (0)
A Self-Organizing Model of the Antennal Lobes (1996) (0)
A model of operant conditioning for adaptive obstacle avoidance (1996) (0)
Internal World Models and Navigation (1996) (0)
Four Important Issues in Cognitive Mapping (1991) (0)
Learning Concepts in Software Agents (1998) (0)
Pleasure: The Answer to Conflicting Motivations (1991) (0)
Species Abundance Adapted to the Energy Flow in Ecosystem Simulation (1998) (0)
Editorial Introduction - Learning Classifier Systems (2003) (0)
Multifunctionality: a fundamental property of behavior mechanisms based on dynamical systems (1998) (0)
Formation of Morphology anti Morpho-Function in a Linear-Cluster Robotic System (1998) (0)
Emergence of Functional Modularity in Robots (1998) (0)
Learning in psychologically plausible conditions: The Case of an Imaginary Pet Robot (1998) (0)
Temporal Pattern Learning in a Spiking Neuron Chain (1998) (0)
Emergent structures and behaviors (1998) (0)
Self-Organizing Internal Representation for Behavior Acquisition of Vision-Based Mobile Robots (1998) (0)
Instinct as an Inductive Bias for Learning Behavioral Sequences (1991) (0)
An investigation of two mediation strategies suitable for behavioural control in animals and animats (1991) (0)
Mate Choice and NK-Landscapes (1998) (0)
Representations for Artificial Organisms (1991) (0)
Planification versus sensory-motor conditioniiig: what are the issues? (1998) (0)
Evolution of Behavior (1991) (0)
The Animat and the Physician (1991) (0)
Perpetuating evolutionary emergence (1998) (0)
Studies on Self-organizing, Collective, and Cooperative Phenomena in Natural and Arti cial Computing (2010) (0)
Hierarchical Dishabituation of Visual Discrimination in Toads (1991) (0)
The Animat Approach to Adaptive Behavior (1996) (0)
Towards Adaptive Behaviour System Integration using Connectionist Infinite State Automata (1996) (0)
Evolutionary Design of Morphology and Intelligence in Robotic System Using Genetic Programming (1998) (0)
Adaptation to Multiple Robots Organization with Organizational Knowledge on Formation (1998) (0)
Simulation Studies of Song Learning in Birds (1991) (0)
The evolution of subtle manoeuvres in simulated hockey (1998) (0)
A biological visuo-rnotor system: how dissimilar maps interact to produce behavior (1991) (0)
Evolution as pattern processing: TODO as substrate for evolution (1991) (0)
Beyond physical grounding and naive time: investigations into short-term memory for autonomous agents (1998) (0)
Biological and Computational Stereo Vision (1991) (0)
Skill Acquisition and Self-Improvement for Environmental Change Adaptation of Mobile Robot (1998) (0)
Motivation and Emotions (1996) (0)
Structural Coupling of Cognitive Memories Through Adaptive Language Games (1998) (0)
Component-Based Adaptive Architecture with Classifier Systems (1998) (0)
News and notes (2004) (0)
Autonomous Agents, AI and Chaos Theory (1991) (0)
Theoretical issues—philosophical and psychological considerations (1998) (0)
Reply to accusations against Polaroid (1971) (0)
The Transfer Function Model (TFM) as a Tool for Simulating Gravity Wave Phenomena in the Mesosphere (2008) (0)
Perception and Motor Control (1991) (0)
Matching, maximizing and melioration as alternative descriptions of behaviour (1991) (0)
The evolution of information gathering: operational constraints (1991) (0)
A Subsymbolic+Symbolic Model for Learning Sequential Navigation (1998) (0)
3 Example : A ‘ Frog ’ Problem (2004) (0)

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Published Works

Stewart Wilson's AcademicInfluence.com Rankings