David W. Aha
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Why Is David W. Aha Influential?
(Suggest an Edit or Addition)David W. Aha'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
- Instance-based learning algorithms (2004) (2555)
- Instance-Based Learning Algorithms (1991) (2307)
- A Review and Empirical Evaluation of Feature Weighting Methods for a Class of Lazy Learning Algorithms (1997) (699)
- A Comparative Evaluation of Sequential Feature Selection Algorithms (1995) (502)
- Tolerating Noisy, Irrelevant and Novel Attributes in Instance-Based Learning Algorithms (1992) (473)
- Simplifying decision trees: A survey (1997) (334)
- Lazy Learning (1997) (301)
- Generalizing from Case studies: A Case Study (1992) (280)
- Weighting Features (1995) (259)
- DARPA’s Explainable Artificial Intelligence (XAI) Program (2019) (240)
- Intelligent lessons learned systems (2001) (228)
- Learning to Win: Case-Based Plan Selection in a Real-Time Strategy Game (2005) (223)
- Conversational Case-Based Reasoning (2001) (213)
- INSTANCE-BASED LEARNING : Nearest Neighbour with Generalisation (1995) (205)
- Learning Representative Exemplars of Concepts: An Initial Case Study (1987) (197)
- Feature Selection for Case-Based Classification of Cloud Types: An Empirical Comparison (1994) (181)
- Refining Conversational Case Libraries (1997) (180)
- Instance‐based prediction of real‐valued attributes (1989) (175)
- The omnipresence of case-based reasoning in science and application (1998) (169)
- A study of instance-based algorithms for supervised learning tasks: mathematical, empirical, and psychological evaluations (1990) (137)
- Noise-Tolerant Instance-Based Learning Algorithms (1989) (136)
- Feature Weighting for Lazy Learning Algorithms (1998) (124)
- Goal-Driven Autonomy in a Navy Strategy Simulation (2010) (123)
- Special Issue on Lazy Learning (1997) (123)
- DARPA’s Explainable Artificial Intelligence Program (2019) (116)
- Intelligent delivery of military lessons learned (2003) (99)
- Incremental Constructive Induction: An Instance-Based Approach (1991) (99)
- Stratified Case-Based Reasoning: Reusing Hierarchical Problem Solving Episodes (1995) (95)
- Cautious Collective Classification (2009) (95)
- Incremental, Instance-Based Learning of Independent and Graded Concept Descriptions (1989) (93)
- Cautious Inference in Collective Classification (2007) (90)
- HICAP: An Interactive Case-Based Planning Architecture and its Application to Noncombatant Evacuation Operations (1999) (89)
- SiN: Integrating Case-based Reasoning with Task Decomposition (2001) (87)
- GOAL‐DRIVEN AUTONOMY FOR RESPONDING TO UNEXPECTED EVENTS IN STRATEGY SIMULATIONS (2013) (87)
- Transforming Graph Data for Statistical Relational Learning (2012) (78)
- Case-Based Reasoning Integrations (2002) (76)
- Automatically Generating Game Tactics through Evolutionary Learning (2006) (74)
- Supporting Dialogue Inferencing in Conversational Case-Based Reasoning (1998) (68)
- Breadth of Approaches to Goal Reasoning: A Research Survey (2013) (65)
- User Authentication from Web Browsing Behavior (2013) (64)
- Towards a Better Understanding of Memory-based Reasoning Systems (1994) (62)
- Multiparticipant chat analysis: A survey (2013) (61)
- Hierarchical Planning: Relating Task and Goal Decomposition with Task Sharing (2016) (58)
- CaMeL: Learning Method Preconditions for HTN Planning (2002) (58)
- Using Guidelines to Constrain Interactive Case-Based HTN Planning (1999) (57)
- Improving Offensive Performance Through Opponent Modeling (2009) (57)
- Introduction: Interactive Case-Based Reasoning (2001) (55)
- On Reproducible AI: Towards Reproducible Research, Open Science, and Digital Scholarship in AI Publications (2018) (53)
