The Scientific Contribution of Marek Sergot / Steve Barker ; Andrew J.I. Jones ; Antonis Kakas ; Robert A. Kowalski ; Alessio Lomuscio ; Rob Miller ; Stephen Muggleton ; Giovanni Sartor
Semi-negative Abductive Logic Programs with Implicative Integrity Constraints: Semantics and Properties / Paolo Mancarella ; Francesca Toni
What Is Negation as Failure? / Dov M. Gabbay
Temporal Reasoning and Action Languages / Part II：
The Importance of the Past in Interval Temporal Logics: The Case of Propositional Neighborhood Logic / Dario Delia Monica ; Angela Montanari ; Pietro Sala
Argumentation and the Event Calculus / Evgenios Hadjisoteriou
Reactive Event Calculus for Monitoring Global Computing Applications / Stefano Bragaglia ; Federico Chesani ; Paola Mello ; Marco Montali ; Paolo Torroni
Reasoning about the Intentions of Agents / Justin Blount ; Michael Gelfond
Symbolic Model Checking for Temporal-Epistemic Logic / Wojciech Penczek
GOAL Agents Instantiate Intention Logic / Koen V. Hindriks ; Wiebe van der Hoek ; John-Jules Ch. Meyer
AI and Law / Part III：
Open Texture and Argumentation: What Makes an Argument Persuasive?
Irrationality in Persuasive Argumentation / Paul E. Dunne
Some Reflections on Two Current Trends in Formal Argumentation / Henry Prakken
Deontic Logic and Norm-Governed Systems / Part IV：
On the Representation of Normative Sentences in FOL / Steven O. Kimbrough
Why Be Afraid of Identity? Comments on Sergot and Prakken's Views / Xavier Parent
Deon+: Abduction and Constraints for Normative Reasoning / Marco Alberti ; Marco Gavanelli ; Evelina Lamma
Contrary-To-Duties in Games / Paolo Turrini ; Leendert van der Torre ; Silvano Colombo Tosatto
Logical Approaches to Policies and Authorization / Part V：
Logical Approaches to Authorization Policies
Decentralized Governance of Distributed Systems via Interaction Control / Naftaly H. Minsky
Managing User-Generated Content as a Knowledge Commons / Jeremy Pitt
Author Index
Marek Sergot: A Memoir / Trevor Bench-Capon
The Scientific Contribution of Marek Sergot / Steve Barker ; Andrew J.I. Jones ; Antonis Kakas ; Robert A. Kowalski ; Alessio Lomuscio ; Rob Miller ; Stephen Muggleton ; Giovanni Sartor
Hybrid Decision Tree Architecture Utilizing Local SVMs for Multi-Label Classification / Gjorgji Madjarov ; Dejan Gjorgjevikj
Ensemble Pruning Using Harmony Search / Shina Sheen ; S.V. Aishwarya ; R. Anitha ; S.V. Raghavan ; S.M. Bhaskar
A First Study on Decomposition Strategies with Data with Class Noise Using Decision Trees / José A. Sáez ; Mikel Galar ; Julián Luengo ; Francisco Herrera
Combining the Advantages of Neural Networks and Decision Trees for Regression Problems in a Steel Temperature Prediction System / Miroslaw Kordos ; Piotr Kania ; Pawel Budzyna ; Marcin Blachnik ; Tadeusz Wieczorek ; Slawomir Golak
Transfer Learning Approach to Debt Portfolio Appraisal / Tomasz Kajdanounicz ; Slawomir Plamowski ; Przemyslaw Kazienko ; Wojciech Indyk
Generalized Weighted Majority Voting with an Application to Algorithms Having Spatial Output / Henrietta Toman ; Laszlo Kovacs ; Agnes Jonas ; Lajos Hajdu ; Andras Hajdu
HAIS for Computer Security (HAISFCS)
Towards the Reduction of Data Used for the Classification of Network Flows / Maciej Grzenda
Encrypting Digital Images Using Cellular Automata / A. Martín del Rey ; G. Rodríguez Sánchez ; A. de la Villa Cuenca
Self-Organizing Maps versus Growing Neural Gas in Detecting Data Outlines for Security Applications / Zorana Banković ; David Fraga ; Juan Carlos Vallejo ; José M. Moya
Cryptographic Applications of 3x3 Block Upper Triangular Matrices / Rafael Álvarez ; Francisco Martínez ; José-Francisco Vicent ; Antonio Zamora
Digital Chaotic Noise Using Tent Map without Scaling and Discretization Process / Ruben Vazquez-Medina ; José Luis Del-Río-Correa ; César Enrigue Rojas-López ; José Alejandro Díaz-Méndez
Comparison of Competitive Learning for SOM Used in Classification of Partial Discharge / Rubén Jaramillo-Vacio ; Alberto Ochoa-Zezzatti ; Armando Rios-Lira
Identification of Different Types of Minority Class Examples in Imbalanced Data / Krystyna Napierala ; Jerzy Stefanowski
