Laplacian Eigenmaps for dimensionality reduction and data representation
Neural Computation
A survey of kernels for structured data
ACM SIGKDD Explorations Newsletter
State of the art of graph-based data mining
ACM SIGKDD Explorations Newsletter
Learning the Kernel Matrix with Semidefinite Programming
The Journal of Machine Learning Research
Semi-Supervised Learning on Riemannian Manifolds
Machine Learning
A kernel view of the dimensionality reduction of manifolds
ICML '04 Proceedings of the twenty-first international conference on Machine learning
CSB '04 Proceedings of the 2004 IEEE Computational Systems Bioinformatics Conference
Distance-function design and fusion for sequence data
Proceedings of the thirteenth ACM international conference on Information and knowledge management
Metrics for finite Markov decision processes
UAI '04 Proceedings of the 20th conference on Uncertainty in artificial intelligence
Diffusion Kernels on Statistical Manifolds
The Journal of Machine Learning Research
Application of kernels to link analysis
Proceedings of the eleventh ACM SIGKDD international conference on Knowledge discovery in data mining
Learning with non-metric proximity matrices
Proceedings of the 13th annual ACM international conference on Multimedia
ICML '05 Proceedings of the 22nd international conference on Machine learning
Shortest-Path Kernels on Graphs
ICDM '05 Proceedings of the Fifth IEEE International Conference on Data Mining
Comparison of graph-based and logic-based multi-relational data mining
ACM SIGKDD Explorations Newsletter
Introduction: Special issue on neural networks and kernel methods for structured domains
Neural Networks - Special issue on neural networks and kernel methods for structured domains
2005 Special Issue: An incremental regression method for graph structured data
Neural Networks - Special issue on neural networks and kernel methods for structured domains
IEEE Transactions on Pattern Analysis and Machine Intelligence
Subdue: compression-based frequent pattern discovery in graph data
Proceedings of the 1st international workshop on open source data mining: frequent pattern mining implementations
Kernelizing the output of tree-based methods
ICML '06 Proceedings of the 23rd international conference on Machine learning
Latent linkage semantic kernels for collective classification of link data
Journal of Intelligent Information Systems
Data Fusion and Multicue Data Matching by Diffusion Maps
IEEE Transactions on Pattern Analysis and Machine Intelligence
Dual diffusion model of spreading activation for content-based image retrieval
MIR '06 Proceedings of the 8th ACM international workshop on Multimedia information retrieval
Protein classification by matching and clustering surface graphs
Pattern Recognition
Edit distance-based kernel functions for structural pattern classification
Pattern Recognition
Binet-Cauchy Kernels on Dynamical Systems and its Application to the Analysis of Dynamic Scenes
International Journal of Computer Vision
Web projections: learning from contextual subgraphs of the web
Proceedings of the 16th international conference on World Wide Web
Graph simplification and matching using commute times
Pattern Recognition
Manifold Regularization: A Geometric Framework for Learning from Labeled and Unlabeled Examples
The Journal of Machine Learning Research
Dimensionality Reduction of Multimodal Labeled Data by Local Fisher Discriminant Analysis
The Journal of Machine Learning Research
IEEE Transactions on Knowledge and Data Engineering
Learning nonparametric kernel matrices from pairwise constraints
Proceedings of the 24th international conference on Machine learning
Spectral feature selection for supervised and unsupervised learning
Proceedings of the 24th international conference on Machine learning
DiffusionRank: a possible penicillin for web spamming
SIGIR '07 Proceedings of the 30th annual international ACM SIGIR conference on Research and development in information retrieval
Diffusion and graph spectral methods for network forensic analysis
NSPW '06 Proceedings of the 2006 workshop on New security paradigms
Proceedings of the 13th ACM SIGKDD international conference on Knowledge discovery and data mining
Clustering and Embedding Using Commute Times
IEEE Transactions on Pattern Analysis and Machine Intelligence
Pagerank for product image search
Proceedings of the 17th international conference on World Wide Web
IPSN '08 Proceedings of the 7th international conference on Information processing in sensor networks
A discriminative framework for clustering via similarity functions
STOC '08 Proceedings of the fortieth annual ACM symposium on Theory of computing
Training SVM with indefinite kernels
Proceedings of the 25th international conference on Machine learning
Proceedings of the 25th international conference on Machine learning
Learning to rank with partially-labeled data