- Case-Based Approximate Reasoning (2009) (52)
- Knowledge acquisition for adaptive game AI (2007) (50)
- Automatically Acquiring Domain Knowledge For Adaptive Game AI Using Evolutionary Learning (2005) (50)
- Integrated Learning for Goal-Driven Autonomy (2011) (47)
- Goal Reasoning: Foundations, Emerging Applications, and Prospects (2018) (46)
- Goal-Driven Autonomy with Case-Based Reasoning (2010) (45)
- A Probabilistic Framework for Memory-Based Reasoning (1998) (44)
- Tight Bounds for HTN Planning (2015) (43)
- Learning Continuous Action Models in a Real-Time Strategy Environment (2008) (43)
- Case-Based Learning: Beyond Classification of Feature Vectors (1997) (43)
- Semi-Supervised Collective Classification via Hybrid Label Regularization (2012) (42)
- Ensembles of Classifiers for Morphological Galaxy Classification (2001) (41)
- Improvement to a Neural Network Cloud Classifier (1996) (40)
- LEARNING PRECONDITIONS FOR PLANNING FROM PLAN TRACES AND HTN STRUCTURE (2005) (40)
- Inverting Implication with Small Training Sets (1994) (40)
- Learning approximate preconditions for methods in hierarchical plans (2005) (38)
- The Ubuntu Chat Corpus for Multiparticipant Chat Analysis (2013) (38)
- Exploiting Taxonomic and Causal Relations in Conversational Case Retrieval (2002) (38)
- Error-Correcting Output Codes for Local Learners (1998) (37)
- Case-Based Goal-Driven Coordination of Multiple Learning Agents (2013) (36)
- Learning to Catch: Applying Nearest Neighbor Algorithms to Dynamic Control Tasks (1994) (36)
- What's in a URL? Genre Classification from URLs (2012) (36)
- Bound to Plan: Exploiting Classical Heuristics via Automatic Translations of Tail-Recursive HTN Problems (2016) (36)
- Labels or attributes?: rethinking the neighbors for collective classification in sparsely-labeled networks (2013) (35)
- Unsupervised and transfer learning challenge (2011) (35)
- Tight Bounds for HTN Planning with Task Insertion (Extended Abstract) (2015) (34)
- Iterative Goal Refinement for Robotics (2014) (32)
- A Textual Case-Based Reasoning Framework for Knowledge Management Applications (2001) (32)
- Planning in Dynamic Environments: Extending HTNs with Nonlinear Continuous Effects (2010) (32)
- A comparative evaluation of anomaly detection algorithms for maritime video surveillance (2011) (31)
- Domain-Independent Heuristics for Goal Formulation (2013) (31)
- Integrating Learning in Interactive Gaming Simulators (2004) (31)
- Applying Goal Driven Autonomy to a Team Shooter Game (2010) (31)
- Analyses of Instance-Based Learning Algorithms (1991) (31)
- NaCoDAE: Navy Conversational Decision Aids Environment (1998) (31)
- Learning Unknown Event Models (2014) (30)
- Knowledge-Based Project Planning (2002) (30)
- Goal Reasoning: Papers from the ACS workshop (2013) (29)
- Case-Based Problem Solving for Knowledge Management Systems (1999) (29)
- Beating the Defense: Using Plan Recognition to Inform Learning Agents (2009) (28)
- Towards Acquiring Case Indexing Taxonomies From Text (2004) (28)
- TIELT: A Testbed for Gaming Environments (2005) (27)
- Stratagus : An Open-Source Game Engine for Research in Real-Time Strategy Games (2005) (27)
- Case-Based Collective Inference for Maritime Object Classification (2009) (26)
- Bounded Expectations for Discrepancy Detection in Goal-Driven Autonomy (2014) (26)
- On the Role of Explanation for Hierarchical Case-Based Planning in Real-Time Strategy Games (2004) (24)
- Case-Based Collective Classification (2007) (23)
- Active Case-Based Reasoning for Lessons Delivery System (2000) (23)
- Active Delivery for Lessons Learned Systems (2000) (22)
- Advances in conversational case-based reasoning (2005) (22)