Non-Disjoint Discretization for Aggregating One-Dependence Estimator Classifiers / Ana M. Martínez ; Geoffrey I. Webb ; M. Julia Flores ; José A. Gámez
An Adaptive Hybrid and Cluster-Based Model for Speeding Up the k-NN Classifier / Stefanos Ougiaroglou ; Georgios Evangelidis ; Dimitris A. Dervos
A Co-evolutionary Framework for Nearest Neighbor Enhancement: Combining Instance and Feature Weighting with Instance Selection / Joaquín Derrac ; Isaac Triguero ; Salvador García
Improving Multi-label Classifiers via Label Reduction with Association Rules / Francisco Charte ; Antonio Rivera ; María José del Jesús
A GA-Based Wrapper Feature Selection for Animal Breeding Data Mining / Olgierd Unold ; Maciej Dobrowolski ; Henryk Maciejewski ; Pawel Skrobanek ; Ewa Walkowicz
A Simple Noise-Tolerant Abstraction Algorithm for Fast k-NN Classification
Hybrid Artificial Intelligence Systems in Management of Production Systems
Adaptive Inventory Control in Production Systems / Balázs Lénárt ; Katarzyna Grzybowska ; Mónika Cimer
Hybrid Artificial Intelligence System in Constraint Based Scheduling of Integrated Manufacturing ERP Systems / Izabela Rojek ; Mieczyslaw Jagodizinski
Intelligent Data Processing in Recycling of Household Appliances / Edward Chlebus ; Kamil Krot ; Michal Kuliberda ; Boleslaw Jodkowski
Assessment of Risk in a Production System with the Use of the FMEA Analysis and Linguistic Variables / Anna Burduk
Hybrid Methods Aiding Organisational and Technological Production Preparation Using Simulation Models of Nonlinear Production Systems / Arkadiusz Kowalski ; Tomasz Marut
The Concept of Intelligent System for Horizontal Transport in a Copper Ore Mine / Tomasz Chlebus ; Pawel Stefaniak
Integration Production Planning and Scheduling Systems for Determination of Transitional Phases in Repetitive Production / Damian Krenczyk ; Krzysztof Kalinowski ; Cezary Crabowik
The Hybrid Method of Knowledge Representation in a CAPP Knowledge Based System / Cezary Grabowik
Hybrid Artificial Intelligent Systems for Ordinal Regression
An Experimental Study of Different Ordinal Regression Methods and Measures / P.A. Gutiérrez ; M. Pérez-Ortiz ; F. Fernández-Navarro ; J. Sánchez-Monedero ; C. Hervás-Martínez
Neural Network Ensembles to Determine Growth Multi-classes in Predictive Microbiology / Huanhuan Chen ; P. A. Gutiérrez ; Xin Yao
Ordinal Classification Using Hybrid Artificial Neural Networks with Projection and Kernel Basis Functions / M. Dorado-Moreno
Hybrid Metaheuristics for Combinatorial Optimization and Modelling Complex Systems
A Genetic Programming Approach for Solving the Linear Ordering Problem / P. C. Pop ; O. Matei
Comparison of Fuzzy Functions for Low Quality Data GAP Algorithms / Enrique de la Cal ; José R. Villar ; Marco García-Tamargo ; Javier Sedano
A Simple Artificial Chemistry Model for Nash Equilibria Detection in Large Cournot Games / Rodica Ioana Lung ; Lucian Sturzu-Nastase
Dynamics of Networks Evolved for Cellular Automata Computation / Anca Gog ; Camelia Chira
From Likelihood Uncertainty to Fuzziness: A Possibility-Based Approach for Building Clinical DSSs / Marco Pota ; Massimo Esposito ; Giuseppe De Pietro
Combining Metaheuristic Algorithms to Solve a Scheduling Problem / Ma Belén Vaquerizo ; Bruno Baruque ; Emilio Corchado
Hybrid Computational Intelligence and Lattice Computing for Image and Signal Processing
Image Analysis Pipeline for Automatic Karyotyping / Izaro Goienetxea ; Iñigo Barandiaran ; Carlos Jauquicoa ; Grégory Maclair ; Manuel Graña
A Hybrid Gradient for n-Dimensional Images through Hyperspherical Coordinates / Ramón Moreno
A Hybrid Segmentation of Abdominal CT Images / Josu Maiora
Hybrid Computational Methods for Hyperspectral Image Analysis / Miguel A. Veganzones
Image Security and Biometrics: A Review / Ion Marqués
Cocaine Dependent Classification Using Brain Magnetic Resonance Imaging / M. Termenon ; A. Barrós-Loscertales ; J.C. Bustamante ; C. Ávila
A Non-parametric Approach for Accurate Contextual Classification of LIDAR and Imagery Data Fusion / Jorge Garcia-Gutierrez ; Daniel Mateos-Garcia ; Jose C. Riquelme-Santos
