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Learning from Ambiguity (1998)  (Make Corrections)  (17 citations)
Oded Maron



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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)

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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)

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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" }
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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)

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