Data Analysis / Data Mining
Tools:
- MatLab
- Octave
- R
- S+, SPSS, SAS
- OpenNLP
- WEKA
- AiHit
- Fast, OWL
- GATE
- libSVM
- MALLET-CRF
- Text Analytics
- FAME 4GL
- Microsoft Analysis Services
- J, ILP
- Java 3D
Methods:
- Regression modeling
- Neural Networks
- Support Vector Machines (SVM)
- Random Forest
- Nearest Neighbor
- Decision Trees
- Cluster Analysis
- Survival Analysis
- Bayesian inference
- Principal Components analysis
- Markov chains
- Monte Carlo simulations
- Boosting algorithms
- Ensembling
- Inductive logic programming (ILP)
- Genetic Algorithms
- Conditional random fields
- Statistical deep parser
- Probabilistic Context Free Grammar (PCFG)
- Classification
- Factor Analysis
- Anomaly Detection
- Rule based expert systems
- NLP
- Autocorrelation
- Shannon's Information Theory
Applications:
- Consumer behavior anaysis
- Predictive analytics
- Web data mining
- Data warehousing
- Business Intelligence and reporting
- Credit risk decision support engine
- Fraud risk management
- Entity extraction / relationship data mining
- Reference data management
- Sentiment analysis
- Document summarization
- Document categorization
- Concept mining
- Quality of Service Monitoring
- Complaint Management
- Content Compliance Management