Spherical CIELab QAMs: Associative Memories Based on the CIELab System and Quantales for the Storage of Color Images / Marcos Eduardo Valle ; Peter Sussner ; Estevão Esmi
Fuzzy Associative Memories Based on Subsethood and Similarity Measures with Applications to Speaker Identification / Fábio Sakuray ; Laécio Barros
A Novel Lattice Associative Memory Based on Dendritic Computing / Gerhard X. Ritter ; Darya Chyzhyk ; Gonzalo Urcid
Vascular Section Estimation in Medical Images Using Combined Feature Detection and Evolutionary Optimization / Iván Macía
Workshop
Nonstationary Models of Patterns Recognition and Classifier Combinations
Modifications of Classification Strategies in Rule Set Based Bagging for Imbalanced Data / Krystyna Napierula
Semi-supervised Ensemble Learning of Data Streams in the Presence of Concept Drift / Zahra Ahmadi ; Hamid Beigy
Continuous User Feedback Learning for Data Capture from Business Documents / Marcel Hanke ; Klemens Muthmann ; Daniel Schuster ; Alexander Schill ; Kamil Aliyev ; Michael Berger
Evolutionary Adapted Ensemble for Reoccurring Context / Konrad Jackowski
Drift Detection and Model Selection Algorithms: Concept and Experimental Evaluation / Piotr Cal ; Michal Wozniak
Decomposition of Classification Task with Selection of Classifiers on the Medical Diagnosis Example / Robert Burduk ; Marcin Zmyslony
Ensemble of Tensor Classifiers Based on the Higher-Order Singular Value Decomposition / Boguslaw Cyganek
Combining Diverse One-Class Classifiers / Bartosz Krawczyk
Author Index
Special Sessions
Methods of Classifier Fusion
Hybrid Decision Tree Architecture Utilizing Local SVMs for Multi-Label Classification / Gjorgji Madjarov ; Dejan Gjorgjevikj
The Application of Multi-Agent System in Monitoring and Control of Nonlinear Bioprocesses / Piotr Skupin ; Mieczyslaw Metzger
Agent Capability Taxonomy for Dynamic Environments / Jorge Agüero ; Miguel Rebollo ; Carlos Carrascosa
Modeling Internet as a User-Adapted Speech Service / David Griol ; Javier Carbó ; José Manuel Molina
HAIS Applications
Unsupervised Classification of Audio Signals by Self-Organizing Maps and Bayesian Labeling / Ricardo Cruz ; Andrés Ortiz ; Ana M. Barbancho ; Isabel Barbancho
Robust Speaker Identification Using Ensembles of Kernel Principal Component Analysis / IL-Ho Yang ; Min-Seok Kim ; Byung-Min So ; Myung-Jae Kim ; Ha-Jin Yu
Application of Genetic Algorithms to Optimize a Truncated Mean k-Nearest Neighbours Regressor for Hotel Reservation Forecasting / Andrés Sanz-García ; Julio Fernández-Ceniceros ; Fernando Antoñanzas-Torres ; F. Javier Matínez-de-Pisón-Ascacibar
A Social Network-Based Approach to Expert Recommendation System / Elnaz Davoodi ; Mohsen Afsharchi ; Keivan Kianmehr
Decentralized Multi-tasks Distribution in Heterogeneous Robot Teams by Means of Ant Colony Optimization and Learning Automata / Javier de Lope ; Darío Maravall ; Yadira Quiñonez
Lipreading Procedure for Liveness Verification in Video Authentication Systems / Agnieszka Owczarek ; Krzysztof Slot
Fuzzy Sliding Mode Control with Chattering Elimination for a Quadrotor Helicopter in Vertical Flight / S. Zeghlache ; D. Saigaa ; K. Kara ; Abdelghani Harrag ; A. Bouguerra
Ensemble of Binary Learners for Reliable Text Categorization with a Reject Option / Giuliano Armano ; Camelia Chira ; Nima Hatami
A Memetic Approach to Project Scheduling That Maximizes the Effectiveness of the Human Resources Assigned to Project Activities / Virginia Yannibelli ; Analía Amandi
Hunting for Fraudsters in Random Forests / R.M. Konijn ; W. Kowalczyk
Neural Networks Ensembles Approach for Simulation of Solar Arrays Degradation Process / Vladimir Bukhtoyarov ; Eugene Semenkin ; Andrey Shabalov
Using Genetic Algorithms to Improve Prediction of Execution Times of ML Tasks / Rattan Priya ; Bruno Feres de Souza ; André L.D. Rossi ; André C.P.L.F. de Carvalho
Hybrid Artificial Intelligence Approaches on Vehicle Routing Problem in Logistics Distribution / Dragan Simic ; Svetlana Simic
Fuzzy C-Means Clustering with Bilateral Filtering for Medical Image Segmentation / Yuchen Liu ; Kai Xiao ; Alei Liang ; Haibing Guan
