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 详细目录: ├─active learning │ Active Learning Literature Survey, Settles, 2010.pdf │ Two Faces of Active Learning, Dasgupta, 2011.pdf │ ├─Applications │ A Survey of Emerging Approaches to Spam Filtering, Caruana, 2012.pdf │ A Survey of Online Failure Prediction Methods.pdf │ Ambient Intelligence_ A Survey.pdf │ Anomaly Detection_ A Survey.pdf │ Mining Data Streams_ A Review.pdf │ Workflow Mining_ A Survey of Issues and Approaches.pdf │ ├─Biology │ A Review of Feature Selection in Bioinformatics.pdf │ Bioinformatics - An Introduction for Computer Scientists.pdf │ Chemoinformatics - An Introduction for Computer Scientists.pdf │ Computational Challenges in Systems Biology.pdf │ Computational Epigenetics.pdf │ Computational Systems Biology.pdf │ Machine Learning in Bioinformatics_ A Brief Survey and Recommendations for Practitioners.pdf │ Molecular Biology for Computer Scientists.pdf │ Progress and Challenges in Protein Structure Prediction.pdf │ Protein Structure Prediction and Structural Genomics.pdf │ Recent Developments and Future Directions in Computational Genomics.pdf │ Support Vector Machines in Bioinformatics_ a Survey.pdf │ ├─Classification │ Supervised Machine Learning_ A Review of Classification Techniques.pdf │ ├─Clustering │ A Survey of Fuzzy Clustering.pdf │ A Survey_ Clustering Ensembles Techniques.pdf │ A Tutorial on Spectral Clustering.pdf │ Clustering in Life Sciences.pdf │ Clustering Methods.pdf │ Clustering of Time Series Data - A Survey.pdf │ Clustering Stability_ An Overview.pdf │ Computational Epigenetics_ The New Scientific Paradigm.pdf │ Data Clustering_ 50 Years Beyond K-Means.pdf │ Data Clustering_ A Review.pdf │ On Clustering Validation Techniques.pdf │ Parallel Clustering Algorithms_ A Survey.pdf │ Recent Advances in Clustering_ A Brief Survey.pdf │ Subspace Clustering for High Dimensional Data_ A Review.pdf │ Survey of Clustering Algorithms.pdf │ Survey of Clustering Data Mining Techniques.pdf │ Unsupervised and Semi-supervised Clustering_ a Brief Survey.pdf │ XML Data Clustering_ An Overview.pdf │ ├─Computer Vision │ A Comparative Study of Palmprint Recognition Algorithms.pdf │ Context Based Object Categorization_ A Critical Survey.pdf │ Detecting Faces in Images_ A Survey.pdf │ Human Activity Analysis_ A Review.pdf │ Object tracking_ A Survey.pdf │ Pedestrian Detection_ An Evaluation of the State of the Art.pdf │ Subspace Methods for Face Recognition.pdf │ ├─Databases │ A Survey of Schema-based Matching Approaches.pdf │ Data Fusion.pdf │ Duplicate Record Detection_ A Survey.pdf │ Overview of Record Linkage and Current Research Directions.pdf │ ├─deep learning │ Representation Learning_ A Review and New Perspectives.pdf │ ├─Dimension Reduction │ A Survey of Dimension Reduction Techniques.pdf │ A Survey of Manifold-Based Learning Methods.pdf │ An Introduction to Variable and Feature Selection.pdf │ Dimension Reduction_ A Guided Tour.pdf │ Dimensionality Reduction_ A Comparative Review.pdf │ Toward Integrating Feature Selection Algorithms for Classification and Clustering.pdf │ ├─Economics │ Auctions and Bidding_ A Guide for Computer Scientists.pdf │ Computational Finance.pdf │ Computational Sustainability.pdf │ ├─Game Theory │ Computer Poker_ A Review.pdf │ ├─Graphical Models │ An Introduction to Variational Methods for Graphical Models.pdf │ ├─kernel methods │ Kernels for Vector-Valued Functions_ a Review.pdf │ ├─Learning Theory │ Introduction to Statistical Learning Theory.pdf │ ├─Machine Learning │ A Few Useful Things to Know about Machine Learning.pdf │ A Survey of Interestingness Measures for Knowledge Discovery.pdf │ A Survey on Wavelet Applications in Data Mining.pdf │ A Tutorial on Bayesian Nonparametric Models.pdf │ A Tutorial on the