Proceedings of the 31st annual international ACM SIGIR conference on Research and development in information retrieval
Graph spectral image smoothing using the heat kernel
Pattern Recognition
Probabilistic relaxation labelling using the Fokker-Planck equation
Pattern Recognition
Proceedings of the 14th ACM SIGKDD international conference on Knowledge discovery and data mining
Spectral Modes of Facial Needle-Maps
IbPRIA '07 Proceedings of the 3rd Iberian conference on Pattern Recognition and Image Analysis, Part I
Text Categorization with Semantic Commonsense Knowledge: First Results
Neural Information Processing
Smoothing a Network of Planar Polygonal Lines Obtained with Vectorization
Graphics Recognition. Recent Advances and New Opportunities
Image Tagging Using PageRank over Bipartite Graphs
Proceedings of the 30th DAGM symposium on Pattern Recognition
Semi Supervised Spectral Clustering for Regulatory Module Discovery
DILS '08 Proceedings of the 5th international workshop on Data Integration in the Life Sciences
Kernel-Based Text Classification on Statistical Manifold
ISNN '08 Proceedings of the 5th international symposium on Neural Networks: Advances in Neural Networks
A Generic Diffusion Kernel for Semi-supervised Learning
ISNN '08 Proceedings of the 5th international symposium on Neural Networks: Advances in Neural Networks
Regularization on Graphs with Function-adapted Diffusion Processes
The Journal of Machine Learning Research
Mining social networks using heat diffusion processes for marketing candidates selection
Proceedings of the 17th ACM conference on Information and knowledge management
Learning latent semantic relations from clickthrough data for query suggestion
Proceedings of the 17th ACM conference on Information and knowledge management
Towards a theoretical foundation for Laplacian-based manifold methods
Journal of Computer and System Sciences
Protein functional class prediction with a combined graph
Expert Systems with Applications: An International Journal
Polytopal Graph Complexity, Matrix Permanents, and Embedding
SSPR & SPR '08 Proceedings of the 2008 Joint IAPR International Workshop on Structural, Syntactic, and Statistical Pattern Recognition
Computational Statistics & Data Analysis
Graph nodes clustering with the sigmoid commute-time kernel: A comparative study
Data & Knowledge Engineering
On the properties of von Neumann kernels for link analysis
Machine Learning
The slashdot zoo: mining a social network with negative edges
Proceedings of the 18th international conference on World wide web
Region and constellations based categorization of images with unsupervised graph learning
Image and Vision Computing
Learning spectral graph transformations for link prediction
ICML '09 Proceedings of the 26th Annual International Conference on Machine Learning
Geometry-aware metric learning
ICML '09 Proceedings of the 26th Annual International Conference on Machine Learning
SimpleNPKL: simple non-parametric kernel learning
ICML '09 Proceedings of the 26th Annual International Conference on Machine Learning
Relational learning via latent social dimensions
Proceedings of the 15th ACM SIGKDD international conference on Knowledge discovery and data mining
Detection of Locally Over-Represented GO Terms in Protein-Protein Interaction Networks
RECOMB 2'09 Proceedings of the 13th Annual International Conference on Research in Computational Molecular Biology
Learning Kernel Matrix from Gene Ontology and Annotation Data for Protein Function Prediction
ISNN 2009 Proceedings of the 6th International Symposium on Neural Networks: Advances in Neural Networks - Part III
Kernelization of Softassign and Motzkin-Strauss Algorithms
IWANN '09 Proceedings of the 10th International Work-Conference on Artificial Neural Networks: Part I: Bio-Inspired Systems: Computational and Ambient Intelligence
Get out the vote: determining support or opposition from congressional floor-debate transcripts
EMNLP '06 Proceedings of the 2006 Conference on Empirical Methods in Natural Language Processing
Graph-based analysis of semantic drift in Espresso-like bootstrapping algorithms
EMNLP '08 Proceedings of the Conference on Empirical Methods in Natural Language Processing
Improved affinity graph based multi-document summarization
NAACL-Short '06 Proceedings of the Human Language Technology Conference of the NAACL, Companion Volume: Short Papers
Hierarchical Pairwise Segmentation Using Dominant Sets and Anisotropic Diffusion Kernels
EMMCVPR '09 Proceedings of the 7th International Conference on Energy Minimization Methods in Computer Vision and Pattern Recognition
Semi-automatic Categorization of Videos on VideoLectures.net
ECML PKDD '09 Proceedings of the European Conference on Machine Learning and Knowledge Discovery in Databases: Part II
Manifold integration with Markov random walks
AAAI'08 Proceedings of the 23rd national conference on Artificial intelligence - Volume 1