A Improved Clustering Analysis Method Based on Fuzzy C-Means Algorithm by Adding PSO Algorithm / Liang Pang
Cluster Analysis
k-Means Clustering of Asymmetric Data / Dominik Olszewski
A Max Metric to Evaluate a Cluster / Hosein Alizadeh ; Hamid Parvin ; Sajad Parvin ; Zahra Rezaei ; Moslem Mohamadi
Nearest Cluster Classifier / Behrouz Minaei
Diffusion Maps for the Description of Meteorological Data / Ángela Fernández ; Ana M. González ; Julia Díaz ; José R. Dorronsoro
Computational Complexity Reduction and Interpretability Improvement of Distance-Based Decision Trees / Marcin Blachnik ; Miroslaw Kordos
Data Mining and Knowledge Discovery
Improving the Generalization Capability of Hybrid Immune Detector Maturation Algorithm / Jungan Chen ; Feng Liang ; Zhaoxi Fang
White Box Classification of Dissimilarity Data / Barbara Hammer ; Bassam Mokbel ; Frank-Michael Schleif ; Xibin Zhu
On Ensemble Classifiers for Noninstrusive Appliance Load Monitoring / Oliver Kramer ; O. Wilken ; P. Beenken ; A. Hein ; A. Hüwel ; T. Klingenberg ; C. Meinecke ; T. Raabe ; M. Sonnenschein
Lee Path Replanner for Partially-Known Environments / Maciej Polanczyk ; Przemyslaw Baranski ; Michal Strzelecki
Stroke Based Handwritten Character Recognition / D. Álvarez ; R. Fernández ; L. Sánchez
KETO: A Knowledge Editing Tool for Encoding Condition - Action Guidelines into Clinical DSSs / Aniello Minutolo ; Massimo Esposito ; Giuseppe De Pietro
Integration of Intelligent Information Technologies Ensembles for Modeling and Classification / Pavel Galushin
Fusion of Modular Bayesian Networks for Context-Aware Decision Making / Seung-Hyun Lee ; Sung-Bae Cho
Evolutionary Computation
Real-World Problem for Checking the Sensitiveness of Evolutionary Algorithms to the Choice of the Random Number Generator / Miguel Cárdenas-Montes ; Miguel A. Vega-Rodríguez ; Antonio Gómez-Iglesias
Hybrid Multi-objective Machine Learning Classification in Liver Transplanation / M. Pérez-Ortiz ; M. Cruz-Ramírez ; J.C. Fernández-Caballero ; C. Hervás-Martínez
Evolutionary Optimized Forest of Regression Trees: Application in Metallurgy / Jerzy Piotrowski ; Szymon Bialka ; Slawomir Golak ; Tadeusz Wieczorek
Evolutionary Neural Networks for Product Design Tasks / Angela Bernardini ; Javier Asensio ; José Luis Olazagoitia ; Jorge Biera
An Incremental Hypersphere Learning Framework for Protein Membership Prediction / Noel Lopes ; Daniel Correia ; Carlos Pereira ; Bernardete Ribeiro ; António Dourado
An Evolutionary Approach to Generate Solutions for Conflict Scenarios / Davide Carneiro ; Cesar Analide ; Paulo Novais ; José Neves
Initialization Procedures for Multiobjective Evolutionary Approaches to the Segmentation Issue / José L. Guerrero ; Antonio Berlanga
Optimization of Neuro-coefficient Smooth Transition Autoregressive Models Using Differential Evolution / Christoph Bergmeir ; Isaac Triguero ; Francisco Velasco ; José Manuel Benítez
ReactGA - The Search Space Transformation for the Local Optimum Escaping / Radoslaw Ziembinski
Learning Algorithms
PATMAP: Polyadenylation Site Identification from Next-Generation Sequencing Data / Xiaohui Wu ; Meishuang Tang ; Junfeng Yao ; Shuiyuan Lin ; Zhe Xiang ; Guoli Ji
How to Reduce Dimension while Improving Performance / A. Bouchelaghem ; M. Drif ; N. Harrag
On How Percolation Threshold Affects PSO Performance / Blanca Cases ; Alicia D'Anjou ; Abdelmalik Moujahid
Pollen Grains Contour Analysis on Verification Approach / Norma Monzón García ; Víctor Alfonso Elizondo Chaves ; Juan Carlos Briceño ; Carlos M. Travieso
Modelling Stress Recognition in Conflict Resolution Scenarios / Marco Gomes
Multilayer-Perceptron Network Ensemble Modeling with Genetic Algorithms for the Capacity of Bolted Lap Joint / F. Javier Martínez-de-Pisón-Ascacibar
A Hybrid Classical Approach to a Fixed-Charged Transportation Problem / Camelia-M. Pintea ; Corina Pop Sitar ; Mara Hajdu-Macelaru ; Pop Petrica
Computing Optimal Solutions of a Linear Programming Problem with Interval Type-2 Fuzzy Constraints / Juan Carlos Figueroa-García ; Germán Hernandez