- Learning and Reusing Goal-Specific Policies for Goal-Driven Autonomy (2012) (22)
- Comparing Instance-Averaging with Instance-Filtering Learning Algorithms (1988) (22)
- Active and Interactive Discovery of Goal Selection Knowledge (2011) (22)
- Adaptive maritime video surveillance (2009) (21)
- Rough Set Feature Selection Algorithms for Textual Case-Based Classification (2006) (21)
- Coordinating Robot Teams for Disaster Relief (2015) (21)
- Goal Reasoning and Trusted Autonomy (2018) (20)
- Case-Based Learning Algorithms (2010) (20)
- Design of an Integrated Web Services Brokering System (2009) (19)
- Soft computing techniques for web services brokering (2008) (18)
- Assessing Elaborated Hypotheses: An Interpretive Case-Based Reasoning Approach (2003) (18)
- Rough Set Feature Selection Methods for Case-Based Categorization of Text Documents (2005) (18)
- Case-Based Reasoning in Transfer Learning (2009) (18)
- Plans Toward Automated Chat Summarization (2011) (18)
- Comparing Instance-Averaging with Instance-Saving Learning Algorithms (1990) (18)
- Learning Recursive Relations with Randomly Selected Small Training Sets (1994) (18)
- Bridging the Lesson Distribution Gap (2001) (17)
- Goal Reasoning for an Autonomous Squad Member (2015) (17)
- Case-Based Learning in Goal-Driven Autonomy Agents for Real-Time Strategy Combat Tasks (2011) (17)
- Case-Based Behavior Recognition in Beyond Visual Range Air Combat (2015) (17)
- Integrating Conversational Case Retrieval with generative Planning (2000) (17)
- Incorporating Transparency During Trust-Guided Behavior Adaptation (2016) (17)
- The AI Rebellion: Changing the Narrative (2017) (17)
- Causal Query Elaboration in Conversational Case-Based Reasoning (2002) (16)
- Incorporating Domain-Independent Planning Heuristics in Hierarchical Planning (2017) (16)
- CLOUD CLASSIFICATION USING ERRORCORRECTING OUTPUT CODES (1997) (16)
- Goal reasoning for autonomous underwater vehicles: Responding to unexpected agents (2018) (15)
- A Goal Reasoning Agent for Controlling UAVs in Beyond-Visual-Range Air Combat (2017) (15)
- Constructing Game Agents from Video of Human Behavior (2009) (14)
- Active Behavior Recognition in Beyond Visual Range Air Combat (2015) (14)
- Maritime Threat Detection Using Probabilistic Graphical Models (2012) (14)
- Continuous Explanation Generation in a Multi-Agent Domain (2015) (14)
- Building high assurance human-centric decision systems (2015) (14)
- Dimensionality Reduced Reinforcement Learning for Assistive Robots (2016) (13)
- Goal Reasoning to Coordinate Robotic Teams for Disaster Relief (2015) (13)
- Detecting and removing noisy instances from concept descriptions (1988) (13)
- The Radical Interactionism Conceptual Commitment (2013) (13)
- Trust-Guided Behavior Adaptation Using Case-Based Reasoning (2015) (13)
- The Case for Case-Based Transfer Learning (2011) (13)
- Developing World Model Data Specifications as Metrics for Sensory Processing for On-Road Driving Tasks (2003) (13)
- Categorizing Intelligent Lessons Learned Systems (2003) (13)
- Case-Based Plan Recognition Using Action Sequence Graphs (2014) (12)
- How Much Do You Trust Me? Learning a Case-Based Model of Inverse Trust (2014) (12)
- An Intelligent Lessons Learned Process (2000) (12)
- Selecting Subgoals using Deep Learning in Minecraft : A Preliminary Report (2016) (12)
- Towards Explainable NPCs: A Relational Exploration Learning Agent (2018) (12)
- The AAAI-99 KM/CBR Workshop: Summary of Contributions (1999) (12)
- Cost-Optimal Algorithms for Planning with Procedural Control Knowledge (2016) (11)
- Explaining Rebel Behavior in Goal Reasoning Agents (2018) (10)