Semantic classification with WordNet kernels
NAACL-Short '09 Proceedings of Human Language Technologies: The 2009 Annual Conference of the North American Chapter of the Association for Computational Linguistics, Companion Volume: Short Papers
Learning web page scores by error back-propagation
IJCAI'05 Proceedings of the 19th international joint conference on Artificial intelligence
A volume-based heat-diffusion classifier
IEEE Transactions on Systems, Man, and Cybernetics, Part B: Cybernetics
Robust label propagation on multiple networks
IEEE Transactions on Neural Networks
The graph neural network model
IEEE Transactions on Neural Networks
Spectral kernel learning for semi-supervised classification
IJCAI'09 Proceedings of the 21st international jont conference on Artifical intelligence
IJCAI'09 Proceedings of the 21st international jont conference on Artifical intelligence
An application of kernel methods to gene cluster temporal meta-analysis
Computers and Operations Research
A speed-up algorithm for Poisson propagation
IJCNN'09 Proceedings of the 2009 international joint conference on Neural Networks
Music recommendation based on acoustic features and user access patterns
IEEE Transactions on Audio, Speech, and Language Processing
Neurocomputing
Discovering relations among GO-annotated clusters by Graph Kernel methods
ISBRA'07 Proceedings of the 3rd international conference on Bioinformatics research and applications
Scaling up semi-supervised learning: an efficient and effective LLGC variant
PAKDD'07 Proceedings of the 11th Pacific-Asia conference on Advances in knowledge discovery and data mining
Graph-based methods for retinal mosaicing and vascular characterization
GbRPR'07 Proceedings of the 6th IAPR-TC-15 international conference on Graph-based representations in pattern recognition
Graph spectral image smoothing
GbRPR'07 Proceedings of the 6th IAPR-TC-15 international conference on Graph-based representations in pattern recognition
Probabilistic relaxation labeling by Fokker-Planck diffusion on a graph
GbRPR'07 Proceedings of the 6th IAPR-TC-15 international conference on Graph-based representations in pattern recognition
Constellations and the unsupervised learning of graphs
GbRPR'07 Proceedings of the 6th IAPR-TC-15 international conference on Graph-based representations in pattern recognition
Evaluating graph kernel methods for relation discovery in GO-annotated clusters
KES'07/WIRN'07 Proceedings of the 11th international conference, KES 2007 and XVII Italian workshop on neural networks conference on Knowledge-based intelligent information and engineering systems: Part III
Kernel methods for mining instance data in ontologies
ISWC'07/ASWC'07 Proceedings of the 6th international The semantic web and 2nd Asian conference on Asian semantic web conference
IEEE/ACM Transactions on Computational Biology and Bioinformatics (TCBB)
IEEE/ACM Transactions on Computational Biology and Bioinformatics (TCBB)
ALT'09 Proceedings of the 20th international conference on Algorithmic learning theory
Enhancing link-based similarity through the use of non-numerical labels and prior information
Proceedings of the Eighth Workshop on Mining and Learning with Graphs
Expert Systems with Applications: An International Journal
The Journal of Machine Learning Research
Network growth and the spectral evolution model
CIKM '10 Proceedings of the 19th ACM international conference on Information and knowledge management
A spectral approach to clustering numerical vectors as nodes in a network
Pattern Recognition
Extraction, characterization and utility of prototypical communication groups in the blogosphere
ACM Transactions on Information Systems (TOIS)
Semi-supervised ranking for document retrieval
Computer Speech and Language
A novel approach to compute similarities and its application to item recommendation
PRICAI'10 Proceedings of the 11th Pacific Rim international conference on Trends in artificial intelligence
Regularising the Ricci flow embedding
SSPR&SPR'10 Proceedings of the 2010 joint IAPR international conference on Structural, syntactic, and statistical pattern recognition
Euclidean distances, soft and spectral clustering on weighted graphs
ECML PKDD'10 Proceedings of the 2010 European conference on Machine learning and knowledge discovery in databases: Part I
ECML PKDD'10 Proceedings of the 2010 European conference on Machine learning and knowledge discovery in databases: Part III
Online multiple kernel learning: algorithms and mistake bounds
ALT'10 Proceedings of the 21st international conference on Algorithmic learning theory
Semisupervised kernel matrix learning by kernel propagation
IEEE Transactions on Neural Networks
Spatially regularized SVM for the detection of brain areas associated with stroke outcome
