Solving the Multiple-Instance Problem: A Lazy Learning Approach

A Framework for Learning Rules from Multiple Instance Data

EMCL '01 Proceedings of the 12th European Conference on Machine Learning

Multiple-Instance Learning of Real-Valued Geometric Patterns

Annals of Mathematics and Artificial Intelligence

Multiple instance learning of real valued data

The Journal of Machine Learning Research

Improve Multi-Instance Neural Networks through Feature Selection

Neural Processing Letters

SVM-based generalized multiple-instance learning via approximate box counting

ICML '04 Proceedings of the twenty-first international conference on Machine learning

Autonomous visual model building based on image crawling through internet search engines

Proceedings of the 6th ACM SIGMM international workshop on Multimedia information retrieval

Multi-Instance Learning Based Web Mining

Applied Intelligence

Multiple instance learning for labeling faces in broadcasting news video

Proceedings of the 13th annual ACM international conference on Multimedia

Supervised versus multiple instance learning: an empirical comparison

ICML '05 Proceedings of the 22nd international conference on Machine learning

Adapting RBF Neural Networks to Multi-Instance Learning

Neural Processing Letters

A regularization framework for multiple-instance learning

ICML '06 Proceedings of the 23rd international conference on Machine learning

MILES: Multiple-Instance Learning via Embedded Instance Selection

IEEE Transactions on Pattern Analysis and Machine Intelligence

Solving multi-instance problems with classifier ensemble based on constructive clustering

Knowledge and Information Systems - Special Issue on Mining Low-Quality Data

On the relation between multi-instance learning and semi-supervised learning

Proceedings of the 24th international conference on Machine learning

OCRS: an interactive object-based image clustering and retrieval system

Multimedia Tools and Applications

An EM based multiple instance learning method for image classification

Expert Systems with Applications: An International Journal

Exploiting generalized discriminative multiple instance learning for multimedia semantic concept detection

Pattern Recognition

Bayesian multiple instance learning: automatic feature selection and inductive transfer

Proceedings of the 25th international conference on Machine learning

Adaptive p-posterior mixture-model kernels for multiple instance learning

Proceedings of the 25th international conference on Machine learning

A Multiple Instance Learning Strategy for Combating Good Word Attacks on Spam Filters

The Journal of Machine Learning Research

On profiling blogs with representative entries

Proceedings of the second workshop on Analytics for noisy unstructured text data

Learning from multi-topic web documents for contextual advertisement

Proceedings of the 14th ACM SIGKDD international conference on Knowledge discovery and data mining

An Improved Multiple-Instance Learning Algorithm

ISNN '07 Proceedings of the 4th international symposium on Neural Networks: Advances in Neural Networks

A Multi-Instance Learning Algorithm Based on Normalized Radial Basis Function Network

ISNN '07 Proceedings of the 4th international symposium on Neural Networks: Advances in Neural Networks

Multi-objective Genetic Programming for Multiple Instance Learning

ECML '07 Proceedings of the 18th European conference on Machine Learning

Graph-based multiple-instance learning for object-based image retrieval

MIR '08 Proceedings of the 1st ACM international conference on Multimedia information retrieval

Revisiting Multiple-Instance Learning Via Embedded Instance Selection

AI '08 Proceedings of the 21st Australasian Joint Conference on Artificial Intelligence: Advances in Artificial Intelligence

Learning Curves for the Analysis of Multiple Instance Classifiers

SSPR & SPR '08 Proceedings of the 2008 Joint IAPR International Workshop on Structural, Syntactic, and Statistical Pattern Recognition

Multi-instance learning by treating instances as non-I.I.D. samples

ICML '09 Proceedings of the 26th Annual International Conference on Machine Learning

