Support vector machines: hype or hallelujah?
ACM SIGKDD Explorations Newsletter - Special issue on “Scalable data mining algorithms”
Machine learning in automated text categorization
ACM Computing Surveys (CSUR)
Mining e-mail content for author identification forensics
ACM SIGMOD Record
The Equivalence of Support Vector Machine and Regularization Neural Networks
Neural Processing Letters
Clustering and Classification in Structured Data Domains Using Fuzzy Lattice Neurocomputing (FLN)
IEEE Transactions on Knowledge and Data Engineering
Support vector machines: relevance feedback and information retrieval
Information Processing and Management: an International Journal
SVM Classification Using Sequences of Phonemes and Syllables
PKDD '02 Proceedings of the 6th European Conference on Principles of Data Mining and Knowledge Discovery
Fusion Approaches for Mappings between Heterogeneous Ontologies
ECDL '01 Proceedings of the 5th European Conference on Research and Advanced Technology for Digital Libraries
Applications of Support Vector Machines for Pattern Recognition: A Survey
SVM '02 Proceedings of the First International Workshop on Pattern Recognition with Support Vector Machines
Automatic Textual Document Categorization Based on Generalized Instance Sets and a Metamodel
IEEE Transactions on Pattern Analysis and Machine Intelligence
Weave amino acid sequences for protein secondary structure prediction
DMKD '03 Proceedings of the 8th ACM SIGMOD workshop on Research issues in data mining and knowledge discovery
Spam filters: bayes vs. chi-squared; letters vs. words
ISICT '03 Proceedings of the 1st international symposium on Information and communication technologies
Detection of Spain e-mails by analyzing the distributing behaviors of e-mail servers
Design and application of hybrid intelligent systems
SVM-Based feature selection of latent semantic features
Pattern Recognition Letters
An evaluation of statistical spam filtering techniques
ACM Transactions on Asian Language Information Processing (TALIP)
An Incremental Learning Strategy for Support Vector Regression
Neural Processing Letters
A comparison of event models for Naive Bayes anti-spam e-mail filtering
EACL '03 Proceedings of the tenth conference on European chapter of the Association for Computational Linguistics - Volume 1
Combining email models for false positive reduction
Proceedings of the eleventh ACM SIGKDD international conference on Knowledge discovery in data mining
Investigation into Biomedical Literature Classification Using Support Vector Machines
CSB '05 Proceedings of the 2005 IEEE Computational Systems Bioinformatics Conference
Support vector machine-based image classification for genetic syndrome diagnosis
Pattern Recognition Letters
An Assessment of Case-Based Reasoning for Spam Filtering
Artificial Intelligence Review
Combining text and heuristics for cost-sensitive spam filtering
ConLL '00 Proceedings of the 2nd workshop on Learning language in logic and the 4th conference on Computational natural language learning - Volume 7
KDX: An Indexer for Support Vector Machines
IEEE Transactions on Knowledge and Data Engineering
SF-HME system: a hierarchical mixtures-of-experts classification system for spam filtering
Proceedings of the 2006 ACM symposium on Applied computing
A methodology for comparing classifiers that allow the control of bias
Proceedings of the 2006 ACM symposium on Applied computing
The challenges of service-side personalized spam filtering: scalability and beyond
InfoScale '06 Proceedings of the 1st international conference on Scalable information systems
Content based SMS spam filtering
Proceedings of the 2006 ACM symposium on Document engineering
FeedMe: a collaborative alert filtering system
CSCW '06 Proceedings of the 2006 20th anniversary conference on Computer supported cooperative work
Application of support vector machines to corporate credit rating prediction
Expert Systems with Applications: An International Journal
Applying lazy learning algorithms to tackle concept drift in spam filtering
Expert Systems with Applications: An International Journal
An empirical study of three machine learning methods for spam filtering
Knowledge-Based Systems
SpamHunting: An instance-based reasoning system for spam labelling and filtering
Decision Support Systems
Online supervised spam filter evaluation
ACM Transactions on Information Systems (TOIS)
Spam Filtering Based On The Analysis Of Text Information Embedded Into Images
The Journal of Machine Learning Research
Relaxed online SVMs for spam filtering
SIGIR '07 Proceedings of the 30th annual international ACM SIGIR conference on Research and development in information retrieval
Raising the baseline for high-precision text classifiers
Proceedings of the 13th ACM SIGKDD international conference on Knowledge discovery and data mining