Systems, Man, and Cybernetics by HAIS
Supervision Strategy of a Solar Volumetric Receiver Using NN and Rule Based Techniques / Ramón Ferreiro García ; José Luis Calvo Rolle ; Francisco Javier Pérez Castelo
Modeling an Operating System Based on Agents / Javier Palanca Cámara ; Marti Navarro ; Estefania Argente ; Ana Garcia-Fornes
An Empirical Comparison of Some Approximate Methods for Graph Coloring / Israel Rebollo-Ruiz ; Manuel Graña
A Predictive Evolutionary Algorithm for Dynamic Constrained Inverse Kimematics Problems / Patryk Filipiak ; Krzysztof Michalak ; Piotr Lipinski
Non-linear Data Stream Compression: Foundations and Theoretical Results / Alfredo Cuzzocrea ; Hendrik Decker
Reasoning with Qualitative Velocity: Towards a Hybrid Approach / J. Golinska-Pilarek ; E. Muñoz-Velasco
Research of Neural Network Classifier Based on FCM and PSO for Breast Cancer Classification / Lei Zhang ; Lin Wang ; Xujiewen Wang ; Keke Liu ; Ajith Abraham
Improving Evolved Alphabet Using Tabu Set / Jan Platos ; Pavel Kromer
Rough Sets-Based Identification of Heart Valve Diseases Using Heart Sounds / Mostafa A. Salama ; Aboul Ella Hassanien ; Aly A. Fahmy ; Vaclav Snasel
A Novel Hybrid Intelligent Classifier to Obtain the Controller Tuning Parameters for Temperature Control / José Luis Calvo-Rolle ; Emilio Corchado ; Héctor Quintian-Pardo ; Jesús Ángel Román ; Pedro Antonio Hernández
SpaGRID: A Spatial Grid Framework for High Dimensional Medical Databases / Harleen Kaur ; Ritu Chauhan ; Mohd. Afshar Alam ; Syed Aljunid ; Mohd. Salleh
Author Index
Special Sessions
Agents and Multi Agents Systems
An Agent Model for Incremental Rough Set-Based Rule Induction in Customer Relationship Management / Yu-Neng Fan ; Ching-Chin Chern
Plan Indexing for State-Based Plans / Louise A. Dennis
An Integrated Formal Framework for Reasoning about Goal Interactions / Michael Winikoff
Probing Attacks on Multi-Agent Systems Using Electronic Institutions / Shahriar Bijani ; David Robertson ; David Aspinall
Detecting Conflicts in Commitments / Akin Günay ; Pinar Yolum
Formalizing Commitments Using Action Languages / Tran Cao Son ; Enrico Pontelli ; Chiaki Sakama
Best of DALT
Lightweight Coordination Calculus for Agent Systems: Retrospective and Prospective
The Evolution of Interoperability / Amit K. Chopra ; Munindar P. Singh
1000 Years of Coo-BDI / Viviana Mascardi ; Davide Ancona
A Distributed Architecture for Norm-Aware Agent Societies: A Retrospective / Andrés García-Camino ; Juan-Antonio Rodríguez-Aguilar ; Carles Sierra ; Wamberto W. Vasconcelos
Speech-Act Based Communication: Progress in the Formal Semantics and in the Implementation of Multi-agent Oriented Programming Languages / Álvaro F. Moreira ; Renata Vieira ; Rafael H. Bordini
Specifying and Enforcing Norms in Artificial Institutions: A Retrospective Review / Nicoletta Fornara ; Marco Colombetti
A Retrospective on the Reactive Event Calculus and Commitment Modeling Language / Paolo Torroni ; Federico Chesani ; Paola Mello ; Marco Montali
DALT Spring School 2011
Web Service Composition via Organisation-Based (Re)Planning / David Corsar ; Alison Chorley
Agent and Multi-Agent Software Engineering: Modelling, Programming, and Verification (Extended Abstract)
Author Index
DALT 2011 Papers
Control and Delegation / Wiebe van der Hoek
Plan Indexing for State-Based Plans / Louise A. Dennis
SRF: A Framework for the Study of Classifier Behavior under Training Set Mislabeling Noise / Katsiaryna Mirylenka ; George Giannakopoulos ; Themis Palpanas
Building Decision Trees for the Multi-class Imbalance Problem / T. Ryan Hoens ; Qi Qian ; Nitesh V. Chawla ; Zhi-Hua Zhou
Scalable Random Forests for Massive Data / Bingguo Li ; Xiaojun Chen ; Mark Junjie Li ; Joshua Zhexue Huang ; Shengzhong Feng
Hybrid Random Forests: Advantages of Mixed Trees in Classifying Text Data / Baoxun Xu ; Graham Williams ; Yunming Ye
Learning Tree Structure of Label Dependency for Multi-label Learning / Bin Fu ; Zhihai Wang ; Rong Pan ; Guandong Xu ; Peter Dolog
Multiple Instance Learning for Group Record Linkage / Zhichun Fu ; Jun Zhou ; Peter Christen ; Mac Boot
