Ellis / Petridis Research and Development in Intelligent Systems XXVI

Incorporating Applications and Innovations in Intelligent Systems XVII
1. Auflage 2009
ISBN: 978-1-84882-983-1
Verlag: Springer-Verlag
Format: PDF
Kopierschutz: Adobe DRM (»Systemvoraussetzungen)

E-Book, Englisch, 504 Seiten

The most common document formalisation for text classi?cation is the vector space model founded on the bag of words/phrases representation. The main advantage of the vector space model is that it can readily be employed by classi?cation - gorithms. However, the bag of words/phrases representation is suited to capturing only word/phrase frequency; structural and semantic information is ignored. It has been established that structural information plays an important role in classi?cation accuracy [14]. An alternative to the bag of words/phrases representation is a graph based rep- sentation, which intuitively possesses much more expressive power. However, this representation introduces an additional level of complexity in that the calculation of the similarity between two graphs is signi?cantly more computationally expensive than between two vectors (see for example [16]). Some work (see for example [12]) has been done on hybrid representations to capture both structural elements (- ing the graph model) and signi?cant features using the vector model. However the computational resources required to process this hybrid model are still extensive.

Autoren/Hrsg.

Ellis, Richard

Petridis, Miltos

Inhaltsverzeichnis

1;PROGRAMME CHAIRS’ INTRODUCTION;5
2;CONTENTS;11
3;Research and Development in Intelligent Systems XXVI;16
4;Coping with Noisy Search Experiences;18
5;KNOWLEDGE DISCOVERY AND DATA MINING;32
6;Text Classification using Graph Mining-based Feature Extraction;33
7;A Sliding Windows based Dual Support Framework for Discovering Emerging Trends from Temporal Data;47
8;A Classification-based Review Recommender;61
9;Ontology-Driven Hypothesis Generation to Explain Anomalous Patient Responses to Treatment;75
10;REASONING;89
11;Dual Rationality and Deliberative Agents;90
12;Deriving Extensional Spatial Composition Tables;104
13;A New Approach to Influence Diagrams Evaluation;118
14;Analogical proportions: another logical view;132
15;DATA MINING AND MACHINE LEARNING;146
16;Evaluating Clustering Algorithms for Genetic Regulatory Network Structural Inference;147
17;Parallel Rule Induction with Information Theoretic Pre-Pruning;160
18;A kernel extension to handle missing data;174
19;Template Learning using Wavelet Domain Statistical Models;188
20;OPTIMISATION AND PLANNING;202
21;Group Counseling Optimization: A Novel Approach;203
22;Firefly Algorithm, Lévy Flights and Global Optimization;217
23;Improving Cooperative PSO using Fuzzy Logic;227
24;Context-sensitive Plan Execution Language for Adaptive Robot Behaviour;241
25;KNOWLEDGE ACQUISITION AND EVOLUTIONARY COMPUTATION;255
26;Explaining How to Play Real-Time Strategy Games;256
27;On the Structure of a Best Possible Crossover Selection Strategy in Genetic Algorithms;270
28;Chunking Natural Language Texts using Evolutionary Methods;284
29;SHORT PAPERS;298
30;Multi-Agent Reinforcement Learning - An Exploration Using Q-Learning;299
31;Leveraging Sub-class Partition Information in Binary Classification and Its Application;305
32;A Linguistic Truth-Valued Temporal Reasoning Formalism and Its Implementation;311
33;Extending arc-consistency algorithms for Non-Normalized CSPs;317
34;Remainder Subset Awareness for Feature Subset Selection;323
35;An e-Manufacturing environment for Open Manufacturing Systems;329
36;Applications and Innovations in Intelligent Systems XVII;335
37;Corpus Callosum MR Image Classification;337
38;AI AND DESIGN;351
39;Architectures by Design: The Iterative Development of an Integrated Intelligent Agent;352
40;From Source Code to Runtime Behaviour: Software Metrics Help to Select the Computer Architecture.;366
41;Learning to Improve E-mail Classification with numéro interactive;380
42;COMMERCIAL APPLICATIONS OF AI;394
43;An AI-Based System for Pricing Diverse Products and Services;395
44;An Interval Type-2 Fuzzy Multiple Echelon Supply Chain Model;409
45;Allocating Railway Platforms Using A Genetic Algorithm;423
46;FURTHER AI APPLICATIONS;437
47;An Optimal Dynamic Threat Evaluation and Weapon Scheduling Technique;438
48;On Assisting a Visual-Facial Affect Recognition System with Keyboard-Stroke Pattern Information;452
49;Feature Selection for Wheat Yield Prediction;465
50;SHORT PAPERS;479
51;Method of Combining the Degrees of Similarity in Handwritten Signature Authentication Using Neural Networks;480
52;Evolutionary Physical Model Design;486
53;Decision Support in Designing with Polymers;492
54;Cluster-Based Benchmarking of Universities as;498