Intelligent Database Systems Lab N.Y.U.S.T. I. M. Learning from Multi-topic Web Documents for Contextual Advertisement Presenter : Yu-hui Huang Authors.

Slides:

Advertisements

Similar presentations

Intelligent Database Systems Lab 國立雲林科技大學 National Yunlin University of Science and Technology 1 A 24-h forecast of solar irradiance using artificial neural.

Advertisements

Intelligent Database Systems Lab 國立雲林科技大學 National Yunlin University of Science and Technology 1 Validating Transliteration Hypotheses Using the Web: Web.

Intelligent Database Systems Lab 國立雲林科技大學 National Yunlin University of Science and Technology 1 SCAN: A Structural Clustering Algorithm for Networks Xiaowei.

Intelligent Database Systems Lab 國立雲林科技大學 National Yunlin University of Science and Technology 1 Quality evaluation of product reviews using an information.

Intelligent Database Systems Lab N.Y.U.S.T. I. M. Fast exact k nearest neighbors search using an orthogonal search tree Presenter : Chun-Ping Wu Authors.

Intelligent Database Systems Lab 國立雲林科技大學 National Yunlin University of Science and Technology Text classification based on multi-word with support vector.

Intelligent Database Systems Lab 國立雲林科技大學 National Yunlin University of Science and Technology U*F clustering : a new performant “ clustering-mining ”

Intelligent Database Systems Lab 國立雲林科技大學 National Yunlin University of Science and Technology Human eye sclera detection and tracking using a modified.

Intelligent Database Systems Lab 國立雲林科技大學 National Yunlin University of Science and Technology Mining Software History to Improve Software Maintenance.

Intelligent Database Systems Lab N.Y.U.S.T. I. M. A new student performance analysing system using knowledge discovery in higher educational databases.

Intelligent Database Systems Lab N.Y.U.S.T. I. M. Comparison of neural network models with ARIMA and regression models for prediction of Houston's daily.

Intelligent Database Systems Lab 國立雲林科技大學 National Yunlin University of Science and Technology Web usage mining: extracting unexpected periods from web.

Intelligent Database Systems Lab 國立雲林科技大學 National Yunlin University of Science and Technology 1 Mining Positive and Negative Patterns for Relevance Feature.

Intelligent Database Systems Lab N.Y.U.S.T. I. M. OpinionMiner: A Novel Machine Learning System for Web Opinion Mining and Extraction Presenter : Jiang-Shan.

Intelligent Database Systems Lab 國立雲林科技大學 National Yunlin University of Science and Technology 2008.NN.10 Modeling propagation delays in the development.

Intelligent Database Systems Lab 國立雲林科技大學 National Yunlin University of Science and Technology Topology Preservation in Self-Organizing Feature Maps: Exact.

Intelligent Database Systems Lab N.Y.U.S.T. I. M. A quantitative stock prediction system based on financial news Presenter : Chun-Jung Shih Authors :Robert.

Intelligent Database Systems Lab 國立雲林科技大學 National Yunlin University of Science and Technology SIGIR1 Improving Web Search Results Using Affinity Graph.

Intelligent Database Systems Lab N.Y.U.S.T. I. M. A semantic similarity metric combining features and intrinsic information content Presenter: Chun-Ping.

Intelligent Database Systems Lab 國立雲林科技大學 National Yunlin University of Science and Technology 1 Automatic Recommendations for E-Learning Personalization.

Intelligent Database Systems Lab N.Y.U.S.T. I. M. An IPC-based vector space model for patent retrieval Presenter: Jun-Yi Wu Authors: Yen-Liang Chen, Yu-Ting.

Intelligent Database Systems Lab 國立雲林科技大學 National Yunlin University of Science and Technology 1 A Hybrid Supervised ANN for Classification and Data Visualization.

Intelligent Database Systems Lab 國立雲林科技大學 National Yunlin University of Science and Technology 1 AC-ViSOM: Hybridising the Modified Adaptive Coordinate.

Intelligent Database Systems Lab 國立雲林科技大學 National Yunlin University of Science and Technology A Plagiarism Detection Technique for Java Program Using.

Intelligent Database Systems Lab 國立雲林科技大學 National Yunlin University of Science and Technology A k-mean clustering algorithm for mixed numeric and categorical.

Intelligent Database Systems Lab N.Y.U.S.T. I. M. How valuable is medical social media data? Content analysis of the medical web Presenter :Tsai Tzung.

Intelligent Database Systems Lab N.Y.U.S.T. I. M. Development of a reading material recommendation system based on a knowledge engineering approach Presenter.

Intelligent Database Systems Lab 國立雲林科技大學 National Yunlin University of Science and Technology 1 An Adaptation of the Vector-Space Model for Ontology-Based.