Incremental Set Recommendation Based on Class Differences / Yasuyuki Shirai ; Koji Tsuruma ; Yuko Sakurai ; Satoshi Oyama ; Shin-ichi Minato
Active Learning for Cross Language Text Categorization / Yue Liu ; Lin Dai ; Weitao Zhou ; Heyan Huang
Evasion Attack of Multi-class Linear Classifiers / Han Xiao ; Thomas Stibor ; Claudia Eckert
Foundation of Mining Class-Imbalanced Data / Jun Du
Active Learning with c-Certainty / Eileen A. Ni
A Term Association Translation Model for Naive Bayes Text Classification / Meng-Sung Wu ; Hsin-Min Wang
A Double-Ensemble Approach for Classifying Skewed Data Streams / Chongsheng Zhang ; Paolo Soda
Generating Balanced Classifier-Independent Training Samples from Unlabeled Data / Youngja Park ; Zijie Qi ; Suresh N. Chari ; Ian M. Molloy
Nyström Approximate Model Selection for LSSVM / Lizhong Ding ; Shizhong Liao
Exploiting Label Dependency for Hierarchical Multi-label Classification / Noor Alaydie ; Ghandan K. Reddy ; Farshad Fotouhi
Invited Talk: UCRL and Autonomous Exploration / Peter Auer
Invited Talk: Increasing Representational Power and Scaling Inference in Reinforcement Learning / Kristian Kersting
Invited Talk: PRISM-Practical RL: Representation, Interaction, Synthesis, and Mortality / Peter Stone
Invited Talk: Towards Robust Reinforcement Learning Algorithms / Csaba Szepesvári
Online Reinforcement Learning
Automatic Discovery of Ranking Formulas for Playing with Multi-armed Bandits / Francis Maes ; Louis Wehenkel ; Damien Ernst
Goal-Directed Online Learning of Predictive Models / Sylvie C. W. Ong ; Yuri Grinberg ; Joelle Pineau
Gradient Based Algorithms with Loss Functions and Kernels for Improved On-Policy Control / Matthew Robards ; Peter Sunehag
Learning and Exploring MDPs
Active Learning of MDP Models / Mauricio Araya-López ; Olivier Buffet ; Vincent Thomas ; François Charpillet
Handling Ambiguous Effects in Action Learning / Boris Lesner ; Bruno Zanuttini
Feature Reinforcement Learning in Practice / Phuong Nguyen ; Marcus Hutter
Function Approximation Methods for Reinforcement Learning
Reinforcement Learning with a Bilinear Q Function / Charles Elkan
l1-Penalized Projected Bellman Residual / Matthieu Geist ; Bruno Scherrer
Regularized Least Squares Temporal Difference Learning with Nested l2 and l1 Penalization / Matthew W. Hoffman ; Alessandro Lazaric ; Mohammad Ghavamzadeh ; Rémi Munos
Recursive Least-Squares Learning with Eligibility Traces
Value Function Approximation through Sparse Bayesian Modeling / Nikolaos Tziortziotis ; Konstantinos Blekas
Macro-actions in Reinforcement Learning
Automatic Construction of Temporally Extended Actions for MDPs Using Bisimulation Metrics / Pablo Samuel Castro ; Doina Precup
Unified Inter and Intra Options Learning Using Policy Gradient Methods / Kfir Y. Levy ; Nahum Shimkin
Options with Exceptions / Munu Sairamesh ; Balaraman Ravindran
A Framework for Computing Bounds for the Return of a Policy / Cosmin Paduraru
Multi-Task and Transfer Reinforcement Learning
Transferring Evolved Reservoir Features in Reinforcement Learning Tasks / Kyriakos C. Chatzidimitriou ; Ioannis Partalas ; Pericles A. Mitkas ; Ioannis Vlahavas
Transfer Learning via Multiple Inter-task Mappings / Anestis Fachantidis ; Matthew E. Taylor
Multi-Task Reinforcement Learning: Shaping and Feature Selection / Matthijs Snel ; Shimon Whiteson
Multi-Agent Reinforcement Learning
Transfer Learning in Multi-Agent Reinforcement Learning Domains / Georgios Boutsioukis
An Extension of a Hierarchical Reinforcement Learning Algorithm for Multiagent Settings / Ioannis Lambrou ; Vassilis Vassiliades ; Chris Christodoulou
Apprenticeship and Inverse Reinforcement Learning
Bayesian Multitask Inverse Reinforcement Learning / Constantin A. Rothkopf
Batch, Off-Policy and Model-Free Apprenticeship Learning / Edouard Klein ; Olivier Pietquin
Real-World Reinforcement Learning
Introduction of Fixed Mode States into Online Profit Sharing and Its Applications to Waist Trajectory Generation of Biped Robot / Seiya Kuroda ; Kazuteru Miyazaki ; Hiroaki Kobayashi
MapReduce for Parallel Reinforcement Learning / Yuxi Li ; Dale Schuurmans
