(Enter summary)
Abstract: There are many learning problems for which the examples given by the teacher are
ambiguously labeled. In this thesis, we will examine one framework of learning from
ambiguous examples known as Multiple-Instance learning. Each example is a bag,
consisting of any number of instances. A bag is labeled negative if all instances in
it are negative. A bag is labeled positive if at least one instance in it is positive.
Because the instances themselves are not labeled, each positive bag is an
... (Update)
Cited by: More
Logistic Regression and Boosting for Labeled Bags of Instances - Xu, Frank (2004)
(Correct)
Semi-Supervised Training of Models for Appearance-Based.. - Rosenberg (2004)
(Correct)
Associating Video Frames With Text - Duygulu, Wactlar (2003)
(Correct)
Active bibliography (related documents): More All
0.5: The Racing Algorithm: Model Selection for Lazy Learners - Maron, Moore (1997)
(Correct)
0.3: Prediction-Hardness of Acyclic Conjunctive Queries - Hirata (2000)
(Correct)
0.3: New Lower Bounds for Statistical Query Learning - Ke Yang April (2002)
(Correct)
System load high. Please wait...
Timeout. Please try your query later.
Similar documents based on text: More All
0.5: Tomas: Tool For Object-Oriented Modeling And Simulation - Veeke, Ottjes
(Correct)
0.3: A Theory of Clock Synchronization - Patt (1994)
(Correct)
0.3: The Influence Model: A Tractable Representation for .. - Chalee..
(Correct)
Related documents from co-citation: More All
11: A framework for Multiple-Instance learning
- Maron, Lozano-P'erez - 1998
11: Multiple-Instance Learning for Natural Scene Classification
- Maron, LakshmiRatan - 1998
8: Solving the multipleinstance problem with axis-parallel rectangles
- Dietterich, Lathrop et al. - 1997
BibTeX entry: (Update)
Maron, O. (1998). Learning from ambiguity. PhD dissertation, Dept. of Electrical Engineering and Computer Science, M.I.T. http://citeseer.ist.psu.edu/maron98learning.html More
@techreport{ maron98learning,
author = "Oded Maron",
title = "Learning from ambiguity",
number = "AITR-1639",
pages = "119",
year = "1998",
url = "citeseer.ist.psu.edu/maron98learning.html" }
Citations (may not include all citations):
643
Query by image and video content: The qbic system (context) - Flickner, Sawhney et al. - 1995
206
Independent component analysis (context) - Comon - 1994
176
Regularization theory and neural networks architectures
- Girosi, Jones et al. - 1995
153
Autoclass: A bayesian classification system (context) - Cheeseman, Kelly et al. - 1988
152
Virage image search engine: an open framework for image mana.. (context) - Bach, Fuller et al. - 1996
113
Locally weighted learning
- Atkeson, Moore et al. - 1997
97
Colorand texture based image segmentation using em and its a..
- Belongie, Carson et al. - 1998
79
Solving the multiple-instance problem with axis-parallel rec..
- Dietterich, Lathrop et al. - 1997
49
Competition and multiple cause models
- Dayan, Zemel - 1995
37
Statistical queries and faulty pac oracles
- Decatur - 1994
27
Model-directed learning of production rules (context) - Buchanan, Mitchell - 1978
22
Incremental version-space merging: a general framework for c.. (context) - Hirsh - 1990
22
On learning from multi-instance examples: Empirical evalutai..
- Auer - 1997
19
Approximating hyper-rectangles: learning and pseudorandom se..
- Auer, Long et al. - 1996
15
A note on learning from multipleinstance examples
- Blum, Kalai - 1998
7
A comparison of dynamic reposing and tangent distance for dr..
- Dietterich, Jain et al. - 1994
4
An information-maximization approach to blind source seperat.. (context) - Bell, Sejnowski - 1995
3
Introduction to Multivariate Analysis (context) - Chatfield, Collins - 1980
3
The dual dfa learning problem: Hardness results for programm..
- Cohen - 1996
2
Nearest Neighbor Norms: NN Patern Classifaction Techniques (context) - Dasarathy - 1991
1
Constrained search of conformational hyperspace (context) - Dammkoehler, Karasek et al. - 1989
The graph only includes citing articles where the year of publication is known.
Documents on the same site (http://www.ai.mit.edu/people/oded/multiple-instance.html): More
A Note on Learning from Multiple-Instance Examples - Blum, Kalai (1998)
(Correct)
Visible Decomposition: Real-Time Path Planning in Large .. - Maron.. (1996)
(Correct)
Multiple-Instance Learning for Natural Scene Classification - Maron, Ratan (1998)
(Correct)
Online articles have much greater impact More about CiteSeer.IST Add search form to your site Submit documents Feedback
CiteSeer.IST - Copyright Penn State and NEC