Cross-Entropy Method.pdf │ Decision Forests for Classification, Regression, Density Estimation, Manifold Learning and Semi-Supervised Learning.pdf │ Interestingness Measures for Data Mining_ A Survey.pdf │ Semi-Supervised Learning Literature Survey.pdf │ Survey on Frequent Pattern Mining.pdf │ The Boosting Approach to Machine Learning_ An Overview.pdf │ Top 10 Algorithms in Data Mining.pdf │ ├─Mathematics │ Topology and Data.pdf │ ├─Multi-armed Bandit │ Regret Analysis of Stochastic and Nonstochastic Multi-armed Bandit Problems.pdf │ ├─Natural Computing │ A Survey of Evolutionary Algorithms for Data Mining and Knowledge Discovery.pdf │ Artificial Immune Systems.pdf │ Data Mining in Soft Computing Framework_ A Survey.pdf │ Neural Networks for Classification_ A Survey.pdf │ Reservoir Computing Approaches to Recurrent Neural Network Training.pdf │ ├─Natural Language Processing │ A Survey of Named Entity Recognition and Classification.pdf │ A Survey on Sentiment Detection of Reviews.pdf │ Adaptive Information Extraction.pdf │ Comprehensive Review of Opinion Summarization.pdf │ Information Extraction.pdf │ Machine Learning in Automated Text Categorization.pdf │ Machine Transliteration Survey.pdf │ Ontology Learning From Text_ A Look Back And Into The Future.pdf │ Opinion Mining and Sentiment Analysis.pdf │ Probabilistic Topic Models.pdf │ Statistical Machine Translation.pdf │ Survey of Text Clustering.pdf │ Topic Models.pdf │ Translation Techniques in Cross-Language Information Retrieval.pdf │ Web Mining Research_ A Survey.pdf │ Word Sense Desambiguation_ A Survey.pdf │ ├─Networks │ A Survey of Statistical Network Models.pdf │ Communities in Networks.pdf │ Community Detection in Graphs.pdf │ Comparing Community Structure Identification.pdf │ Detecting Community Structure in Networks.pdf │ Graph Clustering.pdf │ Graph Mining_ Laws, Generators, and Algorithms.pdf │ Link Mining_ A New Data Mining Challenge.pdf │ Link Mining_ A Survey.pdf │ ├─On-Line Learning │ On-Line Algorithms in Machine Learning.pdf │ ├─Others │ A Survey of Very Large-Scale Neighborhood Search Techniques.pdf │ ├─Planning and Scheduling │ A Review of Machine Learning for Automated Planning.pdf │ ├─Probabilistic │ An Introduction to MCMC for Machine Learning.pdf │ Approximate Policy Iteration_ A Survey and Some New Methods.pdf │ ├─Probabilistic Models │ An Introduction to Conditional Random Fields.pdf │ ├─Randomized Algorithms │ Randomized Algorithms for Matrices and Data.pdf │ ├─Recommender Systems │ A Survey of Collaborative Filtering Techniques.pdf │ Matrix Factorization Techniques for Recommender Systems.pdf │ Recent advances in Personalized Recommender Systems.pdf │ ├─Regression │ Ensemble Approaches for Regression_ a Survey.pdf │ ├─Reinforcement Learning │ A Survey of Reinforcement Learning in Relational Domains.pdf │ Reinforcement Learning_ A Survey.pdf │ ├─Rule Learning │ Algorithms for Association Rule Mining - A General Survey and Comparison.pdf │ Association Mining.pdf │ ├─Testing │ Controlled Experiments on the Web_ Survey and Practical Guide.pdf │ ├─Time Series │ A Review on Time Series Data Mining.pdf │ Discrete Wavelet Transform-Based Time Series Analysis and Mining.pdf │ Time-Series Data Mining.pdf │ ├─Transfer Learning │ A Survey on Transfer Learning.pdf │ └─Web Mining A Survey of Web Clustering Engines.pdf A Survey of Web Metrics.pdf A Taxonomy of Sequential Pattern Mining Algorithms.pdf An Overview of Web Data Clustering Practices.pdf Data Mining for Hypertext_ A Tutorial Survey.pdf Mining Interesting Knowledge from Weblogs_ A Survey.pdf Web Page Classification_ Features and Algorithms.pdf 资源批量下载地址: ---> http://bbs.vlan5.com/forum-94-1.html 更多精品资源,打包下载(可按知识点/发布日期/培训班/讲师等方式批量下载视频/文档/资料/电子书) 本贴附件下载链接:
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