Compound Reinforcement Learning: Theory and an Application to Finance / Tohgoroh Matsui ; Takashi Goto ; Kiyoshi Izumi ; Yu Chen
Proposal and Evaluation of the Active Course Classification Support System with Exploitation-Oriented Learning / Masaaki Ida
Author Index
Invited Talk Abstracts
Invited Talk: UCRL and Autonomous Exploration / Peter Auer
Invited Talk: Increasing Representational Power and Scaling Inference in Reinforcement Learning / Kristian Kersting
On the Development of a Formal Methodology for Knowledge Representation in Defeasible Logic Programming / Alejandro G. Stankevicius ; Marcela Capobianco
A Framework for Empirical Evaluation of Belief Change Operators / Renato U. Lundberg ; Márcio M. Ribeiro ; Renata Wassermann
Sensorimotor Domain Approach for Artificial Autonomous Cognitive Development / Mauro E.S. Muñoz ; Márcio Lobo Netto
A Service-Oriented Architecture for Assisting the Authoring of Semantic Crowd Maps / Henrique Santos ; Vasco Furiado
User-Centric Principles in Automated Decision Making / Ingrid Nunes ; Simon Miles ; Michael Luck ; Carlos J.P. de Lucena
Machine Learning / Chapter 2：
Wearable Computing: Accelerometers' Data Classification of Body Postures and Movements / Wallace Ugulino ; Débora Cardador ; Katia Vega ; Eduardo Velloso ; Ruy Milidiú ; Hugo Fuks
Density-Based Pattern Discovery in Distributed Time Series / Josenildo C. da Silva ; Gustavo H.B. Oliveira ; Omar A.C. Cortes ; Matthias Klusch
Filter Approach Feature Selection Methods to Support Multi-label Learning Based on ReliefF and Information Gain / Newton Spolaôr ; Everton Alvares Cherman ; Maria Carolina Monard ; Huei Diana Lee
Automatic Analysis of Leishmania Infected Microscopy Images via Gaussian Mixture Models / Pedro A. Nogueira ; Luís Filipe Teófilo
Link Prediction in Complex Networks Based on Cluster Information / Jorge Carlos Valverde-Rebaza ; Alneu de Andrade Lopes
A Parallel Approach to Clustering with Ant Colony Optimization / Guilherme N. Ramos
On the Use of Consensus Clustering for Incremental Learning of Topic Hierarchies / Ricardo M. Marcacini ; Eduardo R. Hruschka ; Solange O. Rezende
Machine Learning and Computer Vision / Chapter 3：
Image Retrieval by Content Based on a Visual Attention Model and Genetic Algorithms / Milton Roberto Heinen ; Paulo Martins Engel
A Symbolic Representation Method to Preserve the Characteristic Slope of Time Series / Willian Zalewski ; Fabiano Silva ; Feng Chung Wu ; André Gustavo Maletzke
Multi Agent Systems / Chapter 4：
Orchestrating Multiagent Learning of Penalty Games / Ana L. C. Bazzan
An Architectural Model for Autonomous Normative Agents / Baldoino F. dos Santos Neto ; Viviane Torres da Silva
A Coalition Formation Mechanism for Trust and Reputation-Aware Multi-Agent Systems / Bruno W.P. Hoelz ; Célia Ghedini Ralha
Profile Recommendation in Communities of Practice Based on Multiagent Systems / João Luis Tavares da Silva ; Sidinei D. Lubenow ; Alexandre M. Ribeiro
Robotic and Language / Chapter 5：
Knowledge-Intensive Word Disambiguation via Common-Sense and Wikipedia / Vládia Pinheiro ; Vasco Furtado ; Lívio Melo Freire ; Caio Ferreira
Context-Sensitive ASR for Controlling the Navigation of Mobile Robots / Gabriel Ferreira Araújo ; Hendrik Teixeira Macedo
An Evaluation of the Model of Stigmergy in a RoboCup Rescue Multiagent System / Gabriel Rigo da Cruz Jacobsen ; Carlos A. Barth ; Fernando dos Santos
Constraints / Chapter 6：
An Ecology-Based Heterogeneous Approach for Cooperative Search / Rafael Stubs Parpinelli ; Heitor Silvério Lopes
Providing Trade-Off Techniques Subsets to Improve Software Testing Effectiveness: Using Evolutionary Algorithm to Support Software Testing Techniques Selection by a Web Tool / Aurélio da Silva Grande ; Arilo Claudio Dias Neto ; Rosiane de Freitas Rodrigues
Author Index
Knowledge Representation / Chapter 1：
On the Development of a Formal Methodology for Knowledge Representation in Defeasible Logic Programming / Alejandro G. Stankevicius ; Marcela Capobianco
A Framework for Empirical Evaluation of Belief Change Operators / Renato U. Lundberg ; Márcio M. Ribeiro ; Renata Wassermann
