Advanced Data Mining and Applications : 10th International Conference, ADMA 2014, Guilin, China, December 19-21, 2014, Proceedings / edited by Xudong Luo, Jeffrey Xu Yu, Zhi Li.

Format:

Book

Contributor:

Luo, Xudong, Editor.

Yu, Jeffrey Xu, Editor.

Li, Zhi, Editor.

SpringerLink (Online service)

Series:

Computer Science (SpringerNature-11645)

Lecture notes in computer science. Lecture notes in artificial intelligence 2945-9141 ; 8933

Lecture Notes in Artificial Intelligence, 2945-9141 ; 8933

Language:

English

Subjects (All):

Artificial intelligence.

Data mining.

Information storage and retrieval systems.

Application software.

Database management.

Artificial Intelligence.

Data Mining and Knowledge Discovery.

Information Storage and Retrieval.

Computer and Information Systems Applications.

Database Management.

Local Subjects:

Artificial Intelligence.

Data Mining and Knowledge Discovery.

Information Storage and Retrieval.

Computer and Information Systems Applications.

Database Management.

Physical Description:

1 online resource (XVI, 741 pages) : 298 illustrations

Edition:

1st ed. 2014.

Contained In:

Springer Nature eBook

Place of Publication:

Cham : Springer International Publishing : Imprint: Springer, 2014.

System Details:

text file PDF

Summary:

This book constitutes the proceedings of the 10th International Conference on Advanced Data Mining and Applications, ADMA 2014, held in Guilin, China during December 2014. The 48 regular papers and 10 workshop papers presented in this volume were carefully reviewed and selected from 90 submissions. They deal with the following topics: data mining, social network and social media, recommend systems, database, dimensionality reduction, advance machine learning techniques, classification, big data and applications, clustering methods, machine learning, and data mining and database.

Contents:

Data Mining

A New Improved Apriori Algorithm Based on Compression Matrix

FHN: Efficient Mining of High-Utility Itemsets with Negative Unit Profits

Novel Concise Representations of High Utility Itemsets Using Generator Patterns

Incrementally Updating High-Utility Itemsets with Transaction Insertion

Mining Frequent Closed Sequential Patterns with Non-user-defined Gap Constraints

High Utility Episode Mining Made Practical and Fast

Social Network and Social Media

Community Dynamics: Event and Role Analysis in Social Network Analysis

Local Community Extraction for Non-overlapping and Overlapping Community Detection

Discovery of Tampered Image with Robust Hashing

TweeProfiles: Detection of Spatio-temporal Patterns on Twitter

Real-Time Event Detection Based on Geo Extraction and Temporal Analysis

An Automatic Unsupervised Method Based on Context-Sensitive Spectral Angle Mapper for Change Detection of Remote Sensing Images

Recommend System

A Personalized Travel System Based on Crowdsourcing Model

Difference Factor' KNN Collaborative Filtering Recommendation Algorithm

A Reputation-Enhanced Recommender System

An Empirical Methodology to Analyze the Behavior of Bagging

Context-Aware Recommendation Using GPU Based Parallel Tensor Decomposition

Location-Based Recommendation Using Incremental Tensor Factorization Model

Database Mining Continuous Activity Patterns from Animal Trajectory Data

Personalized Privacy Protection for Transactional Data

A Hybrid Algorithm for Privacy Preserving Social Network Publication

Achieving Absolute Privacy Preservation in Continuous Query Road Network Services

A C-DBSCAN Algorithm for Determining Bus-Stop Locations Based on Taxi GPS Data

A Secure and Efficient Privacy-Preserving Attribute Matchmaking Protocol in Proximity-Based Mobile Social Networks

Dimensionality Reduction

A New Filter Approach Based on Generalized Data Field

A Stable Instance Based Filter for Feature Selection in Small Sample Size Data Sets

Multi-label Feature Selection via Information Gain

Efficient kNN Algorithm Based on Graph Sparse Reconstruction

On Dynamic Selection of Subspace for Random Forest

Dimensionally Reduction: An Experimental Study

Advance Machine Learning Techniques

Efficient Deep Learning Algorithm with Accelerating Inference Strategy

Multi-angle Evaluations of Test Cases Based on Dynamic Analysis

An Interest-Based Clustering Method for Web Information Visualization

A Serial Sample Selection Framework for Active Learning

Map Matching for Taxi GPS Data with Extreme Learning Machine

A Segment-Wise Method for Pseudo Periodic Time Series Prediction

Classification

Constructing Decision Trees for Unstructured Data

Attack Type Prediction Using Hybrid Classifier

kNN Algorithm with Data-Driven k Value

Topology Potential-Based Parameter Selecting for Support Vector Machine

Active Multi-label Learning with Optimal Label Subset Selection

Merging Decision Trees: A Case Study in Predicting Student Performance

Big Data and Applications

Faster MaxScore Query Processing with Essential List Skipping

Selecting Representative Objects from Large Database by Using K-Skyband and Top-k Dominating Queries in MapReduce Environment

Towards Positive Unlabeled Learning for Parallel Data Mining: A Random Forest Framework

Program Verification by Reachability Searching over Dynamic Call Tree

CinHBa: A Secondary Index with Hotscore Caching Policy on Key-Value Data Store

Towards Ontology-Enhanced Cloud Services Discovery

Clustering Methods

A Huffman Tree-Based Algorithm for Clustering Documents. -Improved Spectral Clustering Algorithm Based on Similarity Measure

A Partition Clustering Algorithm for Transaction Database Based on FCM

Machine Learning

Discernibility Matrix Enriching and Boolean-And Algorithm for Attributes Reduction

Smart Partitioning for Product DSM Model Based on Improved Genetic Algorithm

A New Method for Image Understanding and Retrieval Using Text-Mined Knowledge

A Web Table Extraction Method Based on Structure and Ontology

Data Mining and Database

Block Nested Join and Sort Merge Join Algorithms: An Empirical Evaluation

The Design of Power Security System in Smart Home Based on the Stream Data Mining

Agent-Based Privacy Aware Feedback System.

Other Format:

Printed edition:

ISBN:

978-3-319-14717-8

9783319147178

Access Restriction:

Restricted for use by site license.