Multi-instance genetic programming for web index recommendation

Expert Systems with Applications: An International Journal

Multi-instance clustering with applications to multi-instance prediction

Applied Intelligence

Letters: MIMLRBF: RBF neural networks for multi-instance multi-label learning

Neurocomputing

A Convex Method for Locating Regions of Interest with Multi-instance Learning

ECML PKDD '09 Proceedings of the European Conference on Machine Learning and Knowledge Discovery in Databases: Part II

Instance-level semisupervised multiple instance learning

AAAI'08 Proceedings of the 23rd national conference on Artificial intelligence - Volume 2

Marginalized multi-instance kernels

IJCAI'07 Proceedings of the 20th international joint conference on Artifical intelligence

Web image mining towards universal age estimator

MM '09 Proceedings of the 17th ACM international conference on Multimedia

Learning with labeled sessions

IJCAI'05 Proceedings of the 19th international joint conference on Artificial intelligence

M3IC: maximum margin multiple instance clustering

IJCAI'09 Proceedings of the 21st international jont conference on Artifical intelligence

MICCLLR: Multiple-Instance Learning Using Class Conditional Log Likelihood Ratio

DS '09 Proceedings of the 12th International Conference on Discovery Science

Real-valued multiple-instance learning with queries

Journal of Computer and System Sciences

An automatic feature generation approach to multiple instance learning and its applications to image databases

Multimedia Tools and Applications

Multiple instance learning via margin maximization

Applied Numerical Mathematics

Multiple instance learning with genetic programming for web mining

IWANN'07 Proceedings of the 9th international work conference on Artificial neural networks

Face mis-alignment analysis by multiple-instance subspace

ACCV'07 Proceedings of the 8th Asian conference on Computer vision - Volume Part II

Grammar guided genetic programming for multiple instance learning: an experimental study

Proceedings of the 12th annual conference on Genetic and evolutionary computation

Review:

The Knowledge Engineering Review

Multiple Instance Learning with Multiple Objective Genetic Programming for Web Mining

Applied Soft Computing

Combining Local and Global KNN With Cotraining

Proceedings of the 2010 conference on ECAI 2010: 19th European Conference on Artificial Intelligence

G3P-MI: A genetic programming algorithm for multiple instance learning

Information Sciences: an International Journal

Dissimilarity-based multiple instance learning

SSPR&SPR'10 Proceedings of the 2010 joint IAPR international conference on Structural, syntactic, and statistical pattern recognition

MIForests: multiple-instance learning with randomized trees

ECCV'10 Proceedings of the 11th European conference on Computer vision: Part VI

Asking generalized queries to ambiguous oracle

ECML PKDD'10 Proceedings of the 2010 European conference on Machine learning and knowledge discovery in databases: Part I

Speeding up and boosting diverse density learning

DS'10 Proceedings of the 13th international conference on Discovery science

LSA based multi-instance learning algorithm for image retrieval

Signal Processing

Predicting MHC-II Binding Affinity Using Multiple Instance Regression

IEEE/ACM Transactions on Computational Biology and Bioinformatics (TCBB)

Adaptive kernel diverse density estimate for multiple instance learning

MLDM'11 Proceedings of the 7th international conference on Machine learning and data mining in pattern recognition

Recognition of adult images, videos, and web page bags

ACM Transactions on Multimedia Computing, Communications, and Applications (TOMCCAP) - Special section on ACM multimedia 2010 best paper candidates, and issue on social media

A multiple component matching framework for person re-identification

ICIAP'11 Proceedings of the 16th international conference on Image analysis and processing - Volume Part II

Exploiting context aware category discovery for image labeling

Proceedings of the Third International Conference on Internet Multimedia Computing and Service

Multiple-instance learning with instance selection via dominant sets

SIMBAD'11 Proceedings of the First international conference on Similarity-based pattern recognition

Exploiting dissimilarity representations for person re-identification

SIMBAD'11 Proceedings of the First international conference on Similarity-based pattern recognition