- A Framework for Incremental Query Formulation in Mixed-Initiative Case-Based Reasoning (2003) (10)
- Case-Based Plan Recognition Under Imperfect Observability (2015) (10)
- The Ins and Outs of Critiquing (2007) (10)
- Mixed-Initiative Relaxation of Constraints in Critiquing Dialogues (2007) (9)
- Learning Feature Taxonomies for Case Indexing (2004) (9)
- Opponent Modeling and Spatial Similarity to Retrieve and Reuse Superior Plays (2009) (9)
- ActorSim, A Toolkit for Studying Cross-Disciplinary Challenges in Autonomy (2016) (9)
- Towards Research on Goal Reasoning with the TAO Sandbox (2009) (9)
- Adapting Autonomous Behavior Using an Inverse Trust Estimation (2014) (9)
- A Common Knowledge Framework and Lessons Learned Module (2000) (8)
- Enabling the Interoperability of Large-Scale Legacy Systems (2008) (8)
- Avoiding Long and Fruitless Dialogues in Critiquing (2006) (8)
- Learning Singly-Recursive Relations from Small Datasets 1 (1993) (8)
- A Model-Based Approach for Supporting Dialogue Inferencing in a Conversational Case-Based Reasoner (1998) (8)
- Human-Agent Teaming as a Common Problem for Goal Reasoning (2018) (7)
- Case-based classification alternatives to ontologies for automated web service discovery and integration (2006) (7)
- Semantic Classification of Utterances in a Language-Driven Game (2016) (7)
- Task analysis of autonomous on-road driving (2004) (7)
- Learning Event Models that Explain Anomalies (2011) (7)
- Supporting Conversational Case-Based Reasoning in an Integrated Reasoning Framework (2003) (7)
- Meta-Prediction for Collective Classification (2010) (7)
- Case-Based Team Recognition Using Learned Opponent Models (2017) (6)
- Case-Based Policy and Goal Recognition (2015) (6)
- Extending Word Highlighting in Multiparticipant Chat (2013) (6)
- Learning to Reene Case Libraries: Initial Results (1997) (6)
- Improving Trust-Guided Behavior Adaptation Using Operator Feedback (2015) (6)
- Case-Based Sonogram Classification (1994) (6)
- Ordered Task Decomposition (2000) (6)
- Using Cortically-Inspired Algorithms for Analogical Learning and Reasoning (2013) (6)
- Case-Based Reasoning in Knowledge Discovery and Data Mining (2006) (6)
- Conversation for Textual Case-Based Reasoning (2007) (6)
- Using explanations to provide transparency during trust-guided behavior adaptation (2017) (6)
- High assurance human-centric decision systems (2013) (6)
- AI Rebel Agents (2018) (6)
- Acquiring User Models to Test Automated Assistants (2013) (6)
- Maritime threat detection using plan recognition (2012) (5)
- Keypoint Density-based Region Proposal for Fine-Grained Object Detection and Classification using Regions with Convolutional Neural Network Features (2016) (5)
- Error Tolerant Plan Recognition: An Empirical Investigation (2015) (5)
- Comparing Tree-Simplification Procedures (1996) (5)
- The Ideal Rebellion : Maximizing Task Performance in Rebel Agents (2018) (5)
- Mixed Propositional Metric Temporal Logic: A New Formalism for Temporal Planning (2016) (5)
- Distributed discrepancy detection for a goal reasoning agent in beyond-visual-range air combat (2018) (5)
- Towards Applying Goal Autonomy for Vehicle Control (2013) (5)
- Case-Based Parameter Selection for Plans: Coordinating Autonomous Vehicle Teams (2014) (5)
- Learning Trustworthy Behaviors Using an Inverse Trust Metric (2016) (5)
- An Implementation and Experiment with the Nested Generalized Exemplars Algorithm (1995) (4)
- Case-Based Behavior Adaptation Using an Inverse Trust Metric (2014) (4)
- Towards Deception Detection in a Language-Driven Game (2017) (4)
- Distributed Discrepancy Detection for BVR Air Combat (4)
- Comparison of Object Detection Algorithms on Maritime Vessels (2014) (4)