The optimal design of weighted order statistics filters by using support vector machines
EURASIP Journal on Applied Signal Processing
Email answering assistance by semi-supervised text classification
Intelligent Data Analysis
Time-efficient spam e-mail filtering using n-gram models
Pattern Recognition Letters
An incremental cluster-based approach to spam filtering
Expert Systems with Applications: An International Journal
Fast object detection using local feature-based SVMs
Proceedings of the 8th international workshop on Multimedia data mining: (associated with the ACM SIGKDD 2007)
AIC'07 Proceedings of the 7th Conference on 7th WSEAS International Conference on Applied Informatics and Communications - Volume 7
Hoodwinking spam email filters
CEA'07 Proceedings of the 2007 annual Conference on International Conference on Computer Engineering and Applications
Adaptive e-mail intention finding mechanism based on e-mail words social networks
Proceedings of the 2007 workshop on Large scale attack defense
Predicting defect-prone software modules using support vector machines
Journal of Systems and Software
Cellular automata for simulating land use changes based on support vector machines
Computers & Geosciences
Mining categories for emails via clustering and pattern discovery
Journal of Intelligent Information Systems
Quadratic kernel-free non-linear support vector machine
Journal of Global Optimization
Mining spam email to identify common origins for forensic application
Proceedings of the 2008 ACM symposium on Applied computing
Floatcascade learning for fast imbalanced web mining
Proceedings of the 17th international conference on World Wide Web
An evaluation of Naive Bayes variants in content-based learning for spam filtering
Intelligent Data Analysis
Index based approach for categorizing online news articles
CEA'08 Proceedings of the 2nd WSEAS International Conference on Computer Engineering and Applications
Image classification using feature subset selection
CIMMACS'06 Proceedings of the 5th WSEAS International Conference on Computational Intelligence, Man-Machine Systems and Cybernetics
SVM-based interactive document retrieval with active learning
New Generation Computing
Effective spam filtering: A single-class learning and ensemble approach
Decision Support Systems
Linear-Time Computation of Similarity Measures for Sequential Data
The Journal of Machine Learning Research
Lexicon randomization for near-duplicate detection with I-Match
The Journal of Supercomputing
Collaborative spam filtering with heterogeneous agents
Expert Systems with Applications: An International Journal
Partitioned logistic regression for spam filtering
Proceedings of the 14th ACM SIGKDD international conference on Knowledge discovery and data mining
Asymmetric support vector machines: low false-positive learning under the user tolerance
Proceedings of the 14th ACM SIGKDD international conference on Knowledge discovery and data mining
Prioritized e-mail servicing to reduce non-spam delay and loss: a performance analysis
International Journal of Network Management
Image classification using principal feature analysis
AIKED'08 Proceedings of the 7th WSEAS International Conference on Artificial intelligence, knowledge engineering and data bases
Trusting spam reporters: A reporter-based reputation system for email filtering
ACM Transactions on Information Systems (TOIS)
Catching the Drift: Using Feature-Free Case-Based Reasoning for Spam Filtering
ICCBR '07 Proceedings of the 7th international conference on Case-Based Reasoning: Case-Based Reasoning Research and Development
Searching for Interacting Features for Spam Filtering
ISNN '08 Proceedings of the 5th international symposium on Neural Networks: Advances in Neural Networks
Email Spam Filtering: A Systematic Review
Foundations and Trends in Information Retrieval
Journal of Computer Security
A spam rejection scheme during SMTP sessions based on layer-3 e-mail classification
Journal of Network and Computer Applications
Managing irrelevant knowledge in CBR models for unsolicited e-mail classification
Expert Systems with Applications: An International Journal
A Personalized Spam Filtering Approach Utilizing Two Separately Trained Filters
WI-IAT '08 Proceedings of the 2008 IEEE/WIC/ACM International Conference on Web Intelligence and Intelligent Agent Technology - Volume 02
A collaborative anti-spam system
Expert Systems with Applications: An International Journal
Multi-class support vector machine for classification of the ultrasonic images of supraspinatus
Expert Systems with Applications: An International Journal
Extractive Support Vector Algorithm on Support Vector Machines for Image Restoration
Fundamenta Informaticae
Targeting spam control on middleboxes: Spam detection based on layer-3 e-mail content classification
Computer Networks: The International Journal of Computer and Telecommunications Networking
