Probabilistic reasoning in intelligent systems: networks of plausible inference
Probabilistic reasoning in intelligent systems: networks of plausible inference
Picture retrieval by content description
Journal of Information Science
The query by image content (QBIC) system
SIGMOD '95 Proceedings of the 1995 ACM SIGMOD international conference on Management of data
Context-sensitive processing of semantic queries in an image database system
Information Processing and Management: an International Journal - Special issue: history of information science
Solving the multiple instance problem with axis-parallel rectangles
Artificial Intelligence
Towards a semantic image database system
Data & Knowledge Engineering
Modeling and retrieving images by content
Information Processing and Management: an International Journal
Multiple-Instance Learning for Natural Scene Classification
ICML '98 Proceedings of the Fifteenth International Conference on Machine Learning
Solving the Multiple-Instance Problem: A Lazy Learning Approach
ICML '00 Proceedings of the Seventeenth International Conference on Machine Learning
Integrated spatial and feature image query
Multimedia Systems
NeTra: a toolbox for navigating large image databases
ICIP '97 Proceedings of the 1997 International Conference on Image Processing (ICIP '97) 3-Volume Set-Volume 1 - Volume 1
Multi-instance genetic programming for web index recommendation
Expert Systems with Applications: An International Journal
HAIS '09 Proceedings of the 4th International Conference on Hybrid Artificial Intelligence Systems
A polygon description based similarity measurement of stock market behavior
Expert Systems with Applications: An International Journal
Grammar guided genetic programming for multiple instance learning: an experimental study
Proceedings of the 12th annual conference on Genetic and evolutionary computation
Multiple Instance Learning with Multiple Objective Genetic Programming for Web Mining
Applied Soft Computing
Variance enhanced K-medoid clustering
Expert Systems with Applications: An International Journal
G3P-MI: A genetic programming algorithm for multiple instance learning
Information Sciences: an International Journal
Reducing dimensionality in multiple instance learning with a filter method
HAIS'10 Proceedings of the 5th international conference on Hybrid Artificial Intelligence Systems - Volume Part II
Multiple instance learning for classifying students in learning management systems
Expert Systems with Applications: An International Journal
HyDR-MI: A hybrid algorithm to reduce dimensionality in multiple instance learning
Information Sciences: an International Journal
Semi-supervised clustering for MR brain image segmentation
Expert Systems with Applications: An International Journal
Hi-index | 12.06 |
In this paper, we propose an EM based learning algorithm to provide a comprehensive procedure for maximizing the measurement of diverse density on given multiple Instances. Furthermore, the new EM based learning framework converts an MI problem into a single-instance treatment by using EM to maximize the instance responsibility for the corresponding label of each bag. To learn a desired image class, a user may select a set of exemplar images and label them to be conceptual related (positive) or conceptual unrelated (negative) images. A positive image consists of at least one object that the user may be interested, and a negative image should not contain any object that the user may be interested. By using the proposed EM based learning algorithm, an image retrieval prototype system is implemented. Experimental results show that for only a few times of relearning cycles, the prototype system can retrieve user's favor images from WWW over Internet.