- AUTOMATED IDENTIFICATION OF CLOUD PATTERNS IN SATELLITE IMAGERY (1995) (4)
- Comparing Reward Shaping, Visual Hints, and Curriculum Learning (2018) (4)
- Towards Applying Case-Based Reasoning to Composable Behavior Modeling (2004) (4)
- Measuring the Performance of Open-World AI Systems (2022) (4)
- Detecting Bot-Answerable Questions in Ubuntu Chat (2013) (4)
- Using Deep Learning to Automate Feature Modeling in Learning by Observation: A Preliminary Study (2017) (4)
- Image Surveillance Assistant (2016) (4)
- Learning to Estimate: A Case-Based Approach to Task Execution Prediction (2015) (4)
- A New Approach to Temporal Planning with Rich Metric Temporal Properties (2017) (4)
- A toolkit for studying Goal Reasoning , Planning , and Acting (2016) (4)
- Spontaneous Analogy by Piggybacking on a Perceptual System (2013) (4)
- Novel Object Discovery Using Case-Based Reasoning and Convolutional Neural Networks (2018) (3)
- Analysis of the IJCNN 2011 UTL challenge (2012) (3)
- Fast learning in feedforward neural networks by migrating hidden unit outputs (1992) (3)
- Increasing the Runtime Speed of Case-Based Plan Recognition (2015) (3)
- Learning Hierarchical Skills for Game Agents from Video of Human Behavior (2009) (3)
- Defeating Novel Opponents in a Real-Time Strategy Game (2012) (3)
- SPARCNN: Spatially related convolutional neural networks (2016) (3)
- Learning and Leveraging Context for Maritime Threat Analysis: Vessel Classification using Exemplar-SVM (2012) (3)
- Case-Based Argumentation via Process Models (2003) (3)
- Dungeon Crawl Stone Soup as an Evaluation Domain for Artificial Intelligence (2019) (3)
- Keypoint density-based region proposal for fine-grained object detection using regions with convolutional neural network features (2016) (2)
- An evaluation of case-based classification to support automated web service discovery and brokering (2007) (2)
- Case-Based Behavior Recognition to Facilitate Planning in Unmanned Air Vehicles (2014) (2)
- Integrating AFSIM as an Internal Predictor (2014) (2)
- Learning Planning Operators from Episodic Traces (2018) (2)
- Leveraging Neighbor Attributes for Classification in Sparsely Labeled Networks (2016) (2)
- Exploiting Early Intent Recognition for Competitive Advantage (2009) (2)
- Social Attitudes of AI Rebellion: A Framework (2017) (2)
- AHEAD: Case-Based Process Model Explanation of Asymmetric Threats1 (2002) (2)
- Case-Based Gesture Interface for Multiagent Formation Control (2020) (2)
- IMT: A Mixed-Initiative Data Mapping and Search Toolkit (2008) (2)
- A Case Study of Goal-Driven Autonomy in Domination Games (2010) (2)
- Discovery and Mediation Approaches for Management of Net-Centric Web Services (2011) (2)
- AAAI 2000 Workshop Reports (2001) (2)
- Convolutional Architecture Exploration for Action Recognition and Image Classification (2015) (1)
- Investigating the solution space for online iterative explanation in goal reasoning agents (2018) (1)
- Reports on the AAAI 1999 Workshop Program (2000) (1)
- Textual Reasoning in the Context of Conversational Case-Based Reasoning Systems (1998) (1)
- Exploiting Text Data to Improve Critical Care Mortality Prediction (2020) (1)
- Dynamic Goal Recognition Using Windowed Action Sequences (2017) (1)
- The ICCBR 2012 Doctoral Consortium (2012) (1)
- The 1995 Fall Symposia Series (1996) (1)
- Using Deep Learning to Automate Feature Modeling in Learning by Observation (2017) (1)
- Mixed-initiative poroblem-solving assistants : papers from the AAAI Fall Symposium (2005) (1)
- Transforming Graph Representations for Statistical Relational Learning (2012) (1)
- Integrating machine learning with knowledge-based systems (1993) (1)