Application of Information Retrieval Techniques for Source Code Authorship Attribution
DASFAA '09 Proceedings of the 14th International Conference on Database Systems for Advanced Applications
Review: A review of machine learning approaches to Spam filtering
Expert Systems with Applications: An International Journal
Journal of Computer Security - Best papers of the Sec Track at the 2006 ACM Symposium
Topic model methods for automatically identifying out-of-scope resources
Proceedings of the 9th ACM/IEEE-CS joint conference on Digital libraries
ECUE: A Spam Filter that Uses Machine Learning to Track Concept Drift
Proceedings of the 2006 conference on ECAI 2006: 17th European Conference on Artificial Intelligence August 29 -- September 1, 2006, Riva del Garda, Italy
Towards Proactive Spam Filtering (Extended Abstract)
DIMVA '09 Proceedings of the 6th International Conference on Detection of Intrusions and Malware, and Vulnerability Assessment
A New Classifier Design with Fuzzy Functions
RSFDGrC '07 Proceedings of the 11th International Conference on Rough Sets, Fuzzy Sets, Data Mining and Granular Computing
A discrete mixture-based kernel for SVMs: Application to spam and image categorization
Information Processing and Management: an International Journal
Automatically assessing review helpfulness
EMNLP '06 Proceedings of the 2006 Conference on Empirical Methods in Natural Language Processing
A survey of learning-based techniques of email spam filtering
Artificial Intelligence Review
Semi Supervised Image Spam Hunter: A Regularized Discriminant EM Approach
ADMA '09 Proceedings of the 5th International Conference on Advanced Data Mining and Applications
Study on Ensemble Classification Methods towards Spam Filtering
ADMA '09 Proceedings of the 5th International Conference on Advanced Data Mining and Applications
Evaluation of video news classification techniques for automatic content personalisation
International Journal of Advanced Media and Communication
Automatic thesaurus construction for spam filtering using revised back propagation neural network
Expert Systems with Applications: An International Journal
Image spam clustering: an unsupervised approach
MiFor '09 Proceedings of the First ACM workshop on Multimedia in forensics
Fast and efficient strategies for model selection of Gaussian support vector machine
IEEE Transactions on Systems, Man, and Cybernetics, Part B: Cybernetics
An ensemble approach applied to classify spam e-mails
Expert Systems with Applications: An International Journal
A novel efficient technique for extracting valid feature information
Expert Systems with Applications: An International Journal
Video news classification for automatic content personalization: a genetic algorithm based approach
Proceedings of the 14th Brazilian Symposium on Multimedia and the Web
Discovering classification rules for email spam filtering with an ant colony optimization algorithm
CEC'09 Proceedings of the Eleventh conference on Congress on Evolutionary Computation
Virtual cinematography director for interactive storytelling
Proceedings of the International Conference on Advances in Computer Enterntainment Technology
Anti-spam Filters Based on Support Vector Machines
ISICA '09 Proceedings of the 4th International Symposium on Advances in Computation and Intelligence
Computing a Comprehensible Model for Spam Filtering
DS '09 Proceedings of the 12th International Conference on Discovery Science
Improved Online Support Vector Machines Spam Filtering Using String Kernels
CIARP '09 Proceedings of the 14th Iberoamerican Conference on Pattern Recognition: Progress in Pattern Recognition, Image Analysis, Computer Vision, and Applications
Optimal gossip algorithm for distributed consensus SVM training in wireless sensor networks
DSP'09 Proceedings of the 16th international conference on Digital Signal Processing
Concentration based feature construction approach for spam detection
IJCNN'09 Proceedings of the 2009 international joint conference on Neural Networks
Bankruptcy prediction using support vector machine with optimal choice of kernel function parameters
Expert Systems with Applications: An International Journal
Categorization of news articles using neural text categorizer
FUZZ-IEEE'09 Proceedings of the 18th international conference on Fuzzy Systems
Ads-portal domains: Identification and measurements
ACM Transactions on the Web (TWEB)
A case-based technique for tracking concept drift in spam filtering
Knowledge-Based Systems
Expert Systems with Applications: An International Journal
Collaborative junk e-mail filtering based on multi-agent systems
HSI'03 Proceedings of the 2nd international conference on Human.society@internet
Combining supervised and semi-supervised classifier for personalized spam filtering
PAKDD'07 Proceedings of the 11th Pacific-Asia conference on Advances in knowledge discovery and data mining
