Time Related Class Association Rule Mining and Its Application to Traffic Prediction
スポンサーリンク
概要
- 論文の詳細を見る
In this paper, an algorithm capable of finding important time related association rules is proposed where Genetic Network Programming (GNP) with Attribute Accumulation Mechanism (AAM) and Extraction Mechanism at Stages (EMS) is used. Then, the classification system based on extracted time related association rules is proposed to estimate to which class the current traffic data belong. Using this kind of classification mechanism, the traffic prediction is available since the rules extracted are based on time sequences. And, we also present the experimental results on the traffic prediction problem.
- 社団法人 電気学会の論文
- 2010-02-01
著者
-
MABU Shingo
Graduate School of Information, Production and Systems, Waseda University
-
HIRASAWA Kotaro
Graduate School of Information, Production and Systems, Waseda University
-
SHIMADA Kaoru
Graduate school of Information, Production and Systems, Waseda University
-
平澤 宏太郎
Graduate School Of Information Production And Systems Waseda University
-
ZHOU Huiyu
Graduate School of Information, Production and Systems, Waseda University
-
WEI Wei
Graduate School of Information, Production and Systems, Waseda University
-
Zhou Huiyu
Graduate School Of Information Production And Systems Waseda University
-
Mabu Shingo
Graduate School Of Information Production And Systems Waseda University
-
Markon Sandor
Fujitec Co. Ltd Prod. Dev. Hq
-
Shimada Kaoru
Graduate School Of Information Production And Systems Waseda University
-
Hirasawa Kotaro
Graduate School Of Information Science And Electrical Engineering Kyushu University
-
Hirasawa Kotaro
Department Of Electrical Engineering Faculty Of Engineering Kyushu University
-
Hirasawa Kotaro
Graduate School Of Information Production And Systems Waseda Univ.
-
Markon Sandor
Graduate School Of Information Production And Systems Waseda University
-
Hirasawa Kotaro
Graduate School Of Information Production And System Waseda University
-
Wei Wei
Graduate School Of Information Production And Systems Waseda Univ.
-
Mabu Shingo
Graduate School Of Information Production And System Waseda University
-
Wei Wei
Graduate School of Agricultural and Life Sciences, The University of Tokyo
関連論文
- Time Related Class Association Rule Mining and Its Application to Traffic Prediction
- Real Time Updating Genetic Network Programming for Adapting to the Change of Stock Prices
- フラグノードおよび重要度指標の調整を用いた遺伝的ネットワークプログラミングによる株式売買ルールの生成
- 擬似イントロンノードを用いた遺伝的ネットワークプログラミング
- 遺伝的ネットワークプログラミングによる不完全データベースからのクラス相関ルールの抽出
- Elevator Group Supervisory Control System Using Genetic Network Programming with Macro Nodes and Reinforcement Learning
- A Double-Deck Elevator Group Supervisory Control System with Destination Floor Guidance System Using Genetic Network Programming
- 強化学習と重要度指標を用いた遺伝的ネットワークプログラミングによる株式売買モデル
- 2A4-5 遺伝的ネットワークプログラミングによる不完全なデータベースからのクラス相関ルールの抽出(2A4 モデリング・識別)
- Network Intrusion Detection Using Class Association Rule Mining Based on Genetic Network Programming
- Application of Universal Learning Networks to PV-Supplied DC Moter Drives
- Chaos Control on Universal Learning Network
- Likelihood Based Search Method(L.S.M.)
- Function Approximation Using LVQ
- Stability Theory of Universal Learning Network
- Forward Propagation Universal Learning Network
- Universal Learning Network-Based Fuzzy System and Its Application to Non-Linear Control System
- Nonlinear Control System Using Universal Learning Network with RBF and RasVal
- Generalization Capability of Radial Basis Function Controller Using Randam Search Method with Variable Search Length in Universal Learning Network
- Universal Learning Network-based Fuzzy System and its Application to Non-linear Control System
- 不完全データベースからの差異ルールと例外ルールの抽出
- 1C3-4 Benchmark Test of RasID-GA for Inequality/Equality Constrained Optimization
- 遺伝的ネットワークプログラミングによる相関ルールの抽出
- 遺伝的ネットワークプログラミングを用いた医療相関ルールの抽出
- 獲得した情報を用いる遺伝的ネットワークプログラミングによるデータマイニング(知識処理)
- Task-Oriented Reinforcement Learning for Continuing Task in Dynamic Environment
- マルチブランチ構造を有するリカレントニューラルネットワーク
- ブランチ制御による機能局在を利用したマルチブランチニューラルネットワーク
- 階層型ニューラルネットワークにおけるマルチブランチ構造とその局所性
- Propagation and control of stochastic signals through universal learning networks
- 一般化学習ネットワークの教師付き学習による連想記憶モデルの構築
- A functions localized neural network with branch gates
- Hybrid Universal Learning Networks
- Improvement of generalization ability for identifying dynamical systems by using universal learning network
- 1C1-1 Actor-Criticを用いた遺伝的ネットワークプログラミング(1C1 強化学習)
- 教師あり学習・教師なし学習・強化学習を複合した brain-like 学習システム
- 強化学習を用いた遺伝的ネットワークプログラミングとそのエージェントの行動生成における性能評価(知識処理・知識コミュニティ)