- Situation Calculus Abstraction for Iterative Explanatory Diagnosis (2016) (1)
- Modeling Consecutive Task Learning with Task Graph Agendas (2018) (1)
- Identifying sensory processing requirements for an on-road driving application of 4D/RCS (2004) (1)
- Reports of the AAAI 2010 Conference Workshops (2010) (1)
- Neural waveform clustering in extracellular recordings (1993) (1)
- When Agents Talk Back : Rebellious Explanations (2019) (1)
- Proceedings of the 4th International Conference on Case-Based Reasoning: Case-Based Reasoning Research and Development (2001) (1)
- Categorizing Intelligent Lessons Learned Systems 1 (2003) (1)
- Image Surveillance Assistant Architecture : Status and Planned Extensions (2016) (1)
- Evaluation of Sum Product Networks on Image Classification Tasks (2015) (0)
- Flexible Plan-Subplan Matching for Plan Recognition in Case-Based Agents (2015) (0)
- Efficiently Explaining Deterministic Exogenous Events in Partially Observable Environments (2012) (0)
- Case-Based Reasoning Research and Development, 25th International Conference on Case-Based Reasoning (ICCBR 2017) (2017) (0)
- On Reproducible AI - final (2018) (0)
- Computational Modeling of Cognitive Processes in Plan Authoring (2002) (0)
- Adapting Autonomous Behavior Based on an Estimate of an Operator's Trust (2014) (0)
- Incremental learning of independent, overlapping, and graded concept descriptions with an instance-based process framework (1989) (0)
- GDA and AUV Control 2 . 1 The GDA Conceptual Model (0)
- Generalizing from Case Studies: a Case Study 1 Problem and Objectives (1992) (0)
- The 25th International Conference on Case-Based Reasoning (2018) (0)
- Using Caution to Explain and Improve Collective Classification (2009) (0)
- AAAI-98 Workshops: Reports of the Workshops Held at the Fifteenth National Conference on Artificial Intelligence in Madison, Wisconsin (1999) (0)
- IJCAI-07 Reviewers (2007) (0)
- Interpretable ML for Imbalanced Data (2022) (0)
- RAPTOR Technical Report (2014) (0)
- Evaluating Autonomous Behaviors for Plume Tracking (2018) (0)
- Adaptive Web Services Brokering (2010) (0)
- ASM Project NI-DiscoverHistory : Meta-narrative for Explanation Bounding (2014) (0)
- The DARPA Deep Learning Program's Broad Evaluation Plan (2010) (0)
- Case-Based Reasoning (1996) (0)
- NI-DiscoverHistory: Meta-narrative for Explanation Bounding (2014) (0)
- Computer Cooking Contest 2010 (2010) (0)
- A Testbed for Evaluating AI Research Systems in Commercial Games (2006) (0)
- Table 5. Classiication Accuracy of the Minimum Risk Metric with the Naive Estima- Tor, Dvdm and Heom. Signiicative Diierences (p < 0:05) Are Shown. Mrm H = N Dvdm Heom Data Set Naive (mn) Annealing (1999) (0)
- Experience-Based Narrative Memory (1995) (0)
- Book Review for Case-Based Approximate Reasoning (2008) (0)
- Case-based reasoning research and development : 4th International Conference on Case-Based Reasoning, ICCBR 2001, Vancouver, BC, Canada, July 30 - August 2, 2001 : proceedings (2001) (0)
- Intelligent elicitation of military lessons (2002) (0)
- System Model Formulation Using Markov Chains (2014) (0)
- Evaluating Case-Based Systems in Virtual Games (2005) (0)
- Automated Chat Generator (2012) (0)
- Reports of the AAAI 2011 Conference Workshops (2012) (0)
- A Proposal for Reening Case Libraries 1 Problem and Proposed Solution 2 the Context of Conversational Case-based Reasoning (2007) (0)
- Self-directed Learning of Action Models using Exploratory Planning (2022) (0)
- Learning Models of Unknown Events (2013) (0)
- Automating Planning Using Natural Language (2005) (0)
- Building high assurance human-centric decision systems (2014) (0)
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