國立雲林科技大學 National Yunlin University of Science and Technology Self-organizing map learning nonlinearly embedded manifoldsmanifolds Author :Timo Simila.

Intelligent Database Systems Lab 國立雲林科技大學 National Yunlin University of Science and Technology 1 A Study on Automatic Recognition of Road Signs Presenter.

Intelligent Database Systems Lab 國立雲林科技大學 National Yunlin University of Science and Technology 2007.SIGIR.8 New Event Detection Based on Indexing-tree.

Intelligent Database Systems Lab 國立雲林科技大學 National Yunlin University of Science and Technology A Novel Density-Based Clustering Framework by Using Level.

Intelligent Database Systems Lab 國立雲林科技大學 National Yunlin University of Science and Technology 1 Utilizing Marginal Net Utility for Recommendation in E-commerce.

Intelligent Database Systems Lab Advisor ： Dr. Hsu Graduate ： Chien-Shing Chen Author ： Juan D.Velasquez Richard Weber Hiroshi Yasuda 國立雲林科技大學 National.

Intelligent Database Systems Lab N.Y.U.S.T. I. M. Fraud detection in online consumer reviews Presenter: Tsai Tzung Ruei Authors: Nan Hu, Ling Liu, Vallabh.

Intelligent Database Systems Lab N.Y.U.S.T. I. M. Extreme Visualization: Squeezing a Billion Records into a Million Pixels Presenter : Jiang-Shan Wang.

Intelligent Database Systems Lab 國立雲林科技大學 National Yunlin University of Science and Technology 1 Extending the Growing Hierarchal SOM for Clustering Documents.

Intelligent Database Systems Lab N.Y.U.S.T. I. M. Psychiatric document retrieval using a discourse-aware model Presenter : Wu, Jia-Hao Authors : Liang-Chih.

Intelligent Database Systems Lab 國立雲林科技大學 National Yunlin University of Science and Technology 1 Regularization in Matrix Relevance Learning Petra Schneider,

Intelligent Database Systems Lab N.Y.U.S.T. I. M. 1 Visualization of multi-algorithm clustering for better economic decisions - The case of car pricing.

Intelligent Database Systems Lab 國立雲林科技大學 National Yunlin University of Science and Technology Information Loss of the Mahalanobis Distance in High Dimensions-

Intelligent Database Systems Lab N.Y.U.S.T. I. M. Mining massive document collections by the WEBSOM method Presenter : Yu-hui Huang Authors :Krista Lagus,

Intelligent Database Systems Lab 國立雲林科技大學 National Yunlin University of Science and Technology 1 An initialization method to simultaneously find initial.

Intelligent Database Systems Lab 國立雲林科技大學 National Yunlin University of Science and Technology 1 Region-based image retrieval using integrated color, shape,

Intelligent Database Systems Lab N.Y.U.S.T. I. M. Validity index for clusters of different sizes and densities Presenter: Jun-Yi Wu Authors: Krista Rizman.

Intelligent Database Systems Lab 國立雲林科技大學 National Yunlin University of Science and Technology 1 A personal route prediction system base on trajectory.

Intelligent Database Systems Lab 國立雲林科技大學 National Yunlin University of Science and Technology A new data clustering approach- Generalized cellular automata.

Intelligent Database Systems Lab 國立雲林科技大學 National Yunlin University of Science and Technology 1 Cost- sensitive boosting for classification of imbalanced.

Intelligent Database Systems Lab 國立雲林科技大學 National Yunlin University of Science and Technology 1 Learning multiple nonredundant clusterings Presenter :

Intelligent Database Systems Lab 國立雲林科技大學 National Yunlin University of Science and Technology 1 Direct mining of discriminative patterns for classifying.

Intelligent Database Systems Lab 國立雲林科技大學 National Yunlin University of Science and Technology 1 Growing Mechanisms and Cluster Identification with TurSOM.

Intelligent Database Systems Lab 國立雲林科技大學 National Yunlin University of Science and Technology 1 TIARA: A Visual Exploratory Text Analytic System Presenter.

Intelligent Database Systems Lab 國立雲林科技大學 National Yunlin University of Science and Technology 1 Self Organizing Maps and Bit Signature: a study applied.

Intelligent Database Systems Lab 國立雲林科技大學 National Yunlin University of Science and Technology 1 Modeling Semantic Similarities in Multiple Maps Presenter.

Intelligent Database Systems Lab N.Y.U.S.T. I. M. Towards comprehensive support for organizational mining Presenter : Yu-hui Huang Authors : Minseok Song,

Intelligent Database Systems Lab 國立雲林科技大學 National Yunlin University of Science and Technology 1 Providing Justifications in Recommender Systems Presenter.