MICCAI'10 Proceedings of the 13th international conference on Medical image computing and computer-assisted intervention: Part I
Predicting the labels of an unknown graph via adaptive exploration
Theoretical Computer Science
Like like alike: joint friendship and interest propagation in social networks
Proceedings of the 20th international conference on World wide web
Detecting anomalies in people's trajectories using spectral graph analysis
Computer Vision and Image Understanding
Neural Networks
Graph clustering using the Jensen-Shannon Kernel
CAIP'11 Proceedings of the 14th international conference on Computer analysis of images and patterns - Volume Part I
Kernels for link prediction with latent feature models
ECML PKDD'11 Proceedings of the 2011 European conference on Machine learning and knowledge discovery in databases - Volume Part II
Leveraging social media networks for classification
Data Mining and Knowledge Discovery
A methodology for mining document-enriched heterogeneous information networks
DS'11 Proceedings of the 14th international conference on Discovery science
Efficient semi-supervised learning on locally informative multiple graphs
Pattern Recognition
Connecting users with similar interests via tag network inference
Proceedings of the 20th ACM international conference on Information and knowledge management
Link prediction: the power of maximal entropy random walk
Proceedings of the 20th ACM international conference on Information and knowledge management
Inexact graph matching based on kernels for object retrieval in image databases
Image and Vision Computing
Diffusion of geometric affinity for surface integration
SSPR'06/SPR'06 Proceedings of the 2006 joint IAPR international conference on Structural, Syntactic, and Statistical Pattern Recognition
Graph based semi-supervised learning with sharper edges
ECML'06 Proceedings of the 17th European conference on Machine Learning
Commute times for graph spectral clustering
CAIP'05 Proceedings of the 11th international conference on Computer Analysis of Images and Patterns
Evolving spanning trees using the heat equation
CAIP'05 Proceedings of the 11th international conference on Computer Analysis of Images and Patterns
Image scale-space from the heat kernel
CIARP'05 Proceedings of the 10th Iberoamerican Congress conference on Progress in Pattern Recognition, Image Analysis and Applications
Markov random walk representations with continuous distributions
UAI'03 Proceedings of the Nineteenth conference on Uncertainty in Artificial Intelligence
A graph spectral approach to consistent labelling
ICIAR'06 Proceedings of the Third international conference on Image Analysis and Recognition - Volume Part II
Spanning trees from the commute times of random walks on graphs
ICIAR'06 Proceedings of the Third international conference on Image Analysis and Recognition - Volume Part II
Riemannian graph diffusion for DT-MRI regularization
MICCAI'06 Proceedings of the 9th international conference on Medical Image Computing and Computer-Assisted Intervention - Volume Part II
A kernel between unordered sets of data: the Gaussian mixture approach
ECML'05 Proceedings of the 16th European conference on Machine Learning
ICIC'06 Proceedings of the 2006 international conference on Computational Intelligence and Bioinformatics - Volume Part III
Computational and statistical methods in bioinformatics
AM'03 Proceedings of the Second international conference on Active Mining
Commute times, discrete green's functions and graph matching
ICIAP'05 Proceedings of the 13th international conference on Image Analysis and Processing
Protein classification with kernelized softassign
GbRPR'05 Proceedings of the 5th IAPR international conference on Graph-Based Representations in Pattern Recognition
Local entropic graphs for globally-consistent graph matching
GbRPR'05 Proceedings of the 5th IAPR international conference on Graph-Based Representations in Pattern Recognition
Edit distance based kernel functions for attributed graph matching
GbRPR'05 Proceedings of the 5th IAPR international conference on Graph-Based Representations in Pattern Recognition
A robust graph partition method from the path-weighted adjacency matrix
GbRPR'05 Proceedings of the 5th IAPR international conference on Graph-Based Representations in Pattern Recognition
Using term clustering and supervised term affinity construction to boost text classification
PAKDD'05 Proceedings of the 9th Pacific-Asia conference on Advances in Knowledge Discovery and Data Mining
Kernel k-means for categorical data
IDA'05 Proceedings of the 6th international conference on Advances in Intelligent Data Analysis
Algorithms for detecting significantly mutated pathways in cancer
RECOMB'10 Proceedings of the 14th Annual international conference on Research in Computational Molecular Biology
Structure analysis of email networks by information-theoretic clustering
