New Frontiers in Applied Data Mining

PAKDD 2008 International Workshops, Osaka, Japan, May 20-23, 2008, Revised Selected Papers
2009
ISBN: 978-3-642-00398-1
Verlag: Springer

Buch, Englisch, Band 5433, 214 Seiten, Format (B × H): 155 mm x 235 mm, Gewicht: 353 g

Reihe: Lecture Notes in Computer Science

This book constitutes the proceedings of the PAKDD Workshops 2008, namely ALSIP 2008, DMDRM 2008, and IDM 2008. The workshops were held in conjunction with the PAKDD conference in Osaka, Japan, during May 20-23, 2008. The 17 papers presented were carefully reviewed and selected from 38 submissions. The International Workshop on Algorithms for Large-Sale Information Processing in Knowledge Discovery (ALSIP) focused on exchanging fresh ideas on large-scale data processing in the problems of data mining, clustering, machine learning, statistical analysis, and other computational aspects of knowledge discovery problems. The Workshop on Data Mining for Decision Making and Risk Management (DMDRM) covered data mining and machine learning approaches, statistical approaches, chance discovery, active mining and application of these techniques to medicine, marketing, security, decision support in business, social activities, human relationships, chemistry and sensor data. The Workshop on Interactive Data Mining Overview (IDM) discussed various interactive data mining researches such as interactive information retrieval, information gathering sysetms, personalization systems, recommendation systems, user interfaces.

Zielgruppe

Research

Autoren/Hrsg.

Chawla, Sanjay

Washio, Takashi

Minato, Shin-Ichi

Inokuchi, Akihiro

Tsumoto, Shusaku

Onoda, Takashi

Yamada, Seiji

Fachgebiete

• Mathematik | Informatik EDV | Informatik Daten / Datenbanken Datenkompression, Dokumentaustauschformate
• Mathematik | Informatik EDV | Informatik Daten / Datenbanken Data Warehouse
• Mathematik | Informatik EDV | Informatik Professionelle Anwendung
• Mathematik | Informatik EDV | Informatik Programmierung | Softwareentwicklung Grafikprogrammierung
• Mathematik | Informatik EDV | Informatik Daten / Datenbanken Data Mining
• Mathematik | Informatik EDV | Informatik Informatik Künstliche Intelligenz Wissensbasierte Systeme, Expertensysteme
• Naturwissenschaften Biowissenschaften Biowissenschaften
• Mathematik | Informatik EDV | Informatik Informatik Mensch-Maschine-Interaktion User Interface Design & Benutzerfreundlichkeit
• Geisteswissenschaften Design Interface Design, Interaktionsdesign, Application Design
• Mathematik | Informatik EDV | Informatik Angewandte Informatik Bioinformatik
• Mathematik | Informatik EDV | Informatik Informatik Mensch-Maschine-Interaktion Informationsvisualisierung
• Naturwissenschaften Biowissenschaften Angewandte Biologie Bioinformatik
• Technische Wissenschaften Elektronik | Nachrichtentechnik Elektronik Robotik

Inhaltsverzeichnis

Workshop of ALSIP 2008.- Flexible Framework for Time-Series Pattern Matching over Multi-dimension Data Stream.- An Adaptive Algorithm for Splitting Large Sets of Strings and Its Application to Efficient External Sorting.- Incrementally Mining Recently Repeating Patterns over Data Streams.- A Graph-Based Approach for Sentiment Sentence Extraction.- Fuzzy Weighted Association Rule Mining with Weighted Support and Confidence Framework.- A Framework for Mining Fuzzy Association Rules from Composite Items.- Mining Mutually Dependent Ordered Subtrees in Tree Databases.- A Tree Distance Function Based on Multi-sets.- Sibling Distance for Rooted Labeled Trees.- Kernel Functions Based on Derivation.- Workshop of DMDRM 2008.- Dynamic Bayesian Networks for Acquisition Pattern Analysis: A Financial-Services Cross-Sell Application.- An Automata Based Authorship Identification System.- Detection of Risk Factors as Temporal Data Mining.- Workshop of IDM 2008.- Two-Phased Active Support Kernel Machine Learning.- Extracting Topic Maps from Web Pages.- Interactive Abnormal Condition Sign Discovery for Hydroelectric Power Plants.- Interactive Visualization System for Decision Making Support in Online Shopping.- A Method to Recognize and Count Leaves on the Surface of a River Using User’s Knowledge about Color of Leaves.