Intelligent Database Systems Lab N.Y.U.S.T. I. M. Predicting corporate bankruptcy using a self-organizing map: An empirical study to improve the forecasting.

Intelligent Database Systems Lab 國立雲林科技大學 National Yunlin University of Science and Technology 1 Hierarchical model-based clustering of large datasets.

Intelligent Database Systems Lab 國立雲林科技大學 National Yunlin University of Science and Technology 1 Growing Hierarchical Tree SOM: An unsupervised neural.

Intelligent Database Systems Lab N.Y.U.S.T. I. M. Using annotation services in a ubiquitous Jigsaw cooperative learning environment Presenter : Su, Wun-Huei.

Intelligent Database Systems Lab 國立雲林科技大學 National Yunlin University of Science and Technology 1 Dual clustering ： integrating data clustering over optimization.

Intelligent Database Systems Lab N.Y.U.S.T. I. M. Key Blog Distillation: Ranking Aggregates Presenter : Yu-hui Huang Authors :Craig Macdonald, Iadh Ounis.

Intelligent Database Systems Lab 國立雲林科技大學 National Yunlin University of Science and Technology Text Classification, Business Intelligence, and Interactivity:

Intelligent Database Systems Lab N.Y.U.S.T. I. M. An Integrated Machine Learning Approach to Stroke Prediction Presenter: Tsai Tzung Ruei Authors: Aditya.

Intelligent Database Systems Lab 國立雲林科技大學 National Yunlin University of Science and Technology 1 Prediction model building and feature selection with support.

Intelligent Database Systems Lab N.Y.U.S.T. I. M. Visualizing social network concepts Presenter : Chun-Ping Wu Authors :Bin Zhu, Stephanie Watts, Hsinchun.

Intelligent Database Systems Lab N.Y.U.S.T. I. M. Named Entity Disambiguation by Leveraging Wikipedia Semantic Knowledge Presenter : Jiang-Shan Wang Authors.

Intelligent Database Systems Lab 國立雲林科技大學 National Yunlin University of Science and Technology A support system for predicting eBay end prices Presenter.

Intelligent Database Systems Lab 國立雲林科技大學 National Yunlin University of Science and Technology 1 A New Cluster Validity Index for Data with Merged Clusters.

Intelligent Database Systems Lab 國立雲林科技大學 National Yunlin University of Science and Technology 1 f-information measures in medical image registration Presenter.

Presentation transcript:

Intelligent Database Systems Lab N.Y.U.S.T. I. M. Learning from Multi-topic Web Documents for Contextual Advertisement Presenter : Yu-hui Huang Authors : Yi Zhang, John C. Platt, Arun C. Surendran, Mukund Narasimhan KDD 2008 國立雲林科技大學 National Yunlin University of Science and Technology 1

Intelligent Database Systems Lab N.Y.U.S.T. I. M. Outline Motivation Objective Methodology Experiment Conclusion

Intelligent Database Systems Lab N.Y.U.S.T. I. M. Motivation advertiser wants to avoid content relating to war, violence, pornography, etc. advertiser wants to detect and avoid negative opinion about their product when positive, negative and neutral sentiments co-exist on a page.

Intelligent Database Systems Lab N.Y.U.S.T. I. M. Objective This paper proposed a classifiers to distinguish the content whether it is positive or not for a set of advertisements and web pages

Intelligent Database Systems Lab N.Y.U.S.T. I. M. Methodology SENSITIVE CONTENT DETECTION ： advertising do not want their ads to be shown on web pages that contain those sensitive contents.

Intelligent Database Systems Lab N.Y.U.S.T. I. M. Methodology MILBoost(Multiple Instance Learning-boosting ) 黃玉輝是個帥哥, 川哥很 man 陳建興攏博班啊，已經是資深會員了嘿阿灰啊嘸災咧衝啥，把我的獎杯都打破了

Intelligent Database Systems Lab N.Y.U.S.T. I. M. Methodology MILBoost(Multiple Instance Learning-boosting )

Intelligent Database Systems Lab N.Y.U.S.T. I. M. Methodology MILBoost(Multiple Instance Learning-boosting )

Intelligent Database Systems Lab N.Y.U.S.T. I. M. Experiment

Intelligent Database Systems Lab N.Y.U.S.T. I. M. Experiment

Intelligent Database Systems Lab N.Y.U.S.T. I. M. Conclusion 11 We showed that the MILBoost system is able to improve on the performance of the traditional classifiers in such tasks, especially when the percentage of mixed content is high. Unfortunately, it do not have sentence-level labels therefore the evaluation can only be done at the page-level.

Intelligent Database Systems Lab N.Y.U.S.T. I. M. 12 Comments Advantage  … Drawback  …. Application  classification of web page, analyze feature of product, advertisement