A multiagent-based peer-to-peer network in Java for distributed spam filtering
CEEMAS'03 Proceedings of the 3rd Central and Eastern European conference on Multi-agent systems
Combining SVM classifiers for email anti-spam filtering
IWANN'07 Proceedings of the 9th international work conference on Artificial neural networks
Filtering spams using the minimum description length principle
Proceedings of the 2010 ACM Symposium on Applied Computing
Spam filtering and email-mediated applications
WImBI'06 Proceedings of the 1st WICI international conference on Web intelligence meets brain informatics
Detecting image based spam email
ICHIT'06 Proceedings of the 1st international conference on Advances in hybrid information technology
An integrated approach to filtering phishing e-mails
EUROCAST'07 Proceedings of the 11th international conference on Computer aided systems theory
Profile based algorithm to topic spotting in Reuter21578
ICIC'09 Proceedings of the Intelligent computing 5th international conference on Emerging intelligent computing technology and applications
An improved fuzzy support vector machine for credit rating
NPC'07 Proceedings of the 2007 IFIP international conference on Network and parallel computing
EuroGP'08 Proceedings of the 11th European conference on Genetic programming
Metadata and multilinguality in video classification
CLEF'08 Proceedings of the 9th Cross-language evaluation forum conference on Evaluating systems for multilingual and multimodal information access
A model-based facial expression recognition algorithm using principal components analysis
ICIP'09 Proceedings of the 16th IEEE international conference on Image processing
A study of spam filtering using support vector machines
Artificial Intelligence Review
Multi-field learning for email spam filtering
Proceedings of the 33rd international ACM SIGIR conference on Research and development in information retrieval
A neural tree and its application to spam e-mail detection
Expert Systems with Applications: An International Journal
A scalable intelligent non-content-based spam-filtering framework
Expert Systems with Applications: An International Journal
Using GMDH-based networks for improved spam detection and email feature analysis
Applied Soft Computing
Employing multiple-kernel support vector machines for counterfeit banknote recognition
Applied Soft Computing
An intelligent technique to detect file formats and e-mail spam
Proceedings of the 1st Amrita ACM-W Celebration on Women in Computing in India
Spam classification using supervised learning techniques
Proceedings of the 1st Amrita ACM-W Celebration on Women in Computing in India
Spam email filtering using network-level properties
ICDM'10 Proceedings of the 10th industrial conference on Advances in data mining: applications and theoretical aspects
A comprehensive approach to image spam detection: from server to client solution
IEEE Transactions on Information Forensics and Security
A user-oriented splog filtering based on a machine learning
BlogTalk'08/09 Proceedings of the 2008/2009 international conference on Social software: recent trends and developments in social software
The dark side of the Internet: Attacks, costs and responses
Information Systems
Fuzzy logic for e-mail spam deduction
ACACOS'11 Proceedings of the 10th WSEAS international conference on Applied computer and applied computational science
Learning Linear and Nonlinear PCA with Linear Programming
Neural Processing Letters
Global optimization of support vector machines using genetic algorithms for bankruptcy prediction
ICONIP'06 Proceedings of the 13th international conference on Neural information processing - Volume Part III
A new feature selection algorithm based on binomial hypothesis testing for spam filtering
Knowledge-Based Systems
A survey and experimental evaluation of image spam filtering techniques
Pattern Recognition Letters
Finding deceptive opinion spam by any stretch of the imagination
HLT '11 Proceedings of the 49th Annual Meeting of the Association for Computational Linguistics: Human Language Technologies - Volume 1
Adaptive e-mails intention finding system based on words social networks
Journal of Network and Computer Applications
An effective feature selection method for text categorization
PAKDD'11 Proceedings of the 15th Pacific-Asia conference on Advances in knowledge discovery and data mining - Volume Part I
A danger theory inspired learning model and its application to spam detection
ICSI'11 Proceedings of the Second international conference on Advances in swarm intelligence - Volume Part I
A social-spam detection framework
Proceedings of the 8th Annual Collaboration, Electronic messaging, Anti-Abuse and Spam Conference
Filtering harmful sentences based on three-word co-occurrence
Proceedings of the 8th Annual Collaboration, Electronic messaging, Anti-Abuse and Spam Conference
