Recent Advances of Neural Network Models and Applications, 1st Edition

  • Published By:
  • ISBN-10: 3319041290
  • ISBN-13: 9783319041292
  • DDC: 006.32
  • Grade Level Range: College Freshman - College Senior
  • 446 Pages | eBook
  • Original Copyright 2014 | Published/Released June 2014
  • This publication's content originally published in print form: 2014

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This volume collects a selection of contributions which has been presented at the 23rd Italian Workshop on Neural Networks, the yearly meeting of the Italian Society for Neural Networks (SIREN). The conference was held in Vietri sul Mare, Salerno, Italy during May 23-24, 2013. The annual meeting of SIREN is sponsored by International Neural Network Society (INNS), European Neural Network Society (ENNS) and IEEE Computational Intelligence Society (CIS). The book – as well as the workshop-  is organized in two main components, a special session and a group of regular sessions featuring different aspects and point of views of artificial neural networks, artificial and natural intelligence, as well as psychological and cognitive theories for modeling human behaviors and human machine interactions, including Information Communication applications of compelling interest. 

Table of Contents

Front Cover.
Editorial Board.
Other Frontmatter.
Title Page.
Copyright Page.
1: Algorithms.
2: Identifying Emergent Dynamical Structures in Network Models.
3: Experimental Guidelines for Semantic-Based Regularization.
4: A Preliminary Study on Transductive Extreme Learning Machines.
5: Avoiding the Cluster Hypothesis in SV Classification of Partially Labeled Data.
6: Learning Capabilities of ELM-Trained Time-Varying Neural Networks.
7: A Quality-Driven Ensemble Approach to Automatic Model Selection in Clustering.
8: An Adaptive Reference Point Approach to Efficiently Search Large Chemical Databases.
9: A Methodological Proposal for an Evolutionary Approach to Parameter Inference in MURAMEBased Problems.
10: Genetic Art in Perspective.
11: Signal Processing.
12: Proportionate Algorithms for Blind Source Separation.
13: Pupillometric Study of the Dysregulation of the Autonomous Nervous System by SVM Networks.
14: A Memristor Circuit Using Basic Elements with Memory Capability.
15: Effects of Pruning on Phase-Coding and Storage Capacity of a Spiking Network.
16: Predictive Analysis of the Seismicity Level at Campi Flegrei Volcano Using a Data-Driven Approach.
17: Robot Localization by Echo State Networks Using RSS.
18: An Object Based Analysis Applied to Very High Resolution Remote Sensing Data for the Change Detection of Soil Sealing at Urban Scale.
19: EEG Complexity Modifications and Altered Compressibility in Mild Cognitive Impairment and Alzheimer's Disease.
20: Smart Home Task and Energy Resource Scheduling Based on Nonlinear Programming.
21: Applications.
22: Data Fusion Using a Factor Graph for Ship Tracking in Harbour Scenarios *.
23: Reinforcement Learning for Automated Financial Trading: Basics and Applications.
24: A Collaborative Filtering Recommender Exploiting a SOM Network.
25: SVM Tree for Personalized Transductive Learning in Bioinformatics Classification Problems.
26: Multi-Country Mortality Analysis Using Self Organizing Maps.
27: A Fuzzy Decision Support System for the Environmental Risk Assessment of Genetically Modified Organisms.
28: Adaptive Neuro-Fuzzy Inference Systems vs. Stochastic Models for Mortality Data.
29: Special Session on “Social and Emotional Networks for Interactional Exchanges”.
30: Recent Approaches in Handwriting Recognition with Markovian Modelling and Recurrent Neural Networks.
31: Do Relationships Exist between Brain-Hand Language and Daily Function Characteristics of Children with a Hidden Disability?.
32: Corpus Linguistics and the Appraisal Framework for Retrieving Emotion and Stance – The Case of Samsung's and Apple's Facebook Pages*.
33: Which Avatars Comfort Children?.
34: The Effects of Hand Gestures on Psychosocial Perception: A Preliminary Study.
35: The Influence of Positive and Negative Emotions on Physiological Responses and Memory Task Scores.
36: Mood Effects on the Decoding of Emotional Voices.
37: The Ascending Reticular Activating System The Common Root of Consciousness and Attention.
38: Conversational Entrainment in the Use of Discourse Markers.
39: Language and Gender Effect in Decoding Emotional Information: A Study on Lithuanian Subjects.
40: Preliminary Experiments on Automatic Gender Recognition Based on Online Capital Letters.
41: End-User Design of Emotion-Adaptive Dialogue Strategies for Therapeutic Purposes.
42: Modulation of Cognitive Goals and Sensorimotor Actions in Face-to-Face Communication by Emotional States: The Action-Based Approach.
43: Investigating the Form-Function-Relation of the Discourse Particle “hm” in a Naturalistic Human-Computer Interaction.
44: Intended and Unintended Offence.
45: Conceptual Spaces for Emotion Identification and Alignment.
46: Emotions and Moral Judgment: A Multimodal Analysis.
47: Contextual Information and Reappraisal of Negative Emotional Events.
48: Deciding with (or without) the Future in Mind:Individual Differences in Decision-Making.
Author Index.