ReliefF-MI: An extension of ReliefF to multiple instance learning

Neurocomputing

Multi-instance multi-label learning

Artificial Intelligence

Unsupervised multiple-instance learning for functional profiling of genomic data

ECML'06 Proceedings of the 17th European conference on Machine Learning

Multiple-Instance learning via random walk

ECML'06 Proceedings of the 17th European conference on Machine Learning

An EM-Approach for clustering multi-instance objects

PAKDD'06 Proceedings of the 10th Pacific-Asia conference on Advances in Knowledge Discovery and Data Mining

Locating regions of interest in CBIR with multi-instance learning techniques

AI'05 Proceedings of the 18th Australian Joint conference on Advances in Artificial Intelligence

Mining chemical compound structure data using inductive logic programming

AM'03 Proceedings of the Second international conference on Active Mining

Multi-instance genetic programming for predicting student performance in web based educational environments

Applied Soft Computing

Multiple instance learning for classifying students in learning management systems

Expert Systems with Applications: An International Journal

Latent topic based multi-instance learning method for localized content-based image retrieval

Computers & Mathematics with Applications

Constructing target concept in multiple instance learning using maximum partial entropy

MLDM'12 Proceedings of the 8th international conference on Machine Learning and Data Mining in Pattern Recognition

Fast person re-identification based on dissimilarity representations

Pattern Recognition Letters

A machine-learning approach to retrieving diabetic retinopathy images

Proceedings of the ACM Conference on Bioinformatics, Computational Biology and Biomedicine

An efficient parallel neural network-based multi-instance learning algorithm

The Journal of Supercomputing

HyDR-MI: A hybrid algorithm to reduce dimensionality in multiple instance learning

Information Sciences: an International Journal

Multiple-instance learning as a classifier combining problem

Pattern Recognition

Transductive cost-sensitive lung cancer image classification

Applied Intelligence

Salient instance selection for multiple-instance learning

ICONIP'12 Proceedings of the 19th international conference on Neural Information Processing - Volume Part III

Class-dependent dissimilarity measures for multiple instance learning

SSPR'12/SPR'12 Proceedings of the 2012 Joint IAPR international conference on Structural, Syntactic, and Statistical Pattern Recognition

MIL-SKDE: Multiple-instance learning with supervised kernel density estimation

Signal Processing

Salience-Based prototype selection for k-nearest neighbor classification in multiple-instance learning

IScIDE'12 Proceedings of the third Sino-foreign-interchange conference on Intelligent Science and Intelligent Data Engineering

Horror video scene recognition based on multi-view multi-instance learning

ACCV'12 Proceedings of the 11th Asian conference on Computer Vision - Volume Part III

MI2LS: multi-instance learning from multiple informationsources

Proceedings of the 19th ACM SIGKDD international conference on Knowledge discovery and data mining

Gaussian multiple instance learning approach for mapping the slums of the world using very high resolution imagery

Proceedings of the 19th ACM SIGKDD international conference on Knowledge discovery and data mining

Computational phenotype prediction of ionizing-radiation-resistant bacteria with a multiple-instance learning model

Proceedings of the 12th International Workshop on Data Mining in Bioinformatics

Multiple instance classification: Review, taxonomy and comparative study

Artificial Intelligence

A comparative study of MRI data using various machine learning and pattern recognition algorithms to detect brain abnormalities

AusDM '12 Proceedings of the Tenth Australasian Data Mining Conference - Volume 134

TRASMIL: A local anomaly detection framework based on trajectory segmentation and multi-instance learning

Computer Vision and Image Understanding

Object based image classification: state of the art and computational challenges

Proceedings of the 2nd ACM SIGSPATIAL International Workshop on Analytics for Big Geospatial Data

Combining example selection with instance selection to speed up multiple-instance learning

Neurocomputing

Multiple instance learning based on positive instance selection and bag structure construction

Pattern Recognition Letters

Multiple instance learning via Gaussian processes

Data Mining and Knowledge Discovery