Spam detection using web page content: a new battleground
Proceedings of the 8th Annual Collaboration, Electronic messaging, Anti-Abuse and Spam Conference
Enhanced Topic-based Vector Space Model for semantics-aware spam filtering
Expert Systems with Applications: An International Journal
PCA document reconstruction for email classification
Computational Statistics & Data Analysis
Measurement and evaluation of a real world deployment of a challenge-response spam filter
Proceedings of the 2011 ACM SIGCOMM conference on Internet measurement conference
Automatic Moderation of Online Discussion Sites
International Journal of Electronic Commerce
Two phase approach for spam-mail filtering
CIS'04 Proceedings of the First international conference on Computational and Information Science
ICONIP'06 Proceedings of the 13th international conference on Neural Information Processing - Volume Part II
A neural model in anti-spam systems
ICANN'06 Proceedings of the 16th international conference on Artificial Neural Networks - Volume Part II
A cascaded mixture SVM classifier for object detection
ISNN'05 Proceedings of the Second international conference on Advances in Neural Networks - Volume Part I
An immunological filter for spam
ICARIS'06 Proceedings of the 5th international conference on Artificial Immune Systems
Spam detection using character n-grams
SETN'06 Proceedings of the 4th Helenic conference on Advances in Artificial Intelligence
Feature selection by fuzzy inference and its application to spam-mail filtering
CIS'05 Proceedings of the 2005 international conference on Computational Intelligence and Security - Volume Part I
A fuzzy inference method for spam-mail filtering
AI'05 Proceedings of the 18th Australian Joint conference on Advances in Artificial Intelligence
Learning to filter junk e-mail from positive and unlabeled examples
IJCNLP'04 Proceedings of the First international joint conference on Natural Language Processing
Double inverted pendulum control based on support vector machines and fuzzy inference
ISNN'06 Proceedings of the Third international conference on Advnaces in Neural Networks - Volume Part II
Modeling ph neutralization process via support vector machines
IEA/AIE'06 Proceedings of the 19th international conference on Advances in Applied Artificial Intelligence: industrial, Engineering and Other Applications of Applied Intelligent Systems
IBERAMIA-SBIA'06 Proceedings of the 2nd international joint conference, and Proceedings of the 10th Ibero-American Conference on AI 18th Brazilian conference on Advances in Artificial Intelligence
SVM classifier incorporating feature selection using GA for spam detection
EUC'05 Proceedings of the 2005 international conference on Embedded and Ubiquitous Computing
To build a blocklist based on the cost of spam
WINE'05 Proceedings of the First international conference on Internet and Network Economics
Feature selection in text classification via SVM and LSI
ISNN'06 Proceedings of the Third international conference on Advances in Neural Networks - Volume Part I
E-mail classification agent using category generation and dynamic category hierarchy
AIS'04 Proceedings of the 13th international conference on AI, Simulation, and Planning in High Autonomy Systems
Classifying e-mails via support vector machine
WAIM '06 Proceedings of the 7th international conference on Advances in Web-Age Information Management
Generating estimates of classification confidence for a case-based spam filter
ICCBR'05 Proceedings of the 6th international conference on Case-Based Reasoning Research and Development
ISMIS'05 Proceedings of the 15th international conference on Foundations of Intelligent Systems
Facing the spammers: A very effective approach to avoid junk e-mails
Expert Systems with Applications: An International Journal
An immune concentration based virus detection approach using particle swarm optimization
ICSI'10 Proceedings of the First international conference on Advances in Swarm Intelligence - Volume Part I
Near-Duplicate mail detection based on URL information for spam filtering
ICOIN'06 Proceedings of the 2006 international conference on Information Networking: advances in Data Communications and Wireless Networks
A comparative performance study of feature selection methods for the anti-spam filtering domain
ICDM'06 Proceedings of the 6th Industrial Conference on Data Mining conference on Advances in Data Mining: applications in Medicine, Web Mining, Marketing, Image and Signal Mining
On feature extraction for spam e-mail detection
MRCS'06 Proceedings of the 2006 international conference on Multimedia Content Representation, Classification and Security
ECCBR'06 Proceedings of the 8th European conference on Advances in Case-Based Reasoning
Filtering e-mail based on fuzzy support vector machines and aggregation operator
