Learning With Hypergraphs: Clustering, Classification, and Embedding
White Papers The main contribution in this paper is to generalize the powerful methodology of spectral clustering which originally operates on undirected graphs to hypergraphs, and further develop algorithms for hypergraph embedding and transductive...
[May 25, 2007, 1:00]
Semi-Supervised Learning: A Comparative Study for Web Spam and Telephone User Churn
White Papers This paper compares a wide range of semi-supervised learning techniques both for Web spam filtering and for telephone user churn classification. Semi-supervised learning has the assumption that the label of a node in a graph is similar to those of...
[November 28, 2008, 23:00]
Transductive Link Spam Detection
White Papers In contrast, the paper cast the link spam detection problem into a machine learning problem of classification on directed graphs. A classification algorithm for directed graphs is then derived from the discrete regularization.
[May 23, 2007, 1:00]
Data Mining Techniques for Building Fault-Proneness Models in Telecom Java Software
White Papers The main focus of this paper is two-fold: use and compare many data mining and machine learning techniques to build fault-proneness models based mostly on source code measures and change/fault history data, and demonstrate that the usual...
[October 7, 2008, 1:01]
Clustering Based Ensemble Classification for Spam Filtering
White Papers Those individual classifiers can fit parts of the training data better and therefore may improve classification results, when the best fitting classifier can be found. Basic classification algorithms as well as clustering are introduced.
[November 28, 2008, 23:00]
Feature Selection for Intrusion Detection Using Neural Networks and Support Vector Machines
White Papers This paper shows that SVMs are superior to ANNs in three critical respects of IDSs: SVMs train and run an order of magnitude faster; SVMs scale much better; and SVMs give higher classification accuracy.
[October 14, 2008, 1:01]
2009 Mosby's Nursing Drug Reference
Downloads Key Features Contains thousands of drugs - including 21 drugs recently approved by the FDA and 10 new combination products Revised with over 200 updates to adverse effects, dosages, uses, and more Includes updated information on IV drug dosages...
[November 20, 2008, 4:57]
Naive Bayes Classifier Learning With Feature Selection for Spam Detection in Social Bookmarking
White Papers Then, the tags, having high mutual information value and used in test data, are chosen for the classification task. This paper proposes a machine learning-based approach to automatic spam detection. Social bookmarking systems such as BibSonomy and...
[November 28, 2008, 23:00]
KnowledgeMiner
Downloads Therefore, the majority of data mining tools only support or focus on static systems, such as classification, segmentation and clustering. It was built on the cybernetic principles of self-organization: Learning a completely unknown relationship...
[July 5, 2005, 8:00]
Identifying Image Spam Based on Header and File Properties Using C4.5 Decision Trees and Support Vector Machine Learning
White Papers This paper presents a feature extraction and classification framework that operates on features that can be extracted from image files in a very fast fashion. They present classification performance results for C4.5 decision tree and support vector...
[October 14, 2008, 1:01]
Spectral Clustering and Transductive Learning With Multiple Views
White Papers When each view is represented as a graph, one may convexly combine the weight matrices or the discrete Laplacians for each graph, and then proceed with existing clustering or classification techniques.
[May 25, 2007, 1:00]
Towards Automating Malware Classification and Characterization
White Papers Here, the paper proposes using machine learning approaches to learn global (i.e.malware intent) and local (i.e.specific functionality) malware properties based on behavioral traces of malware recorded in virtual environments, and tests them on a...
[June 20, 2009, 1:21]