Introduction to Active Sets and Unification / Germano Resconi ; Chris Hinde
Modeling a Teacher in a Tutorial-like System Using Learning Automata / B. John Oommen ; M. Khaled Hashem
Power Network Reliability Computations Using Multi-agent Simulation / Aleš Horák ; Miroslav Prýmek ; Tadeusz Sikora
Sequence Automata for Researching Consensus Levels / Henryk Piech
An Analysis of the Influence of Fundamental Indexing on Financial Markets through Agent-Based Modeling: The Fundamentalist and Fundamental Indexing / Hiroshi Takahashi
Agent-Driven Integration Architecture for Component-Based Software Development / Sodany Kiv ; Yves Wautelet ; Manuel Kolp
Adaptive Tutoring in an Intelligent Conversational Agent System / Annabel Latham ; Keeley Crockett ; David McLean ; Bruce Edmonds
Biological and Computational Perspectives on the Emergence of Social Phenomena: Shared Understanding and Collective Power / Jan Treur
Agent-Based Crowd Simulation in Airports Using Games Technology / Olivier Szymanezyk ; Tom Duckett ; Patrick Dickinson
Approximate Algorithms for Solving O1 Consensus Problems Using Complex Tree Structure / Marcin Maleszka ; Ngoc Thanh Nguyen
Author Index
Introduction to Active Sets and Unification / Germano Resconi ; Chris Hinde
Modeling a Teacher in a Tutorial-like System Using Learning Automata / B. John Oommen ; M. Khaled Hashem
Power Network Reliability Computations Using Multi-agent Simulation / Aleš Horák ; Miroslav Prýmek ; Tadeusz Sikora
Towards an Integrated Approach of Real-Time Coordination for Multi-agent Systems / Ghulam Mahdi ; Fabien Michel
Agent-Based Modeling, Simulation and Decision Making
The Influence of Call Graph Topology on the Dynamics of Telecommunication Markets / Bogumil Kaminski ; Maciej Latek
Classifying Agent Behaviour through Relational Sequential Patterns / Grazia Bombini ; Nicola Di Mauro ; Stefano Ferilli ; Floriana Esposito
Multi-agent Based Simulation of Animal Food Selective Behavior in a Pastoral System / Islem Henane ; Lamjed Ben Said ; Sameh Hadouaj ; Nasr Ragged
Movement Simulation and Management of Cooperating Objects in CGF Systems: A Case Study / Zbigniew Tarapata
Simulating Collective Intelligence of the Communities of Practice Using Agent-Based Methods / Emil Scarlat ; Iulia Maries
Using Perseus System for Modelling Epistemic Interactions / Magdalena Kacprzak ; Piotr Kulicki ; Robert Trypuz ; Katarzyna Budzynska ; Pawel Garbacz ; Marek Lechniak ; Pawel Rembelski
Agent-Based Approach in Evacuation Modeling / Jarostaw Was ; Konrad Kulakowski
Multi-Agent Applications
Core Non-emptiness Checking in Hedonic Games via Difference Logic ... / Helena Keinänen
Distributed Classification: Architecture and Cooperation Protocol in a Multi-agent System for E-Health / Nicolas Singer ; Sylvie Trouilhet ; Ali Rammal ; Jean-Marie Pecatte
Multidimensional Data Visualization Applied for User's Questionnaire Data Quality Assessment / Jarostaw Drapata ; Dmitrij Zatuchin ; Janusz Sobecki
Early Contention Notification for TCP Performance in Mobile Ad Hoc Networks / Woosuck Chang ; Chen Ni ; Geumdeok Kim ; Chonggun Kim
Agent-Based Remote Conversation Support for People with Aphasia / Kazuhiro Kuwabara ; Yuya Shimode ; Shohei Miyamoto
On the Effective Distribution of Knowledge Represented by Complementary Graphs / Leszek Kotulski ; Adam Sedziwy
Building Group Recommendations in E-learning Systems / Danuta Zakrzewska
Leader Election Based on Centrality and Connectivity Measurements in Ad Hoc Networks / Mary Wu ; Jason J. Jung
A Multi-Agent System to Assist with Property Valuation Using Heterogeneous Ensembles of Fuzzy Models / Magdalena Graczyk ; Tadeusz Lasota ; Zbigniew Telec ; Bogdan Trawinski
Performance Evaluation of Multiagent Systems for Power System Topology Verification / Kazimierz Wilkosz ; Zofia Kruczkiewicz ; Tomasz Babczysnski ; Wojciech Penar
Author Index
Keynote Speeches
Declarative Technologies for Open Agent Systems and Beyond / Federico Chesani ; Paola Mello ; Marco Montali ; Paolo Torroni
Knowledge Representation for Automated Reasoning / Joanna Józefowska
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