ISNN'10 Proceedings of the 7th international conference on Advances in Neural Networks - Volume Part II
Towards the unification of structural and statistical pattern recognition
Pattern Recognition Letters
Similarity kernels for nearest neighbor-based outlier detection
IDA'10 Proceedings of the 9th international conference on Advances in Intelligent Data Analysis
A probabilistic diffusion scheme for anomaly detection on smartphones
WISTP'10 Proceedings of the 4th IFIP WG 11.2 international conference on Information Security Theory and Practices: security and Privacy of Pervasive Systems and Smart Devices
Directed laplacian kernels for link analysis
IDEAL'06 Proceedings of the 7th international conference on Intelligent Data Engineering and Automated Learning
Social network-based recommendation: a graph random walk kernel approach
Proceedings of the 12th ACM/IEEE-CS joint conference on Digital Libraries
Graph embedding in vector spaces by node attribute statistics
Pattern Recognition
An efficient framework for constructing generalized locally-induced text metrics
IJCAI'11 Proceedings of the Twenty-Second international joint conference on Artificial Intelligence - Volume Volume Two
Effective graph classification based on topological and label attributes
Statistical Analysis and Data Mining
Ontology querying support in semantic annotation process
PRICAI'12 Proceedings of the 12th Pacific Rim international conference on Trends in Artificial Intelligence
Dual-force metric learning for robust distracter-resistant tracker
ECCV'12 Proceedings of the 12th European conference on Computer Vision - Volume Part I
MICCAI'12 Proceedings of the 15th international conference on Medical Image Computing and Computer-Assisted Intervention - Volume Part II
Pedestrian quantity estimation with trajectory patterns
ECML PKDD'12 Proceedings of the 2012 European conference on Machine Learning and Knowledge Discovery in Databases - Volume Part II
Accelerated max-margin multiple kernel learning
Applied Intelligence
Profile Arthur S. Bland: high performance at Oak Ridge laboratory
XRDS: Crossroads, The ACM Magazine for Students - Scientific Computing
Matrix function: a "VIP" in linear algebra and its applications
XRDS: Crossroads, The ACM Magazine for Students - Scientific Computing
A comparison between structural and embedding methods for graph classification
SSPR'12/SPR'12 Proceedings of the 2012 Joint IAPR international conference on Structural, Syntactic, and Statistical Pattern Recognition
Online Multiple Kernel Classification
Machine Learning
Transforming graph data for statistical relational learning
Journal of Artificial Intelligence Research
Unsupervised non-parametric kernel learning algorithm
Knowledge-Based Systems
Graph matching and clustering using kernel attributes
Neurocomputing
What is the added value of negative links in online social networks?
Proceedings of the 22nd international conference on World Wide Web
Overlapping community detection using seed set expansion
Proceedings of the 22nd ACM international conference on Conference on information & knowledge management
Entity disambiguation in anonymized graphs using graph kernels
Proceedings of the 22nd ACM international conference on Conference on information & knowledge management
Graph Kernels from the Jensen-Shannon Divergence
Journal of Mathematical Imaging and Vision
Structural detection of android malware using embedded call graphs
Proceedings of the 2013 ACM workshop on Artificial intelligence and security
Adaptive loss minimization for semi-supervised elastic embedding
IJCAI'13 Proceedings of the Twenty-Third international joint conference on Artificial Intelligence
Learning social network embeddings for predicting information diffusion
Proceedings of the 7th ACM international conference on Web search and data mining
Supervised word sense disambiguation using semantic diffusion kernel
Engineering Applications of Artificial Intelligence
Depth-based complexity traces of graphs
Pattern Recognition
The learning system of collective behavior in students' social network
Computers and Electrical Engineering
Social-oriented visual image search
Computer Vision and Image Understanding
Random walk kernels and learning curves for Gaussian process regression on random graphs
The Journal of Machine Learning Research
Who proposed the relationship?: recovering the hidden directions of undirected social networks
Proceedings of the 23rd international conference on World wide web
Efficient identifications of structural similarities for graphs
Journal of Combinatorial Optimization
Predicting Protein Functions from Protein Interaction Networks
International Journal of Knowledge Discovery in Bioinformatics
Network-Based Drug Ranking and Repositioning with Respect to DrugBank Therapeutic Categories
IEEE/ACM Transactions on Computational Biology and Bioinformatics (TCBB)
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