- Genetic Network Programming with Reinforcement Learning and Its Application to Making Mobile Robot Behavior
- EvoCMAR : A New Evolutionary Method to Directly Mine Association Rules for Classification
- Time Related Class Association Rule Mining and Its Application to Traffic Prediction
- Stock Price Prediction using Neural Networks with RasID-GA
- A Nonlinear Model to Rank Association Rules Based on Semantic Similarity and Genetic Network Programing
- Buying and Selling Stocks of Multi Brands Using Genetic Network Programming with Control Nodes
- A Traffic-Flow-Adaptive Controller of Double-Deck Elevator Systems using Genetic Network Programming
- Association Rule Mining for Continuous Attributes using Genetic Network Programming
- Actor-Critic を用いた遺伝的ネットワークプログラミングの小型移動ロボットの行動生成における性能評価
- ローソク足チャートを利用した Genetic Network Programming による株式売買モデル
- Genetic Network Programming によるダブルデッキエレベータ群管理システムの最適化
- 2B3-2 イントロン付きGenetic Network Programmingの基礎検討(2B3 GA・GP)
- 2B3-1 幅と深さを考慮したGnenetic Network Programmingの進化手法(2B3 GA・GP)
- 2A2-3 多エージェント間の共生進化アルゴリズム(2A2 マルチエージェント)
- 1C3-1 多スタートノードGNPを用いた株式売買ポートフォリオの基礎検討(1C3 最適化2)
- 重要度指標付きGenetic Network Programmingにおける機能切替えについて(知識処理)
- 重要度指標付き Genetic Network Programming を用いた株式売買モデル
- プログラムサイズ可変型マクロノードつき遺伝的ネットワークプログラミング
- ランキング処理とノード関数最適化を考慮した Genetic Network Programming によるエレベータ群管理システム
- 105 Genetic Network Programmingによるエレベータ群管理制御の最適化
- Genetic Network Programming によるエレベータ群管理システムの基礎検討
- Genetic Network Programming による株価予測と売買モデル
- 機能局在型 Genetic Network Programming の構成
- 自己組織化機能局在型ニューラルネットワーク
- 進化学習型遺伝的ネットワｰクプログラミングとそのタイルワｰルド問題への適用
- マクロノードつき遺伝的ネットワークプログラミング
- マルチエージェントシステムの共生進化モデルの構築(共進化)(進化的計算)
- ネットワーク型アセンブリ言語を用いた人工生態系モデルの基礎検討
- 適応的離散ランダム探索法RasID-Dと最適化問題への適用
- 一般化学習ネットワークを利用した非線形離散時間動的システムの安定解析法
- KDI-Based Robust Fault Detection in Presence of Nonlinear Undermodeling
- A Hybrid Quasi-ARMAX Modeling Scheme for Identification of Nonlinear Systems
- Learning Petri Network and Its Application to Non-linear System Control
- Online Learning of Genetic Network Programming and its Application to Prisoner's Dilemma Game
- Elevator Group Control Using Multiagent Task-Oriented Reinforcement Learning
- A New Learning Method Using Local and Global Information for Neural Networks
- Increasing Robustness of Binary-coded Genetic Algorithm
- An Incremental Learning of Neural Network with Multiplication Units for Function Approximation
- Behavior Learning of Autonomous Robots by Modified Learning Vector Quantization
- Genetic Symbiosis Algoritm for Multiobjective Optimization Problems
- Multiple-Round English Auction Agent Based on Genetic Network Programming
- Enhancing the Generalization Ability of Neural Networks by Using Gram-Schmidt Orthogonalization Algorithm
- Mining Fuzzy Association Rules : A General Model Based on Genetic Network Programming and its Applications
- Fuzzy Intertransaction Class Association Rule Mining using Genetic Network Programming for Stock Market Prediction
- システム/情報 A New Method Based on Determining Error Surface for Designing Three Layer Neural Networks
- A New Learning Method Using Prior Information of Neural Networks
- An Efficient Preprocessing Method for Suboptimal Route Computation
- Multicar Elevator Group Supervisory Control System using Genetic Network Programming
- Robust Control for System Parameter Perturbation Using Second Order Derivatives of Universal Learning Network
- 遺伝的ネットワークプログラミングのアーキテクチャについて
- A new learning method using local and global information for neural networks
- Evolutionary Selection of Interesting Class Association Rules Using Genetic Relation Algorithm
- MBFP Generalized Association Rule Mining and Classification in Traffic Volume Prediction
- Analysis of Energy Consumption of Elevator Group Supervisory Control System Based on Genetic Network Programming
- Image Denoising Using Pulse Coupled Neural Network with an Adaptive Pareto Genetic Algorithm
- A Portfolio Selection Model Using Genetic Relation Algorithm and Genetic Network Programming
- Network Structure Oriented Evolutionary Model : Genetic Network Programming : Its Comparison with Genetic Programming
- Dynamic Optimal Route Search Algorithm for Car Navigation Systems with Preferences by Dynamic Programming
- A Neurofuzzy-Based Adaptive Predictor for Control of Nonlinear Systems
- Dynamic Traffic Management using Temperature Parameter Control in Q value-based Dynamic Programming with Boltzmann Distribution
- Q Value-Based Dynamic Programming with Boltzmann Distribution in Large Scale Road Network
- Intertransaction Class Association Rule Mining Based on Genetic Network Programming and Its Application to Stock Market Prediction
- Algorithm for Route Planning with Multiple Intermediate Destinations