ICONIP'06 Proceedings of the 13 international conference on Neural Information Processing - Volume Part I
Segmental parameterisation and statistical modelling of e-mail headers for spam detection
Information Sciences: an International Journal
z-SVM: an SVM for improved classification of imbalanced data
AI'06 Proceedings of the 19th Australian joint conference on Artificial Intelligence: advances in Artificial Intelligence
Multiple classifier systems under attack
MCS'10 Proceedings of the 9th international conference on Multiple Classifier Systems
An interactive hybrid system for identifying and filtering unsolicited e-mail
IDEAL'06 Proceedings of the 7th international conference on Intelligent Data Engineering and Automated Learning
Packet-level open-digest fingerprinting for spam detection on middleboxes
International Journal of Network Management
Information Processing and Management: an International Journal
Comment spam classification in blogs through comment analysis and comment-blog post relationships
CICLing'12 Proceedings of the 13th international conference on Computational Linguistics and Intelligent Text Processing - Volume Part II
Asset portfolio optimization using support vector machines and real-coded genetic algorithm
Journal of Global Optimization
Word sense disambiguation for spam filtering
Electronic Commerce Research and Applications
Combining relevancy and methodological quality into a single ranking for evidence-based medicine
Information Sciences: an International Journal
SDAI: An integral evaluation methodology for content-based spam filtering models
Expert Systems with Applications: An International Journal
Extractive Support Vector Algorithm on Support Vector Machines for Image Restoration
Fundamenta Informaticae
B@bel: leveraging email delivery for spam mitigation
Security'12 Proceedings of the 21st USENIX conference on Security symposium
Grindstone4Spam: An optimization toolkit for boosting e-mail classification
Journal of Systems and Software
Parallel nearest neighbour algorithms for text categorization
Euro-Par'07 Proceedings of the 13th international Euro-Par conference on Parallel Processing
Developing methods and heuristics with low time complexities for filtering spam messages
NLDB'07 Proceedings of the 12th international conference on Applications of Natural Language to Information Systems
A novel probabilistic feature selection method for text classification
Knowledge-Based Systems
Taster's choice: a comparative analysis of spam feeds
Proceedings of the 2012 ACM conference on Internet measurement conference
Personalized email recommender system based on user actions
SEAL'12 Proceedings of the 9th international conference on Simulated Evolution and Learning
A Self-Supervised Approach to Comment Spam Detection Based on Content Analysis
International Journal of Information Security and Privacy
International Journal of Swarm Intelligence Research
An efficient multiple-kernel learning for pattern classification
Expert Systems with Applications: An International Journal
Clustering and classification of maintenance logs using text data mining
AusDM '08 Proceedings of the 7th Australasian Data Mining Conference - Volume 87
Spam e-mail classification based on the IFWB algorithm
ACIIDS'13 Proceedings of the 5th Asian conference on Intelligent Information and Database Systems - Volume Part I
Effect of feature selection methods on machine learning classifiers for detecting email spams
Proceedings of the 2013 Research in Adaptive and Convergent Systems
Reversing the effects of tokenisation attacks against content-based spam filters
International Journal of Security and Networks
Genetic optimized artificial immune system in spam detection: a review and a model
Artificial Intelligence Review
Efficient and effective realtime prediction of drive-by download attacks
Journal of Network and Computer Applications
CoBAn: A context based model for data leakage prevention
Information Sciences: an International Journal
Feature identification for topical relevance assessment in feed search engines
Intelligent Data Analysis
Learning to filter spam emails: An ensemble learning approach
International Journal of Hybrid Intelligent Systems
ACM SIGAPP Applied Computing Review
| Hi-index | 0.03 |
We study the use of support vector machines (SVM) in classifying e-mail as spam or nonspam by comparing it to three other classification algorithms: Ripper, Rocchio, and boosting decision trees. These four algorithms were tested on two different data sets: one data set where the number of features were constrained to the 1000 best features and another data set where the dimensionality was over 7000. SVM performed best when using binary features. For both data sets, boosting trees and SVM had acceptable test performance in terms of accuracy and speed. However, SVM had significantly less training time